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attached_assets/Pasted-this-si-the-oreginal-firle-siese-for-integration-base-dont-his-update-it-not-for-sepcief-case-the-mc-1745164960947.txt delete mode 100644 attached_assets/Pasted-this-si-the-oreginal-firle-siese-for-integration-base-dont-his-update-it-not-for-sepcief-case-the-mc-1745164982056.txt diff --git a/attached_assets/Pasted--Browserbase-MCP-Server-cover-assets-browserbase-mcp-png-Get-Started-1-Run-npm-1745139941430.txt b/attached_assets/Pasted--Browserbase-MCP-Server-cover-assets-browserbase-mcp-png-Get-Started-1-Run-npm-1745139941430.txt deleted file mode 100644 index e96ff938..00000000 --- a/attached_assets/Pasted--Browserbase-MCP-Server-cover-assets-browserbase-mcp-png-Get-Started-1-Run-npm-1745139941430.txt +++ /dev/null @@ -1,110 +0,0 @@ -# Browserbase MCP Server - -![cover](../assets/browserbase-mcp.png) - -## Get Started - -1. Run `npm install` to install the necessary dependencies, then run `npm run build` to get `dist/index.js`. - -2. Set up your Claude Desktop configuration to use the server. - -```json -{ - "mcpServers": { - "browserbase": { - "command": "node", - "args": ["path/to/mcp-server-browserbase/browserbase/dist/index.js"], - "env": { - "BROWSERBASE_API_KEY": "", - "BROWSERBASE_PROJECT_ID": "" - } - } - } -} -``` - -3. Restart your Claude Desktop app and you should see the tools available clicking the ๐Ÿ”จ icon. - -4. Start using the tools! Below is an image of Claude closing a browser session. - -

- demo -

- - -## Tools - -### Browserbase API - -- **browserbase_create_session** - - - Create a new cloud browser session using Browserbase - - No required inputs - -- **browserbase_navigate** - - - Navigate to any URL in the browser - - Input: `url` (string) - -- **browserbase_screenshot** - - - Capture screenshots of the entire page or specific elements - - Inputs: - - `name` (string, required): Name for the screenshot - - `selector` (string, optional): CSS selector for element to screenshot - - `width` (number, optional, default: 800): Screenshot width - - `height` (number, optional, default: 600): Screenshot height - -- **browserbase_click** - - - Click elements on the page - - Input: `selector` (string): CSS selector for element to click - -- **browserbase_fill** - - - Fill out input fields - - Inputs: - - `selector` (string): CSS selector for input field - - `value` (string): Value to fill - -- **browserbase_evaluate** - - - Execute JavaScript in the browser console - - Input: `script` (string): JavaScript code to execute - -- **browserbase_get_content** - - - Extract all content from the current page - - Input: `selector` (string, optional): CSS selector to get content from specific elements - -- **browserbase_parallel_sessions** - - Create multiple browser sessions and navigate to different URLs - - Input: `sessions` (array): Array of objects containing: - - `url` (string): URL to navigate to - - `id` (string): Session identifier - -### Resources - -The server provides access to two types of resources: - -1. **Console Logs** (`console://logs`) - - - Browser console output in text format - - Includes all console messages from the browser - -2. **Screenshots** (`screenshot://`) - - PNG images of captured screenshots - - Accessible via the screenshot name specified during capture - -## Key Features - -- Cloud browser automation -- Web data extraction -- Console log monitoring -- Screenshot capabilities -- JavaScript execution -- Basic web interaction (navigation, clicking, form filling) - -## License - -This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository. \ No newline at end of file diff --git a/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Agent-created-successfully-Enter-a-math-query-or-ex-1745218751273.txt b/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Agent-created-successfully-Enter-a-math-query-or-ex-1745218751273.txt deleted file mode 100644 index a649485f..00000000 --- a/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Agent-created-successfully-Enter-a-math-query-or-ex-1745218751273.txt +++ /dev/null @@ -1,59 +0,0 @@ -=== MINIMAL MCP AGENT INTEGRATION TEST === - -Agent created successfully! -Enter a math query or 'exit' to quit - -Math query: add 2 and 2 - -Processing: add 2 and 2 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent: {"tool_name": "add", "a": 2, "b": 2} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-21T06:57:50.226670+0000 | ERROR | Error initializing MCP server: unhandled errors in a TaskGroup (1 sub-exception) -2025-04-21T06:57:50.226857+0000 | ERROR | Error in abatch_mcp_flow: unhandled errors in a TaskGroup (1 sub-exception) -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent - Tool Executor: Error in batch operation: unhandled errors in โ”‚ -โ”‚ a TaskGroup (1 sub-exception) โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent - Agent Analysis: {"tool_name": "add", "a": 1, "b": 1} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Result: System: : Your Name: MCP Test Agent - - Your Description: None - - -You are a math calculator assistant. - -When asked for calculations: -1. Determine the operation (add, multiply, or divide) -2. Extract the numbers -3. Return the JSON format of the calculation - -For example: -- For "add 5 and 3", respond with: {"tool_name": "add", "a": 5, "b": 3} -- For "multiply 7 by 4", respond with: {"tool_name": "multiply", "a": 7, "b": 4} -- For "divide 10 by 2", respond with: {"tool_name": "divide", "a": 10, "b": 2} - -When asked about your capabilities, respond with: {"tool_name": "add", "a": 1, "b": 1} - - - -Human:: add 2 and 2 - - -MCP Test Agent: {"tool_name": "add", "a": 2, "b": 2} - - -assistant: Tool execution result: ['Error in batch operation: unhandled errors in a TaskGroup (1 sub-exception)'] - - -Tool Executor: Error in batch operation: unhandled errors in a TaskGroup (1 sub-exception) - - -MCP Test Agent: {"tool_name": "add", "a": 1, "b": 1} - - - -Math query: \ No newline at end of file diff --git a/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Agent-created-successfully-Enter-a-math-query-or-ex-1745218834057.txt b/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Agent-created-successfully-Enter-a-math-query-or-ex-1745218834057.txt deleted file mode 100644 index a649485f..00000000 --- a/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Agent-created-successfully-Enter-a-math-query-or-ex-1745218834057.txt +++ /dev/null @@ -1,59 +0,0 @@ -=== MINIMAL MCP AGENT INTEGRATION TEST === - -Agent created successfully! -Enter a math query or 'exit' to quit - -Math query: add 2 and 2 - -Processing: add 2 and 2 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent: {"tool_name": "add", "a": 2, "b": 2} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-21T06:57:50.226670+0000 | ERROR | Error initializing MCP server: unhandled errors in a TaskGroup (1 sub-exception) -2025-04-21T06:57:50.226857+0000 | ERROR | Error in abatch_mcp_flow: unhandled errors in a TaskGroup (1 sub-exception) -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent - Tool Executor: Error in batch operation: unhandled errors in โ”‚ -โ”‚ a TaskGroup (1 sub-exception) โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent - Agent Analysis: {"tool_name": "add", "a": 1, "b": 1} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Result: System: : Your Name: MCP Test Agent - - Your Description: None - - -You are a math calculator assistant. - -When asked for calculations: -1. Determine the operation (add, multiply, or divide) -2. Extract the numbers -3. Return the JSON format of the calculation - -For example: -- For "add 5 and 3", respond with: {"tool_name": "add", "a": 5, "b": 3} -- For "multiply 7 by 4", respond with: {"tool_name": "multiply", "a": 7, "b": 4} -- For "divide 10 by 2", respond with: {"tool_name": "divide", "a": 10, "b": 2} - -When asked about your capabilities, respond with: {"tool_name": "add", "a": 1, "b": 1} - - - -Human:: add 2 and 2 - - -MCP Test Agent: {"tool_name": "add", "a": 2, "b": 2} - - -assistant: Tool execution result: ['Error in batch operation: unhandled errors in a TaskGroup (1 sub-exception)'] - - -Tool Executor: Error in batch operation: unhandled errors in a TaskGroup (1 sub-exception) - - -MCP Test Agent: {"tool_name": "add", "a": 1, "b": 1} - - - -Math query: \ No newline at end of file diff --git a/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Agent-created-successfully-Enter-a-math-query-or-ex-1745221067653.txt b/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Agent-created-successfully-Enter-a-math-query-or-ex-1745221067653.txt deleted file mode 100644 index 08537c82..00000000 --- a/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Agent-created-successfully-Enter-a-math-query-or-ex-1745221067653.txt +++ /dev/null @@ -1,59 +0,0 @@ -=== MINIMAL MCP AGENT INTEGRATION TEST === - -Agent created successfully! -Enter a math query or 'exit' to quit - -Math query: add 2 and 3 - -Processing: add 2 and 3 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent: {"tool_name": "add", "a": 2, "b": 3} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-21T07:36:01.678279+0000 | ERROR | Error initializing MCP server: unhandled errors in a TaskGroup (1 sub-exception) -2025-04-21T07:36:01.678457+0000 | ERROR | Error in abatch_mcp_flow: unhandled errors in a TaskGroup (1 sub-exception) -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent - Tool Executor: Error in batch operation: unhandled errors in โ”‚ -โ”‚ a TaskGroup (1 sub-exception) โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent - Agent Analysis: {"tool_name": "add", "a": 1, "b": 1} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Result: System: : Your Name: MCP Test Agent - - Your Description: None - - -You are a math calculator assistant. - -When asked for calculations: -1. Determine the operation (add, multiply, or divide) -2. Extract the numbers -3. Return the JSON format of the calculation - -For example: -- For "add 5 and 3", respond with: {"tool_name": "add", "a": 5, "b": 3} -- For "multiply 7 by 4", respond with: {"tool_name": "multiply", "a": 7, "b": 4} -- For "divide 10 by 2", respond with: {"tool_name": "divide", "a": 10, "b": 2} - -When asked about your capabilities, respond with: {"tool_name": "add", "a": 1, "b": 1} - - - -Human:: add 2 and 3 - - -MCP Test Agent: {"tool_name": "add", "a": 2, "b": 3} - - -assistant: Tool execution result: ['Error in batch operation: unhandled errors in a TaskGroup (1 sub-exception)'] - - -Tool Executor: Error in batch operation: unhandled errors in a TaskGroup (1 sub-exception) - - -MCP Test Agent: {"tool_name": "add", "a": 1, "b": 1} - - - -Math query: \ No newline at end of file diff --git a/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Testing-only-the-core-MCP-integration-with-Agent-2025-0-1745173265725.txt b/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Testing-only-the-core-MCP-integration-with-Agent-2025-0-1745173265725.txt deleted file mode 100644 index fc66b018..00000000 --- a/attached_assets/Pasted--MINIMAL-MCP-AGENT-INTEGRATION-TEST-Testing-only-the-core-MCP-integration-with-Agent-2025-0-1745173265725.txt +++ /dev/null @@ -1,66 +0,0 @@ -=== MINIMAL MCP AGENT INTEGRATION TEST === -Testing only the core MCP integration with Agent -2025-04-20T18:19:47.080439+0000 | INFO | mcp_client:main:33 - Creating MCP server parameters... -2025-04-20T18:19:47.080601+0000 | INFO | mcp_client:main:45 - MCP Server URL: http://0.0.0.0:8000 -2025-04-20T18:19:47.080686+0000 | INFO | mcp_client:main:46 - MCP Headers: {'Content-Type': 'application/json', 'Accept': 'text/event-stream'} -2025-04-20T18:19:47.080763+0000 | INFO | mcp_client:main:49 - Creating Agent with MCP integration... -2025-04-20T18:19:47.088927+0000 | WARNING | agent:llm_handling:613 - Model name is not provided, using gpt-4o-mini. You can configure any model from litellm if desired. - -Agent created successfully! -Enter a math query or 'exit' to quit - -Math query: what tools you have? -2025-04-20T18:20:39.747943+0000 | INFO | mcp_client:main:66 - Processing query: what tools you have? -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent: {"tool_name": "none", "description": "I can perform addition, โ”‚ -โ”‚ multiplication, and division using specific tools."} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20T18:20:41.073474+0000 | ERROR | mcp_integration:connect:89 - Error initializing MCP server: unhandled errors in a TaskGroup (1 sub-exception) -2025-04-20T18:20:41.073628+0000 | ERROR | mcp_integration:abatch_mcp_flow:268 - Error in abatch_mcp_flow: unhandled errors in a TaskGroup (1 sub-exception) -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent - Tool Executor: Error in batch operation: unhandled errors in โ”‚ -โ”‚ a TaskGroup (1 sub-exception) โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name MCP Test Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ MCP Test Agent - Agent Analysis: It seems like you're encountering an error โ”‚ -โ”‚ related to a batch operation in a programming or data processing context. โ”‚ -โ”‚ However, I can assist you with mathematical calculations. If you have any โ”‚ -โ”‚ specific calculations you'd like to perform, please provide the numbers and โ”‚ -โ”‚ the operation (addition, multiplication, or division), and I'll format it as โ”‚ -โ”‚ JSON for you. โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Result: System: : Your Name: MCP Test Agent - - Your Description: None - - -You are a math calculator assistant that uses tools to perform calculations. - -When asked for calculations, determine the operation and numbers, then use one of these tools: -- add: Add two numbers -- multiply: Multiply two numbers -- divide: Divide first number by second - -FORMAT as JSON: -{"tool_name": "add", "a": 5, "b": 10} - - - -Human:: what tools you have? - - -MCP Test Agent: {"tool_name": "none", "description": "I can perform addition, multiplication, and division using specific tools."} - - -assistant: Tool execution result: ['Error in batch operation: unhandled errors in a TaskGroup (1 sub-exception)'] - - -Tool Executor: Error in batch operation: unhandled errors in a TaskGroup (1 sub-exception) - - -MCP Test Agent: It seems like you're encountering an error related to a batch operation in a programming or data processing context. However, I can assist you with mathematical calculations. If you have any specific calculations you'd like to perform, please provide the numbers and the operation (addition, multiplication, or division), and I'll format it as JSON for you. - - - -Math query: \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-2025-04-20-10-41-14-WARNING-swarms-st-1745145960627.txt b/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-2025-04-20-10-41-14-WARNING-swarms-st-1745145960627.txt deleted file mode 100644 index 3fb58603..00000000 --- a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-2025-04-20-10-41-14-WARNING-swarms-st-1745145960627.txt +++ /dev/null @@ -1,50 +0,0 @@ - -Math Agent System Initialized - -Available operations: -2025-04-20 10:41:14 | WARNING | swarms.structs.agent:llm_handling:646 - Model name is not provided, using gpt-4o-mini. You can configure any model from litellm if desired. -Math Agent: add, multiply, divide - -Enter your query (or 'exit' to quit): add 8 and 11 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name: Math Agent [Max Loops: 1] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 10:44:25 | ERROR | swarms.structs.agent:_run:1147 - Attempt 1: Error generating response: 'Agent' object has no attribute 'mcp_execution_flow' -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name: Math Agent [Max Loops: 1] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 10:44:27 | ERROR | swarms.structs.agent:_run:1147 - Attempt 2: Error generating response: 'Agent' object has no attribute 'mcp_execution_flow' -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name: Math Agent [Max Loops: 1] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 10:44:29 | ERROR | swarms.structs.agent:_run:1147 - Attempt 3: Error generating response: 'Agent' object has no attribute 'mcp_execution_flow' -2025-04-20 10:44:29 | ERROR | swarms.structs.agent:_run:1160 - Failed to generate a valid response after retry attempts. - -Math Agent Response: System: : Your Name: Math Agent - - Your Description: Specialized agent for mathematical computations - - You are a specialized math agent that can perform calculations by calling external math service APIs. -Key responsibilities: -1. Understand mathematical queries and break them down into basic operations -2. Use available math tools (add, multiply, divide) appropriately -3. Provide clear explanations of calculations -4. Handle errors gracefully if operations fail - -Remember to use the available MCP tools for calculations rather than doing them directly. - - -Human:: add 8 and 11 - - -Math Agent: - - -Math Agent: - - -Math Agent: - - - -Enter your query (or 'exit' to quit): \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-2025-04-20-11-05-16-WARNING-swarms-stru-1745147277404.txt b/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-2025-04-20-11-05-16-WARNING-swarms-stru-1745147277404.txt deleted file mode 100644 index 4809eefc..00000000 --- a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-2025-04-20-11-05-16-WARNING-swarms-stru-1745147277404.txt +++ /dev/null @@ -1,47 +0,0 @@ - -Math Agent System Initialized - -Available operations:2025-04-20 11:05:16 | WARNING | swarms.structs.agent:llm_handling:646 - Model name is not provided, using gpt-4o-mini. You can configure any model from litellm if desired. - -Math Agent: add, multiply, divide - -Enter your query (or 'exit' to quit): add 2 and 4 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name: Math Agent [Max Loops: 1] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 11:05:28 | ERROR | swarms.structs.agent:mcp_execution_flow:2807 - MCP flow failed: Expecting value: line 1 column 1 (char 0) -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name: Math Agent - Tool Executor [Max Loops: 1] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: [MCP-error] Expecting value: line 1 column 1 (char 0) โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name: Math Agent - Agent Analysis [Max Loops: 1] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Math Agent Response: System: : Your Name: Math Agent - - Your Description: Specialized agent for mathematical computations - - You are a specialized math agent that can perform calculations by calling external math service APIs. -Key responsibilities: -1. Understand mathematical queries and break them down into basic operations -2. Use available math tools (add, multiply, divide) appropriately -3. Provide clear explanations of calculations -4. Handle errors gracefully if operations fail - -Remember to use the available MCP tools for calculations rather than doing them directly. - - -Human:: add 2 and 4 - - -Math Agent: - - -Tool Executor: [MCP-error] Expecting value: line 1 column 1 (char 0) - - -Math Agent: - - - -Enter your query (or 'exit' to quit): \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-2025-04-20-11-08-41-WARNING-swarms-st-1745147456240.txt b/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-2025-04-20-11-08-41-WARNING-swarms-st-1745147456240.txt deleted file mode 100644 index 100bdecb..00000000 --- a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-2025-04-20-11-08-41-WARNING-swarms-st-1745147456240.txt +++ /dev/null @@ -1,118 +0,0 @@ - -Math Agent System Initialized - -Available operations: -2025-04-20 11:08:41 | WARNING | swarms.structs.agent:llm_handling:646 - Model name is not provided, using gpt-4o-mini. You can configure any model from litellm if desired. -Math Agent: add, multiply, divide - -Enter your query (or 'exit' to quit): add 2 and 3 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: {"tool_name": "add", "a": 2, "b": 3} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -/home/runner/workspace/swarms/structs/agent.py:1110: RuntimeWarning: coroutine 'batch_mcp_flow' was never awaited - out = self.mcp_execution_flow(response) -RuntimeWarning: Enable tracemalloc to get the object allocation traceback -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: It seems like you've provided a reference to a coroutine object, which is not a mathematical query. Please provide a โ”‚ -โ”‚ specific mathematical question or operation you'd like me to assist you with, and I'll be happy to help! โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Math Agent Response: System: : Your Name: Math Agent - - Your Description: Specialized agent for mathematical computations - - You are a specialized math agent that can perform calculations by calling external math service APIs. -Key responsibilities: -1. Understand mathematical queries and break them down into basic operations -2. Use available math tools (add, multiply, divide) appropriately -3. Provide clear explanations of calculations -4. Handle errors gracefully if operations fail - -Remember to use the available MCP tools for calculations rather than doing them directly. -When you want to use a math tool, reply with a JSON object only: -{"tool_name": "", "a": , "b": } - - -Human:: add 2 and 3 - - -Math Agent: {"tool_name": "add", "a": 2, "b": 3} - - -Tool Executor: - - -Math Agent: It seems like you've provided a reference to a coroutine object, which is not a mathematical query. Please provide a specific mathematical question or operation you'd like me to assist you with, and I'll be happy to help! - - - -Enter your query (or 'exit' to quit): waht tools you have -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: I have access to three mathematical tools that can perform basic operations: โ”‚ -โ”‚ โ”‚ -โ”‚ 1. **Add**: To calculate the sum of two numbers. โ”‚ -โ”‚ 2. **Multiply**: To calculate the product of two numbers. โ”‚ -โ”‚ 3. **Divide**: To calculate the quotient of two numbers. โ”‚ -โ”‚ โ”‚ -โ”‚ If you have a specific mathematical operation or question in mind, please let me know, and I'll assist you with it! โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: [MCP-error] Expecting value: line 1 column 1 (char 0) โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 11:09:41 | ERROR | swarms.structs.agent:mcp_execution_flow:2807 - MCP flow failed: Expecting value: line 1 column 1 (char 0) -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: It seems there was an error with the math service. Please provide me with a mathematical query or operation you'd like โ”‚ -โ”‚ to perform, and I'll assist you with it. โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Math Agent Response: System: : Your Name: Math Agent - - Your Description: Specialized agent for mathematical computations - - You are a specialized math agent that can perform calculations by calling external math service APIs. -Key responsibilities: -1. Understand mathematical queries and break them down into basic operations -2. Use available math tools (add, multiply, divide) appropriately -3. Provide clear explanations of calculations -4. Handle errors gracefully if operations fail - -Remember to use the available MCP tools for calculations rather than doing them directly. -When you want to use a math tool, reply with a JSON object only: -{"tool_name": "", "a": , "b": } - - -Human:: add 2 and 3 - - -Math Agent: {"tool_name": "add", "a": 2, "b": 3} - - -Tool Executor: - - -Math Agent: It seems like you've provided a reference to a coroutine object, which is not a mathematical query. Please provide a specific mathematical question or operation you'd like me to assist you with, and I'll be happy to help! - - -Human:: waht tools you have - - -Math Agent: I have access to three mathematical tools that can perform basic operations: - -1. **Add**: To calculate the sum of two numbers. -2. **Multiply**: To calculate the product of two numbers. -3. **Divide**: To calculate the quotient of two numbers. - -If you have a specific mathematical operation or question in mind, please let me know, and I'll assist you with it! - - -Tool Executor: [MCP-error] Expecting value: line 1 column 1 (char 0) - - -Math Agent: It seems there was an error with the math service. Please provide me with a mathematical query or operation you'd like to perform, and I'll assist you with it. - - - -Enter your query (or 'exit' to quit): \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148722738.txt b/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148722738.txt deleted file mode 100644 index 22e50f98..00000000 --- a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148722738.txt +++ /dev/null @@ -1,52 +0,0 @@ - -Math Agent System Initialized - -Available operations: -Math Agent: add, multiply, divide -2025-04-20 11:29:58 | WARNING | swarms.structs.agent:llm_handling:647 - Model name is not provided, using gpt-4o-mini. You can configure any model from litellm if desired. - -Enter your query (or 'exit' to quit): add 4 and 19834 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: {"tool_name": "add", "a": 4, "b": 19834} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -/home/runner/workspace/swarms/structs/agent.py:1111: RuntimeWarning: coroutine 'batch_mcp_flow' was never awaited - out = self.mcp_execution_flow(response) -RuntimeWarning: Enable tracemalloc to get the object allocation traceback -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: It seems like you've provided a reference to a coroutine object, which is not a mathematical query. Please provide a โ”‚ -โ”‚ specific mathematical question or operation you'd like me to assist with, and I'll be happy to help! โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Math Agent Response: System: : Your Name: Math Agent - - Your Description: Specialized agent for mathematical computations - - You are a specialized math agent that can perform calculations by calling external math service APIs. -Key responsibilities: -1. Understand mathematical queries and break them down into basic operations -2. Use available math tools (add, multiply, divide) appropriately -3. Provide clear explanations of calculations -4. Handle errors gracefully if operations fail - -Remember to use the available MCP tools for calculations rather than doing them directly. -When you want to use a math tool, reply with a JSON object only: -{"tool_name": "", "a": , "b": } - - -Human:: add 4 and 19834 - - -Math Agent: {"tool_name": "add", "a": 4, "b": 19834} - - -Tool Executor: - - -Math Agent: It seems like you've provided a reference to a coroutine object, which is not a mathematical query. Please provide a specific mathematical question or operation you'd like me to assist with, and I'll be happy to help! - - - -Enter your query (or 'exit' to quit): \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148797666.txt b/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148797666.txt deleted file mode 100644 index 3f9f412f..00000000 --- a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148797666.txt +++ /dev/null @@ -1,50 +0,0 @@ - -Math Agent System Initialized - -Available operations: -Math Agent: add, multiply, divide -2025-04-20 11:32:54 | WARNING | swarms.structs.agent:llm_handling:647 - Model name is not provided, using gpt-4o-mini. You can configure any model from litellm if desired. - -Enter your query (or 'exit' to quit): add 343 and 33 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: {"tool_name": "add", "a": 343, "b": 33} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: [] โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 11:33:03 | ERROR | swarms.tools.mcp_integration:process_param:360 - Error processing parameter: {'url': 'http://0.0.0.0:8000', 'headers': {'Content-Type': 'application/json'}, 'timeout': 5.0, 'sse_read_timeout': 30.0}, error: __aenter__ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: It seems like your message is empty or unclear. Could you please provide a specific mathematical query or operation โ”‚ -โ”‚ you'd like assistance with? โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Math Agent Response: System: : Your Name: Math Agent - - Your Description: Specialized agent for mathematical computations - - You are a specialized math agent that can perform calculations by calling external math service APIs. -Key responsibilities: -1. Understand mathematical queries and break them down into basic operations -2. Use available math tools (add, multiply, divide) appropriately -3. Provide clear explanations of calculations -4. Handle errors gracefully if operations fail - -Remember to use the available MCP tools for calculations rather than doing them directly. -When you want to use a math tool, reply with a JSON object only: -{"tool_name": "", "a": , "b": } - - -Human:: add 343 and 33 - - -Math Agent: {"tool_name": "add", "a": 343, "b": 33} - - -Tool Executor: [] - - -Math Agent: It seems like your message is empty or unclear. Could you please provide a specific mathematical query or operation you'd like assistance with? - - - -Enter your query (or 'exit' to quit): \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148802197.txt b/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148802197.txt deleted file mode 100644 index 3f9f412f..00000000 --- a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148802197.txt +++ /dev/null @@ -1,50 +0,0 @@ - -Math Agent System Initialized - -Available operations: -Math Agent: add, multiply, divide -2025-04-20 11:32:54 | WARNING | swarms.structs.agent:llm_handling:647 - Model name is not provided, using gpt-4o-mini. You can configure any model from litellm if desired. - -Enter your query (or 'exit' to quit): add 343 and 33 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: {"tool_name": "add", "a": 343, "b": 33} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: [] โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 11:33:03 | ERROR | swarms.tools.mcp_integration:process_param:360 - Error processing parameter: {'url': 'http://0.0.0.0:8000', 'headers': {'Content-Type': 'application/json'}, 'timeout': 5.0, 'sse_read_timeout': 30.0}, error: __aenter__ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: It seems like your message is empty or unclear. Could you please provide a specific mathematical query or operation โ”‚ -โ”‚ you'd like assistance with? โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Math Agent Response: System: : Your Name: Math Agent - - Your Description: Specialized agent for mathematical computations - - You are a specialized math agent that can perform calculations by calling external math service APIs. -Key responsibilities: -1. Understand mathematical queries and break them down into basic operations -2. Use available math tools (add, multiply, divide) appropriately -3. Provide clear explanations of calculations -4. Handle errors gracefully if operations fail - -Remember to use the available MCP tools for calculations rather than doing them directly. -When you want to use a math tool, reply with a JSON object only: -{"tool_name": "", "a": , "b": } - - -Human:: add 343 and 33 - - -Math Agent: {"tool_name": "add", "a": 343, "b": 33} - - -Tool Executor: [] - - -Math Agent: It seems like your message is empty or unclear. Could you please provide a specific mathematical query or operation you'd like assistance with? - - - -Enter your query (or 'exit' to quit): \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148814606.txt b/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148814606.txt deleted file mode 100644 index 3f9f412f..00000000 --- a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148814606.txt +++ /dev/null @@ -1,50 +0,0 @@ - -Math Agent System Initialized - -Available operations: -Math Agent: add, multiply, divide -2025-04-20 11:32:54 | WARNING | swarms.structs.agent:llm_handling:647 - Model name is not provided, using gpt-4o-mini. You can configure any model from litellm if desired. - -Enter your query (or 'exit' to quit): add 343 and 33 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: {"tool_name": "add", "a": 343, "b": 33} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: [] โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 11:33:03 | ERROR | swarms.tools.mcp_integration:process_param:360 - Error processing parameter: {'url': 'http://0.0.0.0:8000', 'headers': {'Content-Type': 'application/json'}, 'timeout': 5.0, 'sse_read_timeout': 30.0}, error: __aenter__ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: It seems like your message is empty or unclear. Could you please provide a specific mathematical query or operation โ”‚ -โ”‚ you'd like assistance with? โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Math Agent Response: System: : Your Name: Math Agent - - Your Description: Specialized agent for mathematical computations - - You are a specialized math agent that can perform calculations by calling external math service APIs. -Key responsibilities: -1. Understand mathematical queries and break them down into basic operations -2. Use available math tools (add, multiply, divide) appropriately -3. Provide clear explanations of calculations -4. Handle errors gracefully if operations fail - -Remember to use the available MCP tools for calculations rather than doing them directly. -When you want to use a math tool, reply with a JSON object only: -{"tool_name": "", "a": , "b": } - - -Human:: add 343 and 33 - - -Math Agent: {"tool_name": "add", "a": 343, "b": 33} - - -Tool Executor: [] - - -Math Agent: It seems like your message is empty or unclear. Could you please provide a specific mathematical query or operation you'd like assistance with? - - - -Enter your query (or 'exit' to quit): \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148819266.txt b/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148819266.txt deleted file mode 100644 index 3f9f412f..00000000 --- a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148819266.txt +++ /dev/null @@ -1,50 +0,0 @@ - -Math Agent System Initialized - -Available operations: -Math Agent: add, multiply, divide -2025-04-20 11:32:54 | WARNING | swarms.structs.agent:llm_handling:647 - Model name is not provided, using gpt-4o-mini. You can configure any model from litellm if desired. - -Enter your query (or 'exit' to quit): add 343 and 33 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: {"tool_name": "add", "a": 343, "b": 33} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: [] โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 11:33:03 | ERROR | swarms.tools.mcp_integration:process_param:360 - Error processing parameter: {'url': 'http://0.0.0.0:8000', 'headers': {'Content-Type': 'application/json'}, 'timeout': 5.0, 'sse_read_timeout': 30.0}, error: __aenter__ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: It seems like your message is empty or unclear. Could you please provide a specific mathematical query or operation โ”‚ -โ”‚ you'd like assistance with? โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Math Agent Response: System: : Your Name: Math Agent - - Your Description: Specialized agent for mathematical computations - - You are a specialized math agent that can perform calculations by calling external math service APIs. -Key responsibilities: -1. Understand mathematical queries and break them down into basic operations -2. Use available math tools (add, multiply, divide) appropriately -3. Provide clear explanations of calculations -4. Handle errors gracefully if operations fail - -Remember to use the available MCP tools for calculations rather than doing them directly. -When you want to use a math tool, reply with a JSON object only: -{"tool_name": "", "a": , "b": } - - -Human:: add 343 and 33 - - -Math Agent: {"tool_name": "add", "a": 343, "b": 33} - - -Tool Executor: [] - - -Math Agent: It seems like your message is empty or unclear. Could you please provide a specific mathematical query or operation you'd like assistance with? - - - -Enter your query (or 'exit' to quit): \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148921482.txt b/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148921482.txt deleted file mode 100644 index d3b272bb..00000000 --- a/attached_assets/Pasted--Math-Agent-System-Initialized-Available-operations-Math-Agent-add-multiply-divide-2025-04-1745148921482.txt +++ /dev/null @@ -1,54 +0,0 @@ - -Math Agent System Initialized - -Available operations: -Math Agent: add, multiply, divide -2025-04-20 11:34:49 | WARNING | swarms.structs.agent:llm_handling:647 - Model name is not provided, using gpt-4o-mini. You can configure any model from litellm if desired. - -Enter your query (or 'exit' to quit): AD D4 AND 5 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: It seems like you want to add the numbers 4 and 5 together. I will use the addition tool to perform this calculation. โ”‚ -โ”‚ โ”‚ -โ”‚ {"tool_name": "add", "a": 4, "b": 5} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 11:34:55 | ERROR | swarms.tools.mcp_integration:process_param:360 - Error processing parameter: {'url': 'http://0.0.0.0:8000', 'headers': {'Content-Type': 'application/json'}, 'timeout': 5.0, 'sse_read_timeout': 30.0}, error: __aenter__ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: No result returned from MCP server โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: It seems there was an issue with the MCP server not returning a result. Please provide me with a mathematical query or โ”‚ -โ”‚ operation you'd like to perform, and I'll attempt to process it again. โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Math Agent Response: System: : Your Name: Math Agent - - Your Description: Specialized agent for mathematical computations - - You are a specialized math agent that can perform calculations by calling external math service APIs. -Key responsibilities: -1. Understand mathematical queries and break them down into basic operations -2. Use available math tools (add, multiply, divide) appropriately -3. Provide clear explanations of calculations -4. Handle errors gracefully if operations fail - -Remember to use the available MCP tools for calculations rather than doing them directly. -When you want to use a math tool, reply with a JSON object only: -{"tool_name": "", "a": , "b": } - - -Human:: AD D4 AND 5 - - -Math Agent: It seems like you want to add the numbers 4 and 5 together. I will use the addition tool to perform this calculation. - -{"tool_name": "add", "a": 4, "b": 5} - - -Tool Executor: No result returned from MCP server - - -Math Agent: It seems there was an issue with the MCP server not returning a result. Please provide me with a mathematical query or operation you'd like to perform, and I'll attempt to process it again. - - - -Enter your query (or 'exit' to quit): \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Calculator-Ready-Ask-me-any-math-question-Examples-what-is-5-plus-3-or-can-you-multi-1745166105981.txt b/attached_assets/Pasted--Math-Calculator-Ready-Ask-me-any-math-question-Examples-what-is-5-plus-3-or-can-you-multi-1745166105981.txt deleted file mode 100644 index 50bb18be..00000000 --- a/attached_assets/Pasted--Math-Calculator-Ready-Ask-me-any-math-question-Examples-what-is-5-plus-3-or-can-you-multi-1745166105981.txt +++ /dev/null @@ -1,63 +0,0 @@ - -Math Calculator Ready! -Ask me any math question! -Examples: 'what is 5 plus 3?' or 'can you multiply 4 and 6?' -Type 'exit' to quit - -What would you like to calculate? add 4 and 4 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Assistant [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Assistant: Using the add operation for 4 and 4 โ”‚ -โ”‚ {"tool_name": "add", "a": 4, "b": 4} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 16:14:49 | ERROR | swarms.structs.agent:mcp_execution_flow:2697 - Error executing tool call: a coroutine was expected, got <_GatheringFuture pending> -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Assistant - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Assistant - Tool Executor: Error executing tool call: a coroutine was expected, got โ”‚ -โ”‚ <_GatheringFuture pending> โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Assistant - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Assistant - Agent Analysis: I'm here to help with math calculations. What would you like me to โ”‚ -โ”‚ calculate for you? โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Result: System: : Your Name: Math Assistant - - Your Description: Friendly math calculator - - You are a helpful math calculator assistant. -Your role is to understand natural language math requests and perform calculations. - -When asked to perform calculations: -1. Determine the operation (add, multiply, or divide) -2. Extract the numbers from the request -3. Use the appropriate math operation tool - -Respond conversationally but be concise. - -Example: -User: "what is 5 plus 3?" -You: Using the add operation for 5 and 3 -{"tool_name": "add", "a": 5, "b": 3} - -User: "multiply 4 times 6" -You: Using multiply for 4 and 6 -{"tool_name": "multiply", "a": 4, "b": 6} - - -Human:: add 4 and 4 - - -Math Assistant: Using the add operation for 4 and 4 -{"tool_name": "add", "a": 4, "b": 4} - - -error: Error executing tool call: a coroutine was expected, got <_GatheringFuture pending> - - -Tool Executor: Error executing tool call: a coroutine was expected, got <_GatheringFuture pending> - - -Math Assistant: I'm here to help with math calculations. What would you like me to calculate for you? - - - -What would you like to calculate? \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Calculator-Ready-Available-operations-add-multiply-divide-Example-add-5-and-3-or-mu-1745164485767.txt b/attached_assets/Pasted--Math-Calculator-Ready-Available-operations-add-multiply-divide-Example-add-5-and-3-or-mu-1745164485767.txt deleted file mode 100644 index 1e3b988c..00000000 --- a/attached_assets/Pasted--Math-Calculator-Ready-Available-operations-add-multiply-divide-Example-add-5-and-3-or-mu-1745164485767.txt +++ /dev/null @@ -1,62 +0,0 @@ - -Math Calculator Ready! -Available operations: add, multiply, divide -Example: 'add 5 and 3' or 'multiply 4 by 6' -Type 'exit' to quit - -Enter math operation: add 3 and334 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: {"tool_name": "add", "a": 3, "b": 334} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 15:54:35 | ERROR | swarms.tools.mcp_integration:_call_one_server:475 - Error calling server: ClientSession.__init__() missing 2 required positional arguments: 'read_stream' and 'write_stream' -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: No result from tool execution โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: {"error": "No result from tool execution"} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -Result: System: : Your Name: Math Agent - - Your Description: Basic math calculator - - You are a specialized math agent that can perform calculations by calling external math service APIs. -Key responsibilities: -1. Understand mathematical queries and break them down into basic operations -2. Use available math tools (add, multiply, divide) appropriately -3. Provide clear explanations of calculations -4. Handle errors gracefully if operations fail - -Available tools and their JSON formats: -- Addition: {"tool_name": "add", "a": , "b": } -- Multiplication: {"tool_name": "multiply", "a": , "b": } -- Division: {"tool_name": "divide", "a": , "b": } - -IMPORTANT: -1. Your response must be ONLY a valid JSON object matching one of the formats above -2. Do not include any additional text, explanations, or formatting -3. Convert all numbers to integers -4. Do not include any markdown, code blocks, or other formatting - -Example interaction: -User: "add 5 and 3" -You: {"tool_name": "add", "a": 5, "b": 3} - -Remember to use the available MCP tools for calculations rather than doing them directly. - - -Human:: add 3 and334 - - -Math Agent: {"tool_name": "add", "a": 3, "b": 334} - - -error: No result from tool execution - - -Tool Executor: No result from tool execution - - -Math Agent: {"error": "No result from tool execution"} - - -Enter math operation: \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Calculator-Ready-Available-operations-add-multiply-divide-Example-add-5-and-3-or-mu-1745164619960.txt b/attached_assets/Pasted--Math-Calculator-Ready-Available-operations-add-multiply-divide-Example-add-5-and-3-or-mu-1745164619960.txt deleted file mode 100644 index 73e4c26c..00000000 --- a/attached_assets/Pasted--Math-Calculator-Ready-Available-operations-add-multiply-divide-Example-add-5-and-3-or-mu-1745164619960.txt +++ /dev/null @@ -1,54 +0,0 @@ - -Math Calculator Ready! -Available operations: add, multiply, divide -Example: 'add 5 and 3' or 'multiply 4 by 6' -Type 'exit' to quit - -Enter math operation: add 2 and 3 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: {"tool_name": "add", "a": 2, "b": 3} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 15:56:47 | ERROR | swarms.tools.mcp_integration:_call_one_server:475 - Error calling server: ClientSession.__init__() missing 2 required positional arguments: 'read_stream' and 'write_stream' -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: No result from tool execution โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: {"tool_name": "add", "a": 0, "b": 0} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -Result: System: : Your Name: Math Agent - - Your Description: Basic math calculator - - You are a math calculator agent that performs basic arithmetic operations. - -Available operations: -- Addition: add numbers together -- Multiplication: multiply numbers -- Division: divide numbers (checks for division by zero) - -You must respond with the operation and numbers in this exact format: -{"tool_name": "", "a": , "b": } - -Example: -User: "add 5 and 3" -You: {"tool_name": "add", "a": 5, "b": 3} - -Parse the numbers as integers. Only return the operation format, no other text. - - -Human:: add 2 and 3 - - -Math Agent: {"tool_name": "add", "a": 2, "b": 3} - - -error: No result from tool execution - - -Tool Executor: No result from tool execution - - -Math Agent: {"tool_name": "add", "a": 0, "b": 0} - - -Enter math operation: \ No newline at end of file diff --git a/attached_assets/Pasted--Math-Calculator-Ready-Available-operations-add-multiply-divide-Example-add-5-and-3-or-mu-1745165547926.txt b/attached_assets/Pasted--Math-Calculator-Ready-Available-operations-add-multiply-divide-Example-add-5-and-3-or-mu-1745165547926.txt deleted file mode 100644 index 758d7be5..00000000 --- a/attached_assets/Pasted--Math-Calculator-Ready-Available-operations-add-multiply-divide-Example-add-5-and-3-or-mu-1745165547926.txt +++ /dev/null @@ -1,56 +0,0 @@ - -Math Calculator Ready! -Available operations: add, multiply, divide -Example: 'add 5 and 3' or 'multiply 4 by 6' -Type 'exit' to quit - -Enter math operation: 2025-04-20 16:12:06 | WARNING | swarms.structs.agent:llm_handling:635 - Model name is not provided, using gpt-4o-mini. You can configure any model from litellm if desired. -add 2 and 3 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent: {"tool_name": "add", "a": 2, "b": 3} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -2025-04-20 16:12:21 | ERROR | swarms.structs.agent:mcp_execution_flow:2697 - Error executing tool call: a coroutine was expected, got <_GatheringFuture pending> -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Tool Executor [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Tool Executor: Error executing tool call: a coroutine was expected, got โ”‚ -โ”‚ <_GatheringFuture pending> โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Math Agent - Agent Analysis [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Math Agent - Agent Analysis: {"tool_name": "add", "a": 0, "b": 0} โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -Result: System: : Your Name: Math Agent - - Your Description: Basic math calculator - - You are a math calculator agent that performs basic arithmetic operations. - -Available operations: -- Addition: add numbers together -- Multiplication: multiply numbers -- Division: divide numbers (checks for division by zero) - -You must respond with the operation and numbers in this exact format: -{"tool_name": "", "a": , "b": } - -Example: -User: "add 5 and 3" -You: {"tool_name": "add", "a": 5, "b": 3} - -Parse the numbers as integers. Only return the operation format, no other text. - - -Human:: add 2 and 3 - - -Math Agent: {"tool_name": "add", "a": 2, "b": 3} - - -error: Error executing tool call: a coroutine was expected, got <_GatheringFuture pending> - - -Tool Executor: Error executing tool call: a coroutine was expected, got <_GatheringFuture pending> - - -Math Agent: {"tool_name": "add", "a": 0, "b": 0} - - -Enter math operation: \ No newline at end of file diff --git a/attached_assets/Pasted--Multi-Agent-Math-System-Enter-exit-to-quit-Enter-a-math-problem-show-the-agetns-available--1744990375623.txt b/attached_assets/Pasted--Multi-Agent-Math-System-Enter-exit-to-quit-Enter-a-math-problem-show-the-agetns-available--1744990375623.txt deleted file mode 100644 index 1e102073..00000000 --- a/attached_assets/Pasted--Multi-Agent-Math-System-Enter-exit-to-quit-Enter-a-math-problem-show-the-agetns-available--1744990375623.txt +++ /dev/null @@ -1,73 +0,0 @@ - -Multi-Agent Math System -Enter 'exit' to quit - -Enter a math problem: show the agetns available - -================================================== -Results: -================================================== - -[Calculator] --------------------------------------------------- -I can perform basic mathematical operations: addition (use '+' or 'plus'), multiplication (use '*' or 'times'), and division (use '/' or 'divide by'). For example: '5 plus 3' or '10 divide by 2' - -[StockAnalyst] --------------------------------------------------- -I can analyze stock data using moving averages and calculate percentage changes. For example: 'calculate moving average of [10,20,30,40,50] over 3 periods' - -================================================== - -Enter a math problem: add 3243 and 55 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name StockAnalyst [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ StockAnalyst: To add 3243 and 55, you can perform the calculation: โ”‚ -โ”‚ โ”‚ -โ”‚ 3243 + 55 = 3298. โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Calculator [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Calculator: To add 3243 and 55, you can perform the calculation: โ”‚ -โ”‚ โ”‚ -โ”‚ 3243 + 55 = 3298. โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -================================================== -Results: -================================================== - -[Calculator] --------------------------------------------------- -System: : Your Name: Calculator - - Your Description: Calculator agent specializing in mathematical calculations. For Calculator: use add, multiply, divide operations. For Stock Analyst: use moving averages and percentage change calculations. - - You are Calculator, a math processing agent. You have access to these mathematical operations ONLY: addition, multiplication, and division. Only suggest calculations using these available tools. Do not attempt to solve problems requiring other operations like percentages, square roots, or advanced math. When users ask about capabilities, list only the basic operations you can perform. - - -Human:: add 3243 and 55 - - -Calculator: To add 3243 and 55, you can perform the calculation: - -3243 + 55 = 3298. - - - -[StockAnalyst] --------------------------------------------------- -System: : Your Name: StockAnalyst - - Your Description: Stock Analyst agent specializing in stock market analysis. For Calculator: use add, multiply, divide operations. For Stock Analyst: use moving averages and percentage change calculations. - - You are StockAnalyst, a math processing agent. You have access to these mathematical operations ONLY: addition, multiplication, and division. Only suggest calculations using these available tools. Do not attempt to solve problems requiring other operations like percentages, square roots, or advanced math. When users ask about capabilities, list only the basic operations you can perform. - - -Human:: add 3243 and 55 - - -StockAnalyst: To add 3243 and 55, you can perform the calculation: - -3243 + 55 = 3298. - - - -================================================== diff --git a/attached_assets/Pasted--Multi-Agent-Math-System-Enter-exit-to-quit-Enter-a-math-problem-what-ptoblems-you-can-solve-1744990721785.txt b/attached_assets/Pasted--Multi-Agent-Math-System-Enter-exit-to-quit-Enter-a-math-problem-what-ptoblems-you-can-solve-1744990721785.txt deleted file mode 100644 index 653cab39..00000000 --- a/attached_assets/Pasted--Multi-Agent-Math-System-Enter-exit-to-quit-Enter-a-math-problem-what-ptoblems-you-can-solve-1744990721785.txt +++ /dev/null @@ -1,68 +0,0 @@ - -Multi-Agent Math System -Enter 'exit' to quit - -Enter a math problem: what ptoblems you can solve - -Results: -================================================== -I can perform basic mathematical operations: addition (use '+' or 'plus'), multiplication (use '*' or 'times'), and division (use '/' or 'divide by'). For example: '5 plus 3' or '10 divide by 2' -I can analyze stock data using moving averages and calculate percentage changes. For example: 'calculate moving average of [10,20,30,40,50] over 3 periods' -================================================== - -Enter a math problem: get the altes stock data -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name StockAnalyst [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ StockAnalyst: I'm unable to retrieve stock data directly. However, if you have specific โ”‚ -โ”‚ numbers or data points related to Altes stock, I can help you perform calculations using โ”‚ -โ”‚ addition, multiplication, or division. Please provide the data you want to analyze! โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Results: -================================================== -System: : Your Name: StockAnalyst - - Your Description: Stock Analyst agent specializing in stock market analysis. For Calculator: use add, multiply, divide operations. For Stock Analyst: use moving averages and percentage change calculations. - - You are StockAnalyst, a math processing agent. You have access to these mathematical operations ONLY: addition, multiplication, and division. Only suggest calculations using these available tools. Do not attempt to solve problems requiring other operations like percentages, square roots, or advanced math. When users ask about capabilities, list only the basic operations you can perform. - - -Human:: get the altes stock data - - -StockAnalyst: I'm unable to retrieve stock data directly. However, if you have specific numbers or data points related to Altes stock, I can help you perform calculations using addition, multiplication, or division. Please provide the data you want to analyze! - - -================================================== - -Enter a math problem: add 2 nmimebts 3 and 4 -โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ Agent Name Calculator [Max Loops: 1 ] โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ -โ”‚ Calculator: It seems there was a typo in your request. If you want to add the numbers 3 โ”‚ -โ”‚ and 4, the calculation would be: โ”‚ -โ”‚ โ”‚ -โ”‚ 3 + 4 โ”‚ -โ”‚ โ”‚ -โ”‚ Would you like me to perform that calculation? โ”‚ -โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ - -Results: -================================================== -System: : Your Name: Calculator - - Your Description: Calculator agent specializing in mathematical calculations. For Calculator: use add, multiply, divide operations. For Stock Analyst: use moving averages and percentage change calculations. - - You are Calculator, a math processing agent. You have access to these mathematical operations ONLY: addition, multiplication, and division. Only suggest calculations using these available tools. Do not attempt to solve problems requiring other operations like percentages, square roots, or advanced math. When users ask about capabilities, list only the basic operations you can perform. - - -Human:: add 2 nmimebts 3 and 4 - - -Calculator: It seems there was a typo in your request. If you want to add the numbers 3 and 4, the calculation would be: - -3 + 4 - -Would you like me to perform that calculation? - - -================================================== - -Enter a math problem: \ No newline at end of file diff --git a/attached_assets/Pasted--What-Fast-MCP-is-today-and-why-your-code-keeps-breaking-What-you-tried-to-import-Wh-1745145425818.txt b/attached_assets/Pasted--What-Fast-MCP-is-today-and-why-your-code-keeps-breaking-What-you-tried-to-import-Wh-1745145425818.txt deleted file mode 100644 index 09b99c6b..00000000 --- a/attached_assets/Pasted--What-Fast-MCP-is-today-and-why-your-code-keeps-breaking-What-you-tried-to-import-Wh-1745145425818.txt +++ /dev/null @@ -1,105 +0,0 @@ -###ย What โ€œFastโ€‘MCPโ€ is todayย โ€“ and why your code keeps breaking - -| What you tried to import | Why it fails | What to do instead | -|---|---|---| -| `from fastmcp.servers โ€ฆ` / `fastmcp.client.sse` | **The layout you remember was removed.**
As ofย *FastMCPย โ‰ฅย 1.0* the project focuses **only on helping you *write servers***. All *clientโ€‘side* helpers (SSE transport, `FastClientSession`, etc.) were merged into the **official `mcp` Python SDK** and deleted from FastMCP. ๎ˆ€cite๎ˆ‚turn14view0๎ˆ | โ€ขย Keep using the **`mcp` SDK** for talking to servers (list tools, call tools).
โ€ขย Use **FastMCP only to *build* servers you want to expose to Claude/Swarms**. | -| `NotRequired` from `typing` on Pythonย โ‰คย 3.10 | `typing.NotRequired` is available only in 3.11+. | Import it from `typing_extensions`:
```python
from typing_extensions import NotRequired, TypedDict
``` | - ---- - -##ย 1ย ยทย Update your Swarms integration (client side) - -```diff -- from fastmcp.client.sse import sse_client -- from fastmcp import FastClientSession as ClientSession -+ from mcp import ClientSession # unchanged from old codebase -+ from mcp.client.sse import sse_client # still lives in `mcp` -``` - -Nothing else in your `MCPServer*` helper classes has to change โ€“ the wire protocol is the same. - -### Add the missing `mcp_servers` field to `Agent` - -```diff -class Agent: - def __init__(self, - ... -- tools_list_dictionary: Optional[List[Dict[str, Any]]] = None, -+ tools_list_dictionary: Optional[List[Dict[str, Any]]] = None, -+ mcp_servers: Optional[list[MCPServerSseParams]] = None, - *args, **kwargs): - ... - self.mcp_servers = mcp_servers or [] -``` - -and inside `handle_tool_init` gate tool execution with `if self.mcp_servers:` instead of accessing an attribute that did not exist. - ---- - -##ย 2ย ยทย Build (or reโ€‘use) servers with FastMCP - -FastMCP is perfect for *authoring* a server โ€“ e.g. a tiny calculator you can smokeโ€‘test against Swarms: - -```python -# calc_server.py -from fastmcp import FastMCP - -mcp = FastMCP("Calc") # the object name *must* be `mcp`, `app`, or `server` - -@mcp.tool() -def add(a: int, b: int) -> int: - """Add two numbers""" - return a + b -``` - -Run it locally: - -```bash -pip install fastmcp mcp # FastMCP 2.2.0 pulls the right deps -fastmcp dev calc_server.py # opens the GUI inspector -``` - -or keep it running for Swarms with - -```bash -fastmcp run calc_server.py -``` - ---- - -##ย 3ย ยทย Connect from Swarms (smokeโ€‘test) - -```python -from swarms import Agent -from swarms.tools.mcp_integration import MCPServerSseParams - -server_local = MCPServerSseParams( - url="http://127.0.0.1:6274", # the URL printed by `fastmcp run` - headers={"Content-Type": "application/json"}, -) - -agent = Agent( - agent_name = "Mathโ€‘Smokeโ€‘Tester", - system_prompt = "You call external MCP tools to do the math.", - mcp_servers = [server_local], # <-- now it exists - max_loops = 1, -) - -print(agent.run("Use the add tool to add 2 and 2")) -``` - -If the calculator server is reachable, Swarms will: - -1. Receive the LLMโ€™s functionโ€‘call JSON, -2. Pass it to `batch_mcp_flow`, -3. The MCP client will POST to `http://127.0.0.1:6274`, -4. Tool returns `4`, which your `Agent` prints. - ---- - -##ย 4ย ยทย Where to read the current docs - -* **FastMCP PyPI** โ€“ installation & quickโ€‘start ๎ˆ€cite๎ˆ‚turn14view0๎ˆ -* **Official MCP SDK** (client utilities) โ€“ - -Stick to this split and you can forget about missing modules or mismatched versions. \ No newline at end of file diff --git a/attached_assets/Pasted--What-happened-1-The-LLM-is-returning-a-streaming-wrapper-instead-of-text-Because--1745147257835.txt b/attached_assets/Pasted--What-happened-1-The-LLM-is-returning-a-streaming-wrapper-instead-of-text-Because--1745147257835.txt deleted file mode 100644 index b487efef..00000000 --- a/attached_assets/Pasted--What-happened-1-The-LLM-is-returning-a-streaming-wrapper-instead-of-text-Because--1745147257835.txt +++ /dev/null @@ -1,123 +0,0 @@ -### What happened? - -1. **The LLM is returning a streaming wrapper instead of text** - Because `streaming_on=True`, LiteLLM gives you a `CustomStreamWrapper` object. - Your helperย `parse_llm_output()` doesnโ€™t know how to turn that object into a string, so the - agent stores the wrapper itself. - -2. **`mcp_execution_flow()` received an empty string** - When the agent tried to forward the toolโ€‘call to your Fastโ€‘MCP server it called - `json.loads()`, which raised - *โ€œExpecting value: lineย 1 columnย 1 (charย 0)โ€*. - - That means the HTTP call to `http://0.0.0.0:8000/mcp` returned **no body** โ€“ - usually because the path is wrong or the server crashed. - ---- - -### Fastย MCP mockโ€‘server: correct URL - -`FastMCP.run(transport="sse", port=8000)` serves SSE on -`http://:8000/stream` **and** accepts JSONโ€‘RPC over POST on the root -`http://:8000/`. - -So point the client at the root (no `/mcp` suffix): - -```python -math_server = MCPServerSseParams( - url="http://0.0.0.0:8000", # <โ”€โ”€ just the origin - headers={"Content-Type": "application/json"}, - timeout=5.0, - sse_read_timeout=30.0, -) -``` - ---- - -### Stop streaming while you debug - -```python -math_agent = Agent( - agent_name="Math Agent", - agent_description="Specialized agent for mathematical computations", - system_prompt=MATH_AGENT_PROMPT, - max_loops=1, - mcp_servers=[math_server], - streaming_on=False, # <โ”€โ”€ turn off for now -) -``` - -(You can turn it back on when everything works and you extend -`parse_llm_output()` to unwrap streams.) - ---- - -### Make sure the LLM actually *produces* a tool call - -LLMs wonโ€™t invent a JSONโ€‘RPC envelope unless you ask them. -Add a very small system hint that mirrors the MCP schema, e.g. - -```python -TOOL_CALL_INSTRUCTION = """ -When you want to use a math tool, reply with a JSON object only: - -{"tool_name": "", "a": , "b": } -""" - -math_agent.short_memory.add(role="system", content=TOOL_CALL_INSTRUCTION) -``` - -Now โ€œ**addย 2ย andย 4**โ€ should yield - -```json -{"tool_name":"add","a":2,"b":4} -``` - -which your `mcp_execution_flow()` can forward. - ---- - -### Fix the emptyโ€‘body crash guard (optional) - -Inside `mcp_execution_flow()` (or `mcp_flow`) you can protect yourself: - -```python -resp = client.post(...) -if not resp.text: - raise RuntimeError("MCP server returned empty body") -``` - -That turns an unhelpful JSON decode error into a clear MCPโ€‘connection error. - ---- - -### Quick test commands - -```bash -# 1. Start mock server in one shell -python mock_math_server.py # โ€œStarting Mock Math Server on port 8000โ€ฆโ€ - -# 2. In another shell, make sure it answers -curl -X POST http://0.0.0.0:8000 \ - -H "Content-Type: application/json" \ - -d '{"tool_name":"add","a":2,"b":4}' -# โ†’ {"result":6} - -# 3. Run your client -python mcp_client.py -``` - -If you now type `add 2 and 4`, the agent should respondย **6** (with your -explanation string) instead of the streamโ€‘object dump. - ---- - -#### Next steps - -* Reโ€‘enable `streaming_on=True` and add handling of LiteLLMโ€™s stream wrapper in - `parse_llm_output()`. -* Return the math result to the user in natural language (e.g. โ€œ2ย +ย 4ย =ย 6โ€). -* Add error handling in the mock server (e.g. divideโ€‘byโ€‘zero already covered). - -That should give you a clean smokeโ€‘test of **Fastย MCP + Swarms Agent** without -the functionโ€‘calling โ€œcrazinessโ€. \ No newline at end of file diff --git a/attached_assets/Pasted--What-happened-The-Replit-auto-merge-put-two-very-different-things-in-one-file-1-F-1745053828112.txt b/attached_assets/Pasted--What-happened-The-Replit-auto-merge-put-two-very-different-things-in-one-file-1-F-1745053828112.txt deleted file mode 100644 index 9d9327fb..00000000 --- a/attached_assets/Pasted--What-happened-The-Replit-auto-merge-put-two-very-different-things-in-one-file-1-F-1745053828112.txt +++ /dev/null @@ -1,116 +0,0 @@ -### What happened? - -The Replit autoโ€‘merge put **two very different things in one file**: - -1. **FastMCP server code**ย (`addย /ย multiplyย /ย divide` tools) -2. **Client/Agent code** that is supposed to *call* those tools - -That hybrid script canโ€™t work correctly: - -* The moment `mcp.run()` starts the SSE server loop, the code **after it never executes**, so the `Agent` you created would never run. -* Even if it did, youโ€™d be pointing the client back to *itself* on the same portโ€”nothing useful. - ---- - -### Correct separation - -| File | Role | Runs in its own process | -|------|------|-------------------------| -| **`math_server.py`** | Hosts the tools (`@mcp.tool()`), listens onย :8000 | โœ… | -| **`math_agent.py`** | Swarmsย `Agent` that talks to that server | โœ… | - ---- - -#### 1ย .ย `math_server.py`ย โ€“ *serverโ€‘only* - -```python -# math_server.py -from fastmcp import FastMCP -import time - -mcp = FastMCP("Mathโ€‘Mockโ€‘Server") - -@mcp.tool() -def add(a: int, b: int) -> int: - time.sleep(0.1) - return a + b - -@mcp.tool() -def multiply(a: int, b: int) -> int: - time.sleep(0.1) - return a * b - -@mcp.tool() -def divide(a: int, b: int) -> float: - if b == 0: - raise ValueError("Cannot divide by zero") - time.sleep(0.1) - return a / b - -if __name__ == "__main__": - print("๐Ÿš€ Math MCP server on :8000") - mcp.run(transport="sse", host="0.0.0.0", port=8000) -``` - -(`server.py` never imports `Agent` or `MCPServerSseParams`.) - ---- - -#### 2ย .ย `math_agent.py`ย โ€“ *client/agentโ€‘only* - -```python -# math_agent.py -from swarms import Agent -from swarms.tools.mcp_integration import MCPServerSseParams - -MATH_SERVER = MCPServerSseParams( - url="http://127.0.0.1:8000", # no โ€œ/mcpโ€ path required - headers={"Content-Type": "application/json"}, -) - -agent = Agent( - agent_name="Math-Processing-Agent", - agent_description="Specialised agent for basic math ops", - system_prompt=( - "You can use the add, multiply and divide MCP tools " - "to answer any arithmetic question." - ), - max_loops=1, - mcp_servers=[MATH_SERVER], - model_name="gpt-4o-mini", - output_type="final", -) - -if __name__ == "__main__": - answer = agent.run("Use the add tool to add 2 and 2") - print("Agent replied โžœ", answer) -``` - ---- - -### How to run (locally or on Replit) - -```bash -# Terminalย 1 (or first Replit tab) -python math_server.py - -# Terminalย 2 (second tab) -python math_agent.py -``` - -Expected console: - -``` -๐Ÿš€ Math MCP server on :8000 -Agent replied โžœ 4 -``` - ---- - -### Key points to remember - -1. **Never start an Agent in the same process that is serving MCP**โ€”keep client and server separate. -2. `MCPServerSseParams.url` points to the **root** of the FastMCP server, not `/mcp`. -3. The Swarms baseย `Agent` already knows how to wrap the JSONโ€‘RPC call; you only supply `mcp_servers=[โ€ฆ]`. - -Follow that structure, and your managerโ€™s โ€œinitialize the agent like thisโ€ requirement is fully satisfied. \ No newline at end of file diff --git a/attached_assets/Pasted--Why-you-re-getting-the-ImportError-fastmcp-2-0-renamed-FastClientSession-Cl-1745142391066.txt b/attached_assets/Pasted--Why-you-re-getting-the-ImportError-fastmcp-2-0-renamed-FastClientSession-Cl-1745142391066.txt deleted file mode 100644 index 8c95135e..00000000 --- a/attached_assets/Pasted--Why-you-re-getting-the-ImportError-fastmcp-2-0-renamed-FastClientSession-Cl-1745142391066.txt +++ /dev/null @@ -1,105 +0,0 @@ -### Why youโ€™re getting the `ImportError` - -`fastmcp`ย โ‰ฅย โ€‹2.0 renamed **`FastClientSession`** โ†’ **`Client`** and moved it into the topโ€‘level package. -So - -```python -from fastmcp import FastClientSession # ๐Ÿšซ no longer exists -``` - -now raises the exact error you see. - ---- - -### Quick fix โ€‘ย patch the import - -Open **`swarms/tools/mcp_integration.py`** and replace the first import block: - -```python -# OLD -from fastmcp import FastClientSession as ClientSession -``` - -with - -```python -# NEW โ€“ works with fastmcp โ‰ฅย 2.0 -from fastmcp import Client as ClientSession -``` - -*(If you need to stay on fastmcpย 1.x, install the old version instead: -`pip install "fastmcp<2"` and keep your original import.)* - ---- - -### Minimal working smokeโ€‘test - -```python -# examples/mcp_example/mcp_client.py -import asyncio -from swarms import Agent -from swarms.prompts.agent_prompts import MATH_AGENT_PROMPT -from swarms.tools.mcp_integration import MCPServerSseParams - -# 1. describe the remote MCP server you want to hit -server = MCPServerSseParams( - url="http://localhost:6274", # or any public MCP SSE endpoint - headers={"Content-Type": "application/json"} -) - -# 2. create a Swarms agent and hand it the server list -math_agent = Agent( - agent_name="Mathโ€‘MCPโ€‘Tester", - system_prompt=MATH_AGENT_PROMPT, - max_loops=1, - mcp_servers=[server], # <โ€‘โ€‘ now recognised - output_type="final", -) - -# 3. run a call that should trigger the serverโ€™s โ€œaddโ€ tool -result = math_agent.run("Use the add tool to add 2 and 2") -print("๐ŸŸข RESULT:", result) -``` - ---- - -### Extra housekeeping - -1. **Expose `mcp_servers`** - In your current `Agent.__init__` the assignment line is commented out: - - ```python - # self.mcp_servers = mcp_servers # <- uncomment - ``` - - Make sure the attribute exists before it is accessed in `handle_tool_init()`. - -2. **Pythonย <ย 3.11 + `NotRequired`** - Keep - - ```python - from typing_extensions import NotRequired - ``` - (You already changed this โ€“ good.) - -3. **Install / upgrade fastmcp** - - ```bash - pip install -U fastmcp # latest 2.x - # or, for the old API: - # pip install "fastmcp<2" - ``` - ---- - -### What if you donโ€™t have your own server yet? - -Until you spin up the Browserbase example (or any other MCP server), you can test against the **FastMCP public demo**: - -```python -demo = MCPServerSseParams(url="https://demo.fastmcp.io/sse") -``` - -It exposes trivial arithmetic tools (`add`, `multiply`, โ€ฆ) that match the smokeโ€‘test above. - -Thatโ€™s all you need to get your Swarms agent talking to an existing MCP server without touching serverโ€‘side code. ๐Ÿš€ \ No newline at end of file diff --git a/attached_assets/Pasted--Why-you-re-seeing-name-batch-mcp-flow-is-not-defined-1-In-swarms-structs-agent-py-1745148537593.txt b/attached_assets/Pasted--Why-you-re-seeing-name-batch-mcp-flow-is-not-defined-1-In-swarms-structs-agent-py-1745148537593.txt deleted file mode 100644 index ccafcc92..00000000 --- a/attached_assets/Pasted--Why-you-re-seeing-name-batch-mcp-flow-is-not-defined-1-In-swarms-structs-agent-py-1745148537593.txt +++ /dev/null @@ -1,110 +0,0 @@ -### Why youโ€™re seeing **`name 'batch_mcp_flow' is not defined`** - -1. In **`swarms/structs/agent.py`** the method `mcp_execution_flow()` (or the block that calls MCP) still tries to invoke `batch_mcp_flow`. -2. At the very top of the file the import that *defines* that symbol was commented out when you switched toย fastโ€‘MCP: - -```python -# from swarms.tools.mcp_integration import ( -# MCPServerSseParams, -# batch_mcp_flow, # โ† you lost this -# mcp_flow_get_tool_schema, -# ) -``` - -3. When Python hits `batch_mcp_flow(โ€ฆ)` it isnโ€™t in the moduleโ€™s namespace, so the call blows up and your agent prints the MCPโ€‘error. - ---- - -## Twoโ€‘step fix - -> Below assumes your `swarms/tools/mcp_integration.py` already contains a working (sync) wrapper named `batch_mcp_flow` that *returns a string*, **not** a coroutine object. -> If you kept it **async**, see the โ€œIf your wrapper is still asyncโ€ note at the end. - ---- - -### 1ย ย ยทย Restore the import in **`agent.py`** - -Unโ€‘comment (or add) the line: - -```python -from swarms.tools.mcp_integration import batch_mcp_flow -``` - -Keep the `MCPServerSseParams` import too if you reference it elsewhere. - ---- - -### 2ย ย ยทย Make sure `batch_mcp_flow()` is **synchronous** - -Inside **`swarms/tools/mcp_integration.py`** do something like: - -```python -# โ”€โ”€ swarms/tools/mcp_integration.py โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ -import asyncio -# โ€ฆ other imports โ€ฆ - -async def _batch_mcp_flow_async( - params: list[MCPServerSseParams], - function_call: dict[str, Any], -) -> str: - # your existing async logic that talks to MCP - # and returns a JSONโ€‘serialisable string/str - ... - -def batch_mcp_flow( - params: list[MCPServerSseParams], - function_call: dict[str, Any], -) -> str: - """Blocking wrapper so callers don't have to await.""" - return asyncio.run( - _batch_mcp_flow_async(params, function_call) - ) -``` - -Now `agent.py` can call `batch_mcp_flow(...)` directly and -get **the toolโ€™s real answer**, not a coroutine object. - ---- - -### Quick checklist - -- [ ] Reโ€‘import `batch_mcp_flow` in `swarms/structs/agent.py`. -- [ ] Ensure `batch_mcp_flow()` (the public one) **returns a value**, not a coroutine. -- [ ] Remove or comment out the temporary warning prints you added earlier. - ---- - -### If your wrapper is still async - -You can alternatively **await** it inside `mcp_execution_flow`: - -```python -import asyncio - -def mcp_execution_flow(self, response: str) -> str: - try: - resp_dict = json.loads(response) - return asyncio.run( - batch_mcp_flow(self.mcp_servers, resp_dict) - ) - except Exception as e: - logger.error(f"MCP flow failed: {e}") - return f"[MCP-error] {e}" -``` - -Either approach works; the key is that the call you make inside the agent must not leave a bare coroutine object floating around. - -Once those two lines are fixed, run the client again: - -```bash -python examples/mcp_example/mcp_client.py -``` - -You should now see a clean answer: - -``` -Enter your query (or 'exit' to quit): add 3 and 33 -Math Agent Response: 36 -``` - -Happy calculating! \ No newline at end of file diff --git a/attached_assets/Pasted--Why-you-re-seeing-name-batch-mcp-flow-is-not-defined-1-In-swarms-structs-agent-py-1745148546644.txt b/attached_assets/Pasted--Why-you-re-seeing-name-batch-mcp-flow-is-not-defined-1-In-swarms-structs-agent-py-1745148546644.txt deleted file mode 100644 index ccafcc92..00000000 --- a/attached_assets/Pasted--Why-you-re-seeing-name-batch-mcp-flow-is-not-defined-1-In-swarms-structs-agent-py-1745148546644.txt +++ /dev/null @@ -1,110 +0,0 @@ -### Why youโ€™re seeing **`name 'batch_mcp_flow' is not defined`** - -1. In **`swarms/structs/agent.py`** the method `mcp_execution_flow()` (or the block that calls MCP) still tries to invoke `batch_mcp_flow`. -2. At the very top of the file the import that *defines* that symbol was commented out when you switched toย fastโ€‘MCP: - -```python -# from swarms.tools.mcp_integration import ( -# MCPServerSseParams, -# batch_mcp_flow, # โ† you lost this -# mcp_flow_get_tool_schema, -# ) -``` - -3. When Python hits `batch_mcp_flow(โ€ฆ)` it isnโ€™t in the moduleโ€™s namespace, so the call blows up and your agent prints the MCPโ€‘error. - ---- - -## Twoโ€‘step fix - -> Below assumes your `swarms/tools/mcp_integration.py` already contains a working (sync) wrapper named `batch_mcp_flow` that *returns a string*, **not** a coroutine object. -> If you kept it **async**, see the โ€œIf your wrapper is still asyncโ€ note at the end. - ---- - -### 1ย ย ยทย Restore the import in **`agent.py`** - -Unโ€‘comment (or add) the line: - -```python -from swarms.tools.mcp_integration import batch_mcp_flow -``` - -Keep the `MCPServerSseParams` import too if you reference it elsewhere. - ---- - -### 2ย ย ยทย Make sure `batch_mcp_flow()` is **synchronous** - -Inside **`swarms/tools/mcp_integration.py`** do something like: - -```python -# โ”€โ”€ swarms/tools/mcp_integration.py โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ -import asyncio -# โ€ฆ other imports โ€ฆ - -async def _batch_mcp_flow_async( - params: list[MCPServerSseParams], - function_call: dict[str, Any], -) -> str: - # your existing async logic that talks to MCP - # and returns a JSONโ€‘serialisable string/str - ... - -def batch_mcp_flow( - params: list[MCPServerSseParams], - function_call: dict[str, Any], -) -> str: - """Blocking wrapper so callers don't have to await.""" - return asyncio.run( - _batch_mcp_flow_async(params, function_call) - ) -``` - -Now `agent.py` can call `batch_mcp_flow(...)` directly and -get **the toolโ€™s real answer**, not a coroutine object. - ---- - -### Quick checklist - -- [ ] Reโ€‘import `batch_mcp_flow` in `swarms/structs/agent.py`. -- [ ] Ensure `batch_mcp_flow()` (the public one) **returns a value**, not a coroutine. -- [ ] Remove or comment out the temporary warning prints you added earlier. - ---- - -### If your wrapper is still async - -You can alternatively **await** it inside `mcp_execution_flow`: - -```python -import asyncio - -def mcp_execution_flow(self, response: str) -> str: - try: - resp_dict = json.loads(response) - return asyncio.run( - batch_mcp_flow(self.mcp_servers, resp_dict) - ) - except Exception as e: - logger.error(f"MCP flow failed: {e}") - return f"[MCP-error] {e}" -``` - -Either approach works; the key is that the call you make inside the agent must not leave a bare coroutine object floating around. - -Once those two lines are fixed, run the client again: - -```bash -python examples/mcp_example/mcp_client.py -``` - -You should now see a clean answer: - -``` -Enter your query (or 'exit' to quit): add 3 and 33 -Math Agent Response: 36 -``` - -Happy calculating! \ No newline at end of file diff --git a/attached_assets/Pasted-Below-is-a-surgical-diff-style-checklist-that-shows-exactly-what-you-have-to-change-and-what--1745137551734.txt b/attached_assets/Pasted-Below-is-a-surgical-diff-style-checklist-that-shows-exactly-what-you-have-to-change-and-what--1745137551734.txt deleted file mode 100644 index 21972ddb..00000000 --- a/attached_assets/Pasted-Below-is-a-surgical-diff-style-checklist-that-shows-exactly-what-you-have-to-change-and-what--1745137551734.txt +++ /dev/null @@ -1,189 +0,0 @@ -Below is a **surgical โ€œdiffโ€‘styleโ€ checklist** that shows exactly what you have to change (and what you can delete outright) to migrate your currentย `Agent`/`mcp_integration` pair from **JSONโ€‘functionโ€‘calling โ†’ FastMCP**. - -I kept it to the two files you pasted, so you can copyโ€‘paste or cherryโ€‘pick with your IDEโ€™s patch tool. - ---- - -## 0. New dependency - -```bash -pip install fastmcp # tiny async wrapper around mcp.ClientSession in โ€œfastโ€ mode -``` - ---- - -## 1. `swarms/tools/mcp_integration.py` - -### 1.1 Imports - -```diff --from mcp import ( -- ClientSession, -- StdioServerParameters, -- Tool as MCPTool, -- stdio_client, --) -+# fastmcp gives us a dropโ€‘in โ€œFastClientSessionโ€ that sets the right SSE headers -+from fastmcp import FastClientSession as ClientSession -+from fastmcp.servers import fast_sse_client as sse_client # replaces std one -``` - -*(Keep the rest of the imports asโ€‘is; they still compile.)* - -### 1.2 Replace the SSE transport factory - -FastMCP reโ€‘uses the same SSE wire format but forces `FAST_MCP_MODE=1` headers and keeps the connection hot. - -```diff -- def create_streams(self, ...) -> AbstractAsyncContextManager[...]: -- return sse_client( -- url=self.params["url"], -- headers=self.params.get("headers", None), -- timeout=self.params.get("timeout", 5), -- sse_read_timeout=self.params.get("sse_read_timeout", 60*5), -- ) -+ def create_streams(self, ...) -> AbstractAsyncContextManager[...]: -+ return sse_client( # NOTE: imported from fastmcp.servers above -+ url=self.params["url"], -+ headers=self.params.get("headers", None), -+ timeout=self.params.get("timeout", 5), -+ sse_read_timeout=self.params.get("sse_read_timeout", 60 * 5), -+ ) -``` - -### 1.3 Add **fast** helper for a single call (optional) - -```python -async def call_tool_fast(server: MCPServerSse, payload: dict[str, Any]): - """ - Convenience wrapper that opens โ†’ calls โ†’ closes in one shot. - """ - await server.connect() - result = await server.call_tool(payload) - await server.cleanup() - return result.model_dump() if hasattr(result, "model_dump") else result -``` - ---- - -## 2. `swarms/structs/agent.py` - -### 2.1 accept `mcp_servers` parameter (you commented it out) - -```diff -- tools_list_dictionary: Optional[List[Dict[str, Any]]] = None, -- # mcp_servers: List[MCPServerSseParams] = [], -+ tools_list_dictionary: Optional[List[Dict[str, Any]]] = None, -+ mcp_servers: Optional[List[Dict[str, Any]]] = None, # NEW -``` - -and save it: - -```diff - self.tools_list_dictionary = tools_list_dictionary -+# FastMCP -+self.mcp_servers = mcp_servers or [] -``` - -### 2.2 Drop `parse_and_execute_json` branch and replace with FastMCP - -Inside `_run()` where you currently have: - -```python -if self.tools is not None or hasattr(self, 'mcp_servers'): - ... -``` - -replace everything in that `if` block with: - -```diff --if self.tools is not None or hasattr(self, 'mcp_servers'): -- if self.tools: -- out = self.parse_and_execute_tools(response) -- if hasattr(self, 'mcp_servers') and self.mcp_servers: -- out = self.mcp_execution_flow(response) -- -- self.short_memory.add(role="Tool Executor", content=out) -- ... -+if self.mcp_servers: # ู€ ูู‚ุท FastMCP path -+ # Response from the model **will be** JSONRPC already. Convert str โ†’ dict -+ try: -+ fn_call = json.loads(response) if isinstance(response, str) else response -+ except Exception: -+ # Not a toolโ€‘call, skip. -+ fn_call = None -+ -+ if fn_call and isinstance(fn_call, dict): -+ # roundโ€‘robin โ€“ you can pick a smarter loadโ€‘balancer later -+ target = random.choice(self.mcp_servers) -+ out = mcp_flow(target, fn_call) # <- from mcp_integration.py -+ -+ self.short_memory.add(role="Tool", content=out) -+ agent_print(f"{self.agent_name} โ€“ tool result", out, loop_count, self.streaming_on) -+ -+ # Let the model reflect on the toolโ€™s answer -+ follow_up = self.llm.run(out) -+ self.short_memory.add(role=self.agent_name, content=follow_up) -``` - -### 2.3 Delete **parse_and_execute_tools** helper altogether -If nothing else in your codebase uses it, just remove the whole method to avoid dead weight. - -### 2.4 Optional: preload tool schemas into the model (good prompt hygiene) - -At the end of `init_handling()` add: - -```python -# Advertise remote tools to the model (tool descriptions feed) -if self.mcp_servers: - try: - first = self.mcp_servers[0] - schema_txt = any_to_str(mcp_flow_get_tool_schema(first)) - self.short_memory.add(role="system", content=f"REMOTE_TOOLS:\n{schema_txt}") - except Exception as e: - logger.warning(f"Could not fetch tool schema: {e}") -``` - ---- - -## 3. Quick smoke test - -```python -from swarms.structs.agent import Agent - -FLOWISE = {"url": "https://mcp.flowise.ai"} # no auth for public demo -bot = Agent( - agent_name="fastmcp-demo", - model_name="gpt-4o-mini", - streaming_on=True, - mcp_servers=[FLOWISE], # <- the only change you really need -) - -print( - bot("Use `serp.search` to fetch todayโ€™s ETH price and summarise in one sentence") -) -``` - -You should see: - -1. LLM emits a `call_tool` JSON. -2. Agent relays it to Flowise server via FastMCP. -3. Response streams back; LLM reasons on it; final answer printed. - ---- - -### What we just *removed* - -* `parse_and_execute_json` -* `tool_choice`, `function_calling_format_type`, etc. (theyโ€™re harmless but unused) -* Manual โ€œfunctionโ€‘callingโ€ retries. - -### What we just *added* - -* `fastmcp` dependency + a **single** SSE connection that stays alive for the whole agent run. - ---- - -Thatโ€™s it! -Apply the diff, run the smoke test, and youโ€™re on FastMCP. -If you bump into a specific traceback, paste it and weโ€™ll debug the next inch. Happy hacking ๐Ÿš€ \ No newline at end of file diff --git a/attached_assets/Pasted-Both-stack-traces-come-from-very-small-compatibility-issues-in-your-local-copy-of-the-library--1745142263567.txt b/attached_assets/Pasted-Both-stack-traces-come-from-very-small-compatibility-issues-in-your-local-copy-of-the-library--1745142263567.txt deleted file mode 100644 index 2c60427a..00000000 --- a/attached_assets/Pasted-Both-stack-traces-come-from-very-small-compatibility-issues-in-your-local-copy-of-the-library--1745142263567.txt +++ /dev/null @@ -1,100 +0,0 @@ -Both stackโ€‘traces come from very small compatibility issues in **your local copy** of the library. -Fixing them just needs two tiny edits. - ---- - -## 1ย ย `'Agent' object has no attribute 'mcp_servers'` - -`Agent.__init__()` used to take `mcp_servers`, but in your checkout that -parameter line is commented out: - -```python -# mcp_servers: List[MCPServerSseParams] = [], -``` - -Yet `handle_tool_init()` still refers to `self.mcp_servers`, so the -attribute is missing when the object is created. - -### Patch - -```diff -@@ class Agent: -- # mcp_servers: List[MCPServerSseParams] = [], -+ mcp_servers: Optional[list] = None, # list[MCPServerSseParams] - -@@ def __init__(...): -- self.tools_list_dictionary = tools_list_dictionary -- # self.mcp_servers = mcp_servers -+ self.tools_list_dictionary = tools_list_dictionary -+ self.mcp_servers = mcp_servers -``` - -> *Nothing else has to change; the `exists(self.mcp_servers)` check will now -> work, and you can pass `mcp_servers=[server_one]` from your smokeโ€‘test.* - ---- - -## 2ย ย `ImportError: cannot import name 'NotRequired' from typing` - -`typing.NotRequired` only exists in **Pythonย โ‰ฅย 3.11**. -On 3.10 you have to import it from **`typing_extensions`**. - -The top of `swarms/tools/mcp_integration.py` currently has: - -```python -from typing import Any, Dict, List, Optional, TypedDict, NotRequired -``` - -### Patch - -```diff --from typing import Any, Dict, List, Optional, TypedDict, NotRequired -+from typing import Any, Dict, List, Optional -+from typing_extensions import NotRequired, TypedDict -``` - -(There is already a `typing_extensions` import later, so you can simply reuse -it and remove `NotRequired` from the `typing` line.) - -> Make sure the wheel `typingโ€‘extensions` is installed: -> ```bash -> pip install -U typing_extensions -> ``` - ---- - -### After the fixes - -Your smokeโ€‘test script should run: - -```python -from swarms.tools.mcp_integration import MCPServerSseParams -from swarms.prompts.agent_prompts import MATH_AGENT_PROMPT -from swarms import Agent - -server_one = MCPServerSseParams( - url="http://127.0.0.1:6274", - headers={"Content-Type": "application/json"}, -) - -agent = Agent( - agent_name="Mathโ€‘Tester", - agent_description="Does arithmetic via MCP add tool", - system_prompt=MATH_AGENT_PROMPT, - max_loops=1, - mcp_servers=[server_one], - output_type="final", -) - -print(agent.run("Use the add tool to add 2 and 2")) -``` - ---- - -**Summary** - -* add the `mcp_servers` parameter back into `Agent.__init__` -* import `NotRequired` from `typing_extensions`, not `typing` - -After these two edits the โ€œattribute missingโ€ and โ€œImportErrorโ€ messages -disappear and the agent can reach the MCP server for your smokeโ€‘test. \ No newline at end of file diff --git a/attached_assets/Pasted-Here-s-why-the-latest-run-blew-up-and-what-to-change-so-the-Swarms-Agent-MCP-combo-finally-wor-1745145572190.txt b/attached_assets/Pasted-Here-s-why-the-latest-run-blew-up-and-what-to-change-so-the-Swarms-Agent-MCP-combo-finally-wor-1745145572190.txt deleted file mode 100644 index d8ea12c2..00000000 --- a/attached_assets/Pasted-Here-s-why-the-latest-run-blew-up-and-what-to-change-so-the-Swarms-Agent-MCP-combo-finally-wor-1745145572190.txt +++ /dev/null @@ -1,107 +0,0 @@ -Hereโ€™s why the latest run blew up and what to change so the **Swarmsย Agentย +ย MCP** combo finally works: - ---- - -### 1ย ย Fix the import thatโ€™s blowing up - -`mcp` exposes **ClientSession**, not **Client**. -Change the topโ€‘ofโ€‘file imports in **swarms/tools/mcp_integration.py** - -```diff -- from mcp import Client as ClientSession -- from fastmcp.client.sse import sse_client # (this package doesnโ€™t exist) -+ from mcp import ClientSession # core SDK class -+ from mcp.client.sse import sse_client # SSE transport helper -``` - -(See MCP quickโ€‘start that shows `from mcp import ClientSession`โ€…๎ˆ€cite๎ˆ‚turn3search8๎ˆ) - ---- - -### 2ย ย Use `typing_extensions.NotRequired` on Pythonย โ‰คย 3.10 - -Pythonย 3.11 added `typing.NotRequired`; on 3.10 you must pull it from -`typing_extensions`: - -```python -from typing_extensions import NotRequired, TypedDict -``` - -You already have that line โ€“ keep it. - ---- - -### 3ย ย Let your `Agent` actually hold the server list - -The attributeโ€‘error you saw (`'Agent' object has no attribute 'mcp_servers'`) -happens because the constructor parameter was commented out. - -Add the param and stash it: - -```diff --class Agent: -- def __init__(self, -+class Agent: -+ def __init__(self, - ... -- # mcp_servers: List[MCPServerSseParams] = [], -+ mcp_servers: Optional[list[MCPServerSseParams]] = None, - *args, **kwargs): - ... -- # self.mcp_servers = mcp_servers -+ self.mcp_servers = mcp_servers or [] -``` - -Now `handle_tool_init()` can safely look at `self.mcp_servers`. - ---- - -### 4ย ย Example โ€œsmoke testโ€ with the Browserbase MCP server - -```python -# examples/mcp_example/mcp_client.py -from swarms.structs.agent import Agent -from swarms.prompts.agent_prompts import MATH_AGENT_PROMPT -from swarms.tools.mcp_integration import MCPServerSseParams - -browserbase = MCPServerSseParams( - url="http://127.0.0.1:6274", # running Browserbase MCP server - headers={"Content-Type": "application/json"}, -) - -math_bot = Agent( - agent_name="Mathโ€‘MCPโ€‘Bot", - agent_description="Performs arithmetic via MCP tools", - system_prompt=MATH_AGENT_PROMPT, - max_loops=1, - mcp_servers=[browserbase], # <-- now recognised - output_type="final", -) - -print(math_bot.run("Use the add tool to add 2 and 2")) -``` - -Make sure youโ€™ve installed the SDK: - -```bash -pip install "mcp>=0.3.0" typing_extensions -``` - -and that the Browserbase server from the README snippet is running (or any -other MCP SSE server). - ---- - -### 5ย ย What to do *if* you really want โ€œfastmcpโ€ - -There isnโ€™t a published `fastmcp` Python package today (hence the -`ModuleNotFoundError`). Stick with the official `mcp` SDK until/if the -fastโ€‘variant is released. When it lands the only changes youโ€™d make are the -two import lines in **mcp_integration.py**; the rest of the Swarms integration -stays identical. - ---- - -Apply those three code edits, reinstall dependencies, and your smoke test -should run without import errors. If you hit the next snag, drop the new -traceback and weโ€™ll keep tightening the bolts. \ No newline at end of file diff --git a/attached_assets/Pasted-The-log-tells-us-two-separate-things-are-still-wrong-Symptom-Root-cause-1-line-fix--1745147451946.txt b/attached_assets/Pasted-The-log-tells-us-two-separate-things-are-still-wrong-Symptom-Root-cause-1-line-fix--1745147451946.txt deleted file mode 100644 index cfe48bd8..00000000 --- a/attached_assets/Pasted-The-log-tells-us-two-separate-things-are-still-wrong-Symptom-Root-cause-1-line-fix--1745147451946.txt +++ /dev/null @@ -1,92 +0,0 @@ -The log tells us twoย separate things are still wrong: - -| Symptom | Root cause | 1โ€‘line fix | -|---------|------------|------------| -| `RuntimeWarning: coroutine 'batch_mcp_flow' was never awaited` | `batch_mcp_flow()` is **async**, but you call it like a plain function. | `out = await batch_mcp_flow(...)` *or* wrap the call in `asyncio.run(โ€ฆ)` if you want to stay sync. | -| `[MCPโ€‘error] Expecting value: line 1 column 1 (char 0)` | The Fastโ€‘MCP mock server replied, but your client tried to `json.loads()` an **empty body** (usually means the HTTP endpoint or headers are wrong). | Point the URL at the server **root** (`http://0.0.0.0:8000`) and send plain JSONโ€‘RPC. | - -Below is a minimal patch that removes both errors without touching the rest of your codeโ€‘base. - ---- - -## 1ย ๏ธโƒฃย โ€”ย make `mcp_execution_flow()` await the coroutine - -```python -# โ”€โ”€ swarms/structs/agent.py โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ - -import asyncio # add this at the top if itโ€™s not there - -# โ€ฆ - -def mcp_execution_flow(self, payload: dict): - """ - Forward the toolโ€‘call dict to every MCP server in self.mcp_servers. - Returns the first nonโ€‘error response as a string. - """ - try: - # batch_mcp_flow is async โžœ run it synchronously - result = asyncio.run( - batch_mcp_flow(self.mcp_servers, payload) - ) - return any_to_str(result) - except Exception as err: - logger.error(f"MCP flow failed: {err}") - return f"[MCP-error] {err}" -``` - -*(If you prefer your whole agent to stay async, just make -`mcp_execution_flow` itself `async def` and `await batch_mcp_flow` โ€” -then call it with `await` from the `_run` loop.)* - ---- - -## 2ย ๏ธโƒฃย โ€”ย use the correct Fastโ€‘MCP endpoint - -In the client that spins up the **math agent**: - -```python -math_server = MCPServerSseParams( - url="http://0.0.0.0:8000", # โ† root! no โ€œ/mcpโ€ - headers={"Content-Type": "application/json"}, - timeout=5.0, - sse_read_timeout=30.0, -) -``` - -โš ๏ธย Fastโ€‘MCPโ€™s `run(transport="sse", port=8000)` already exposes both -the SSE stream and the JSONโ€‘RPC POST endpoint on that root URL. -Adding `/mcp` makes the request hit a 404, so the body is empty โ€” thatโ€™s -exactly what the JSON decoder complained about. - ---- - -## 3ย ๏ธโƒฃย โ€”ย (optional) turn streaming off until everything works - -```python -math_agent = Agent( - # โ€ฆ - streaming_on=False # โ† easier to debug; turn back on later -) -``` - -With streaming disabled, `LiteLLM` returns plain strings, so your -`parse_llm_output()` method wonโ€™t be handed a -`CustomStreamWrapper` object any more. - ---- - -### Quick test matrix - -| Action | Expected result | -|--------|-----------------| -| `curl -X POST http://0.0.0.0:8000 -d '{"tool_name":"add","a":2,"b":3}' -H 'Content-Type: application/json'` | `{"result":5}` | -| Run `mock_math_server.py` | โ€œStarting Mock Math Server on portย 8000โ€ฆโ€ | -| Run `mcp_client.py`, type `add 2 and 3` | Agent replies something like โ€œ2ย +ย 3ย =ย 5โ€. No coroutine warning. | - -As soon as the roundโ€‘trip works once, you can: - -* reโ€‘enable `streaming_on=True` and teach `parse_llm_output()` to turn a - `CustomStreamWrapper` into text (`"".join(token.choices[0].delta.content for token in wrapper)`); -* point the agent at your real MCP servers instead of the mock one. - -Happy hacking! \ No newline at end of file diff --git a/attached_assets/Pasted-The-root-of-that-unhandled-errors-in-a-TaskGroup-1-sub-exception-is-simply-that-your-client-s-M-1745170772061.txt b/attached_assets/Pasted-The-root-of-that-unhandled-errors-in-a-TaskGroup-1-sub-exception-is-simply-that-your-client-s-M-1745170772061.txt deleted file mode 100644 index f69de41a..00000000 --- a/attached_assets/Pasted-The-root-of-that-unhandled-errors-in-a-TaskGroup-1-sub-exception-is-simply-that-your-client-s-M-1745170772061.txt +++ /dev/null @@ -1,100 +0,0 @@ -The root of that โ€œunhandled errors in a TaskGroup (1 subโ€‘exception)โ€ is simply that your clientโ€™s `MCPServerSse.connect()` is failing under the hood (most likely a connection/refused or pathโ€notโ€found error) and AnyIO is wrapping it in a TaskGroup exception. You donโ€™t see the real cause because it gets hidden by AnyIOโ€™s TaskGroup. Hereโ€™s how to unmask it and fix it: - ---- - -## 1. Diagnose the real error -Wrap the connect call and print the underlying exception: - -```python -async def _test_connect(): - server = MCPServerSse(get_server_params()) - try: - await server.connect() - await server.cleanup() - return True - except Exception as e: - # Print the actual cause - import traceback; traceback.print_exc() - return False - -print(asyncio.run(_test_connect())) -``` - -Youโ€™ll probably see a **connection refused** or **404 on /sse** in the stack trace. - ---- - -## 2. Ensure client and server agree on your SSE endpoint -By default FastMCP serves its SSE stream at `/sse` and messages on `/messages`. If you only pass `url="http://127.0.0.1:8000"` the client will try whatever its default path is (often `/events` or `/stream`). You need to be explicit: - -```python -from swarms.tools.mcp_integration import MCPServerSseParams - -def get_server_params(): - return MCPServerSseParams( - url="http://127.0.0.1:8000", - sse_path="/sse", # <โ€” tell it exactly where the SSE lives - messages_path="/messages", # <โ€” if your server uses /messages for POSTs - headers={ - "Content-Type": "application/json", - "Accept": "text/event-stream", - }, - timeout=15.0, - sse_read_timeout=60.0, - require_session_id=False, # match your serverโ€™s require_session_id - ) -``` - ---- - -## 3. Donโ€™t manually call `MCPServerSse` unless you need to -Your `test_server_connection()` can more reliably just do a raw HTTP(S) healthโ€‘check: - -```python -def test_server_connection(): - health_url = get_server_params().url + get_server_params().sse_path - try: - r = httpx.get(health_url, - headers={"Accept":"text/event-stream"}, - timeout=5.0) - if r.status_code == 200: - logger.info("โœ… SSE endpoint is up") - return True - else: - logger.error(f"โŒ Unexpected status {r.status_code}") - return False - except Exception as e: - logger.error(f"โŒ Connection to SSE endpoint failed: {e}") - return False -``` - -That way you see immediately if the server is refusing connections or returning 404. - ---- - -## 4. Align your Agent configuration -Once youโ€™ve verified the raw GET to `http://127.0.0.1:8000/sse` is 200, your Agent should work with exactly the same params: - -```python -math_agent = Agent( - agent_name="Math Assistant", - agent_description="Friendly math calculator", - system_prompt=MATH_AGENT_PROMPT, - max_loops=1, - model_name="gpt-3.5-turbo", - verbose=True, - mcp_servers=[ get_server_params() ] -) -``` - -Now when you do `math_agent.run("add 3 and 4")`, the SSE handshake will succeed and youโ€™ll no longer see that TaskGroup error. - ---- - -### TL;DR -1. **Print the real exception** behind the TaskGroup to see โ€œconnection refusedโ€ or โ€œ404.โ€ -2. **Explicitly set** `sse_path="/sse"` (and `messages_path`) in `MCPServerSseParams`. -3. **Healthโ€‘check** with a simple `httpx.get("โ€ฆ/sse")` instead of `server.connect()`. -4. Pass those same params straight into your `Agent`. - -Once your client is pointing at the exact SSE URL your FastMCP server is serving, the Agent will connect cleanly and youโ€™ll be back to doing math instead of wrestling TaskGroup errors. \ No newline at end of file diff --git a/attached_assets/Pasted-Traceback-most-recent-call-last-File-home-runner-workspace-examples-mcp-example-mcp-client-py-1745147871575.txt b/attached_assets/Pasted-Traceback-most-recent-call-last-File-home-runner-workspace-examples-mcp-example-mcp-client-py-1745147871575.txt deleted file mode 100644 index dfae3086..00000000 --- a/attached_assets/Pasted-Traceback-most-recent-call-last-File-home-runner-workspace-examples-mcp-example-mcp-client-py-1745147871575.txt +++ /dev/null @@ -1,47 +0,0 @@ -Traceback (most recent call last): - File "/home/runner/workspace/examples/mcp_example/mcp_client.py", line 1, in - from swarms import Agent - File "/home/runner/workspace/swarms/__init__.py", line 9, in - from swarms.agents import * # noqa: E402, F403 - File "/home/runner/workspace/swarms/agents/__init__.py", line 1, in - from swarms.agents.agent_judge import AgentJudge - File "/home/runner/workspace/swarms/agents/agent_judge.py", line 4, in - from swarms.structs.agent import Agent - File "/home/runner/workspace/swarms/structs/__init__.py", line 1, in - from swarms.structs.agent import Agent - File "/home/runner/workspace/swarms/structs/agent.py", line 1870 - logger.info(f"Adding response filter: {filter_word}") -IndentationError: unexpected indent -`IndentationError: unexpected indent` means Python found a line that is indented farther than the block it lives in. -Inย `agent.py` the culprit is inside **`add_response_filter`** (around lineย 1870). -Just move the `logger.info(โ€ฆ)` line two spaces to the **left** (so it lines up with the first statement in the function) and, while youโ€™re there, fix the small typo in the attribute name. - -```python -# โ”€โ”€ swarms/structs/agent.py โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ - # Response Filtering - def add_response_filter(self, filter_word: str) -> None: - """ - Add a response filter to filter out certain words from the response. - """ - logger.info(f"Adding response filter: {filter_word}") - # attribute is self.response_filters (an "s"), not self.reponse_filters - self.response_filters.append(filter_word) -``` - -Full diffโ€‘style patchย ย (*only the three changed lines shown*): -```diff -@@ -- logger.info(f"Adding response filter: {filter_word}") -- self.reponse_filters.append(filter_word) -+ logger.info(f"Adding response filter: {filter_word}") -+ self.response_filters.append(filter_word) -``` - -After you save the file: - -```bash -black swarms/structs/agent.py # optional but keeps everything wellโ€‘indented -python -m py_compile swarms/structs/agent.py -``` - -Compilation should pass and the `mcp_client.py` script will start without the indentation error. \ No newline at end of file diff --git a/attached_assets/Pasted-You-ve-fixed-the-RuntimeWarning-by-wrapping-the-coroutine-but-now-the-call-never-actually-reaches-1745149021528.txt b/attached_assets/Pasted-You-ve-fixed-the-RuntimeWarning-by-wrapping-the-coroutine-but-now-the-call-never-actually-reaches-1745149021528.txt deleted file mode 100644 index 9f516a4b..00000000 --- a/attached_assets/Pasted-You-ve-fixed-the-RuntimeWarning-by-wrapping-the-coroutine-but-now-the-call-never-actually-reaches-1745149021528.txt +++ /dev/null @@ -1,114 +0,0 @@ -Youโ€™ve fixed theย *RuntimeWarning* by wrapping the coroutine, but now the call never actually reaches the mock server. -Two things are still wrong: - -| symptom | real cause | -|---------|------------| -| **`__aenter__`** error from `process_param` | `MCPServerSse` *is* an asyncโ€‘contextโ€‘manager; you must use **`async with`** (or call its `connect/cleanup` explicitly). | -| **โ€œNo result returned from MCP serverโ€** | we never awaited `call_tool`, so the request was never sent; the wrapper returnedย `None`. | - -Below is a minimal, fullyโ€‘working patch set. -Apply it and the *Mathโ€‘Mockโ€‘Server* will answer correctly (e.g.ย `add 4 and 19834 โ†’ 19838`). - ---- - -## 1ย โ–ชย `tools/mcp_integration.py` - -```python -# keep the import you already added -import asyncio - -# โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ -# 1. async helper that really talks to one MCP server -async def _call_one_server(param: MCPServerSseParams, - payload: dict[str, any]) -> str: - async with MCPServerSse(param, cache_tools_list=True) as srv: - # โ†“ย fastโ€‘mcp returns a pydantic model; make it jsonโ€‘serialisable - res = await srv.call_tool(payload) - try: - return res.model_dump() # fastโ€‘mcp โ‰ฅ0.2 - except AttributeError: - return res # plain dict / str - -# 2. public sync wrapper โ€“ what the Agent imports & uses -def batch_mcp_flow(params: list[MCPServerSseParams], - payload: dict[str, any]) -> list[str]: - """Blocking helper โ€“ fanโ€‘out to every MCP server given in *params*.""" - return asyncio.run(_batch(params, payload)) - - -# 3. little async fanโ€‘out -async def _batch(params: list[MCPServerSseParams], - payload: dict[str, any]) -> list[str]: - coros = [_call_one_server(p, payload) for p in params] - return await asyncio.gather(*coros) -``` - ---- - -## 2ย โ–ชย `structs/agent.py` - -Replace **only** the `mcp_execution_flow` method with the synchronous -wrapper that now returns the real value (note: `payload` is a *string* here): - -```python - # inside class Agent - def mcp_execution_flow(self, response: str) -> str: - """ - Forward the JSON toolโ€‘call coming from the LLM to all MCP servers - listed in self.mcp_servers. - """ - try: - payload = json.loads(response) # {"tool_name": โ€ฆ} - results = batch_mcp_flow(self.mcp_servers, payload) - # `batch_mcp_flow` already blocks, so results is a list[str] - return any_to_str(results[0] if len(results) == 1 else results) - except Exception as err: - logger.error(f"MCP flow failed: {err}") - return f"[MCP-error] {err}" -``` - -*(you may keep the rest of your big `Agent` class unchanged)* - ---- - -## 3ย โ–ชย clientโ€‘side tiny polish - -When you start the mock server you exposed SSE at `http://0.0.0.0:8000`. -Thatโ€™s fine โ€“ the fastโ€‘mcp helper discovers the SSE endpoint automatically, -so the URL in `MCPServerSseParams` is correct. - ---- - -## 4ย โ–ชย Quick smokeโ€‘test - -1. **Start the mock server** (in one shell): - - ```bash - python math_mock_server.py # prints โ€œStarting Mock Math Serverโ€ฆโ€ - ``` - -2. **Run the client** (your `mcp_client.py`) in another shell: - - ``` - Enter your query (or 'exit' to quit): add 4 and 19834 - Math Agent Response: 19838 - ``` - -No warning, no `[MCPโ€‘error]`, and you get the right answer. - ---- - -### Why this works - -* `async with MCPServerSse(...) as srv:` guarantees `connect()` and `cleanup()` are - called and awaited. -* `await srv.call_tool(payload)` actually sends the JSONโ€‘RPC request. -* `asyncio.run()` in the wrapper lets the rest of your Agent stay 100ย % synchronous. -* Any exception bubbles up, gets logged, and your Agent sees - `[MCPโ€‘error] โ€ฆ` instead of mysterious `None`. - -You can now add more servers to `self.mcp_servers` โ€“ theyโ€™ll all be invoked in -parallel, and the first element of the returned list will always hold the -result from the first server (adapt as needed). - -Happy calculating! \ No newline at end of file diff --git a/attached_assets/Pasted-You-ve-fixed-the-RuntimeWarning-by-wrapping-the-coroutine-but-now-the-call-never-actually-reaches-1745149396816.txt b/attached_assets/Pasted-You-ve-fixed-the-RuntimeWarning-by-wrapping-the-coroutine-but-now-the-call-never-actually-reaches-1745149396816.txt deleted file mode 100644 index 9f516a4b..00000000 --- a/attached_assets/Pasted-You-ve-fixed-the-RuntimeWarning-by-wrapping-the-coroutine-but-now-the-call-never-actually-reaches-1745149396816.txt +++ /dev/null @@ -1,114 +0,0 @@ -Youโ€™ve fixed theย *RuntimeWarning* by wrapping the coroutine, but now the call never actually reaches the mock server. -Two things are still wrong: - -| symptom | real cause | -|---------|------------| -| **`__aenter__`** error from `process_param` | `MCPServerSse` *is* an asyncโ€‘contextโ€‘manager; you must use **`async with`** (or call its `connect/cleanup` explicitly). | -| **โ€œNo result returned from MCP serverโ€** | we never awaited `call_tool`, so the request was never sent; the wrapper returnedย `None`. | - -Below is a minimal, fullyโ€‘working patch set. -Apply it and the *Mathโ€‘Mockโ€‘Server* will answer correctly (e.g.ย `add 4 and 19834 โ†’ 19838`). - ---- - -## 1ย โ–ชย `tools/mcp_integration.py` - -```python -# keep the import you already added -import asyncio - -# โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ -# 1. async helper that really talks to one MCP server -async def _call_one_server(param: MCPServerSseParams, - payload: dict[str, any]) -> str: - async with MCPServerSse(param, cache_tools_list=True) as srv: - # โ†“ย fastโ€‘mcp returns a pydantic model; make it jsonโ€‘serialisable - res = await srv.call_tool(payload) - try: - return res.model_dump() # fastโ€‘mcp โ‰ฅ0.2 - except AttributeError: - return res # plain dict / str - -# 2. public sync wrapper โ€“ what the Agent imports & uses -def batch_mcp_flow(params: list[MCPServerSseParams], - payload: dict[str, any]) -> list[str]: - """Blocking helper โ€“ fanโ€‘out to every MCP server given in *params*.""" - return asyncio.run(_batch(params, payload)) - - -# 3. little async fanโ€‘out -async def _batch(params: list[MCPServerSseParams], - payload: dict[str, any]) -> list[str]: - coros = [_call_one_server(p, payload) for p in params] - return await asyncio.gather(*coros) -``` - ---- - -## 2ย โ–ชย `structs/agent.py` - -Replace **only** the `mcp_execution_flow` method with the synchronous -wrapper that now returns the real value (note: `payload` is a *string* here): - -```python - # inside class Agent - def mcp_execution_flow(self, response: str) -> str: - """ - Forward the JSON toolโ€‘call coming from the LLM to all MCP servers - listed in self.mcp_servers. - """ - try: - payload = json.loads(response) # {"tool_name": โ€ฆ} - results = batch_mcp_flow(self.mcp_servers, payload) - # `batch_mcp_flow` already blocks, so results is a list[str] - return any_to_str(results[0] if len(results) == 1 else results) - except Exception as err: - logger.error(f"MCP flow failed: {err}") - return f"[MCP-error] {err}" -``` - -*(you may keep the rest of your big `Agent` class unchanged)* - ---- - -## 3ย โ–ชย clientโ€‘side tiny polish - -When you start the mock server you exposed SSE at `http://0.0.0.0:8000`. -Thatโ€™s fine โ€“ the fastโ€‘mcp helper discovers the SSE endpoint automatically, -so the URL in `MCPServerSseParams` is correct. - ---- - -## 4ย โ–ชย Quick smokeโ€‘test - -1. **Start the mock server** (in one shell): - - ```bash - python math_mock_server.py # prints โ€œStarting Mock Math Serverโ€ฆโ€ - ``` - -2. **Run the client** (your `mcp_client.py`) in another shell: - - ``` - Enter your query (or 'exit' to quit): add 4 and 19834 - Math Agent Response: 19838 - ``` - -No warning, no `[MCPโ€‘error]`, and you get the right answer. - ---- - -### Why this works - -* `async with MCPServerSse(...) as srv:` guarantees `connect()` and `cleanup()` are - called and awaited. -* `await srv.call_tool(payload)` actually sends the JSONโ€‘RPC request. -* `asyncio.run()` in the wrapper lets the rest of your Agent stay 100ย % synchronous. -* Any exception bubbles up, gets logged, and your Agent sees - `[MCPโ€‘error] โ€ฆ` instead of mysterious `None`. - -You can now add more servers to `self.mcp_servers` โ€“ theyโ€™ll all be invoked in -parallel, and the first element of the returned list will always hold the -result from the first server (adapt as needed). - -Happy calculating! \ No newline at end of file diff --git a/attached_assets/Pasted-You-ve-fixed-the-RuntimeWarning-by-wrapping-the-coroutine-but-now-the-call-never-actually-reaches-1745149406859.txt b/attached_assets/Pasted-You-ve-fixed-the-RuntimeWarning-by-wrapping-the-coroutine-but-now-the-call-never-actually-reaches-1745149406859.txt deleted file mode 100644 index 9f516a4b..00000000 --- a/attached_assets/Pasted-You-ve-fixed-the-RuntimeWarning-by-wrapping-the-coroutine-but-now-the-call-never-actually-reaches-1745149406859.txt +++ /dev/null @@ -1,114 +0,0 @@ -Youโ€™ve fixed theย *RuntimeWarning* by wrapping the coroutine, but now the call never actually reaches the mock server. -Two things are still wrong: - -| symptom | real cause | -|---------|------------| -| **`__aenter__`** error from `process_param` | `MCPServerSse` *is* an asyncโ€‘contextโ€‘manager; you must use **`async with`** (or call its `connect/cleanup` explicitly). | -| **โ€œNo result returned from MCP serverโ€** | we never awaited `call_tool`, so the request was never sent; the wrapper returnedย `None`. | - -Below is a minimal, fullyโ€‘working patch set. -Apply it and the *Mathโ€‘Mockโ€‘Server* will answer correctly (e.g.ย `add 4 and 19834 โ†’ 19838`). - ---- - -## 1ย โ–ชย `tools/mcp_integration.py` - -```python -# keep the import you already added -import asyncio - -# โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ -# 1. async helper that really talks to one MCP server -async def _call_one_server(param: MCPServerSseParams, - payload: dict[str, any]) -> str: - async with MCPServerSse(param, cache_tools_list=True) as srv: - # โ†“ย fastโ€‘mcp returns a pydantic model; make it jsonโ€‘serialisable - res = await srv.call_tool(payload) - try: - return res.model_dump() # fastโ€‘mcp โ‰ฅ0.2 - except AttributeError: - return res # plain dict / str - -# 2. public sync wrapper โ€“ what the Agent imports & uses -def batch_mcp_flow(params: list[MCPServerSseParams], - payload: dict[str, any]) -> list[str]: - """Blocking helper โ€“ fanโ€‘out to every MCP server given in *params*.""" - return asyncio.run(_batch(params, payload)) - - -# 3. little async fanโ€‘out -async def _batch(params: list[MCPServerSseParams], - payload: dict[str, any]) -> list[str]: - coros = [_call_one_server(p, payload) for p in params] - return await asyncio.gather(*coros) -``` - ---- - -## 2ย โ–ชย `structs/agent.py` - -Replace **only** the `mcp_execution_flow` method with the synchronous -wrapper that now returns the real value (note: `payload` is a *string* here): - -```python - # inside class Agent - def mcp_execution_flow(self, response: str) -> str: - """ - Forward the JSON toolโ€‘call coming from the LLM to all MCP servers - listed in self.mcp_servers. - """ - try: - payload = json.loads(response) # {"tool_name": โ€ฆ} - results = batch_mcp_flow(self.mcp_servers, payload) - # `batch_mcp_flow` already blocks, so results is a list[str] - return any_to_str(results[0] if len(results) == 1 else results) - except Exception as err: - logger.error(f"MCP flow failed: {err}") - return f"[MCP-error] {err}" -``` - -*(you may keep the rest of your big `Agent` class unchanged)* - ---- - -## 3ย โ–ชย clientโ€‘side tiny polish - -When you start the mock server you exposed SSE at `http://0.0.0.0:8000`. -Thatโ€™s fine โ€“ the fastโ€‘mcp helper discovers the SSE endpoint automatically, -so the URL in `MCPServerSseParams` is correct. - ---- - -## 4ย โ–ชย Quick smokeโ€‘test - -1. **Start the mock server** (in one shell): - - ```bash - python math_mock_server.py # prints โ€œStarting Mock Math Serverโ€ฆโ€ - ``` - -2. **Run the client** (your `mcp_client.py`) in another shell: - - ``` - Enter your query (or 'exit' to quit): add 4 and 19834 - Math Agent Response: 19838 - ``` - -No warning, no `[MCPโ€‘error]`, and you get the right answer. - ---- - -### Why this works - -* `async with MCPServerSse(...) as srv:` guarantees `connect()` and `cleanup()` are - called and awaited. -* `await srv.call_tool(payload)` actually sends the JSONโ€‘RPC request. -* `asyncio.run()` in the wrapper lets the rest of your Agent stay 100ย % synchronous. -* Any exception bubbles up, gets logged, and your Agent sees - `[MCPโ€‘error] โ€ฆ` instead of mysterious `None`. - -You can now add more servers to `self.mcp_servers` โ€“ theyโ€™ll all be invoked in -parallel, and the first element of the returned list will always hold the -result from the first server (adapt as needed). - -Happy calculating! \ No newline at end of file diff --git a/attached_assets/Pasted-Your-mock-Math-MCP-server-is-running-fine-the-errors-are-coming-from-the-Swarms-Agent-side--1745145946200.txt b/attached_assets/Pasted-Your-mock-Math-MCP-server-is-running-fine-the-errors-are-coming-from-the-Swarms-Agent-side--1745145946200.txt deleted file mode 100644 index ff765591..00000000 --- a/attached_assets/Pasted-Your-mock-Math-MCP-server-is-running-fine-the-errors-are-coming-from-the-Swarms-Agent-side--1745145946200.txt +++ /dev/null @@ -1,123 +0,0 @@ -Your mock Math MCP server is running fineย โ€”ย the errors are coming from the -**Swarms Agent** side: - -1. **`mcp_execution_flow` is missing** -2. The agent reports **`CustomStreamWrapper โ€ฆ`** instead of the modelโ€™s text - because `streaming_on=True` but the helper that โ€œunwrapsโ€ the stream is not - in place yet. - -Below is the minimal patch set that makes the smoke test work today. -Apply the three diffs, reinstall, and reโ€‘runย `examples/mcp_example/mcp_client.py`. - ---- - -### โ‘ ย Add `mcp_execution_flow` to the Agent - -Put this anywhere inside **swarms/structs/agent.py** (e.g. just under -`parse_and_execute_tools`). -It converts the LLMโ€‘functionโ€‘call JSON into a normal dict, then dispatches it -to every server you supplied in `mcp_servers`. - -```python - # --- MCP TOOL EXECUTION ------------------------------------------------- - def mcp_execution_flow(self, response: str | dict) -> str | None: - """ - Detect an LLM functionโ€‘call style response and proxy the call to the - configured MCP servers. Returns the tool output as a string so it can - be fed back into the conversation. - """ - if not self.mcp_servers: - return None - - try: - # LLM may give us a JSON string or alreadyโ€‘parsed dict - if isinstance(response, str): - call_dict = json.loads(response) - else: - call_dict = response - - if not isinstance(call_dict, dict): - return None # nothing to do - - if "tool_name" not in call_dict and "name" not in call_dict: - return None # not a tool call - - from swarms.tools.mcp_integration import batch_mcp_flow - out = batch_mcp_flow(self.mcp_servers, call_dict) - return any_to_str(out) - - except Exception as e: - logger.error(f"MCP flow failed: {e}") - return f"[MCPโ€‘error] {e}" -``` - ---- - -### โ‘กย Expose `mcp_servers` on the Agent constructor - -Earlier you commented it out; put it back so the attribute exists. - -```diff -- # mcp_servers: List[MCPServerSseParams] = [], -+ mcp_servers: Optional[List[MCPServerSseParams]] = None, - *args, **kwargs, - ): - ... -- # self.mcp_servers = mcp_servers -+ self.mcp_servers = mcp_servers or [] -``` - ---- - -### โ‘ขย Call the new flow inside `_run` - -Replace the tiny block where you already try to use it: - -```diff -- if self.tools is not None or hasattr(self, 'mcp_servers'): -+ if self.tools is not None or self.mcp_servers: - if self.tools: - out = self.parse_and_execute_tools(response) -- if hasattr(self, 'mcp_servers') and self.mcp_servers: -- out = self.mcp_execution_flow(response) -+ if self.mcp_servers: -+ mcp_out = self.mcp_execution_flow(response) -+ if mcp_out: -+ out = mcp_out -``` - ---- - -### โ‘ฃย (Optionally) turn off streaming for now - -Until you implement a streamโ€‘unwrapper, just start the math agent with -`streaming_on=False`: - -```python -math_agent = Agent( - ... - streaming_on=False -) -``` - ---- - -### โ‘คย Reโ€‘run the smoke test - -```bash -pip install -U mcp typing_extensions -python examples/mcp_example/math_server.py # leave running -python examples/mcp_example/mcp_client.py -``` - -``` -Enter your query: add 8 and 11 -Math Agent Response: 19 -``` - -No more attribute errors or `CustomStreamWrapper` objects. -You can now iterate on nicer output formatting or reโ€‘enable streaming once you -unwrap the tokens. - -Thatโ€™s itย โ€”ย your Swarms agent is now able to call MCP tools via the mock -FastMCP math server. \ No newline at end of file diff --git a/attached_assets/Pasted-from-swarms-import-Agent-from-swarms-tools-mcp-integration-import-MCPServerSseParams-MCPServerSse--1745170779273.txt b/attached_assets/Pasted-from-swarms-import-Agent-from-swarms-tools-mcp-integration-import-MCPServerSseParams-MCPServerSse--1745170779273.txt deleted file mode 100644 index 7ad49aac..00000000 --- a/attached_assets/Pasted-from-swarms-import-Agent-from-swarms-tools-mcp-integration-import-MCPServerSseParams-MCPServerSse--1745170779273.txt +++ /dev/null @@ -1,397 +0,0 @@ -from swarms import Agent -from swarms.tools.mcp_integration import MCPServerSseParams, MCPServerSse, mcp_flow_get_tool_schema -from loguru import logger -import sys -import asyncio -import json -import httpx -import time - -# Configure logging for more detailed output -logger.remove() -logger.add(sys.stdout, - level="DEBUG", - format="{time} | {level} | {module}:{function}:{line} - {message}") - -# Relaxed prompt that doesn't enforce strict JSON formatting - - - -# Create server parameters -def get_server_params(): - """Get the MCP server connection parameters.""" - return MCPServerSseParams( - url= - "http://127.0.0.1:8000", # Use 127.0.0.1 instead of localhost/0.0.0.0 - headers={ - "Content-Type": "application/json", - "Accept": "text/event-stream" - }, - timeout=15.0, # Longer timeout - sse_read_timeout=60.0 # Longer read timeout - ) - - -def initialize_math_system(): - """Initialize the math agent with MCP server configuration.""" - # Create the agent with the MCP server configuration - math_agent = Agent(agent_name="Math Assistant", - agent_description="Friendly math calculator", - system_prompt=MATH_AGENT_PROMPT, - max_loops=1, - mcp_servers=[get_server_params()], - model_name="gpt-3.5-turbo", - verbose=True) - - return math_agent - - -# Function to get list of available tools from the server -async def get_tools_list(): - """Fetch and format the list of available tools from the server.""" - try: - server_params = get_server_params() - tools = await mcp_flow_get_tool_schema(server_params) - - if not tools: - return "No tools are currently available on the server." - - # Format the tools information - tools_info = "Available tools:\n" - for tool in tools: - tools_info += f"\n- {tool.name}: {tool.description or 'No description'}\n" - if tool.parameters and hasattr(tool.parameters, 'properties'): - tools_info += " Parameters:\n" - for param_name, param_info in tool.parameters.properties.items( - ): - param_type = param_info.get('type', 'unknown') - param_desc = param_info.get('description', - 'No description') - tools_info += f" - {param_name} ({param_type}): {param_desc}\n" - - return tools_info - except Exception as e: - logger.error(f"Failed to get tools list: {e}") - return f"Error retrieving tools list: {str(e)}" - - -# Function to test server connection -def test_server_connection(): - """Test if the server is reachable and responsive.""" - try: - # Create a short-lived connection to check server - server = MCPServerSse(get_server_params()) - - # Try connecting (this is synchronous) - asyncio.run(server.connect()) - asyncio.run(server.cleanup()) - logger.info("โœ… Server connection test successful") - return True - except Exception as e: - logger.error(f"โŒ Server connection test failed: {e}") - return False - - -# Manual math operation handler as ultimate fallback -def manual_math(query): - """Parse and solve a math problem without using the server.""" - query = query.lower() - - # Check if user is asking for available tools/functions - if "list" in query and ("tools" in query or "functions" in query - or "operations" in query): - return """ -Available tools: -1. add - Add two numbers together (e.g., "add 3 and 4") -2. multiply - Multiply two numbers together (e.g., "multiply 5 and 6") -3. divide - Divide the first number by the second (e.g., "divide 10 by 2") -""" - - try: - if "add" in query or "plus" in query or "sum" in query: - # Extract numbers using a simple approach - numbers = [int(s) for s in query.split() if s.isdigit()] - if len(numbers) >= 2: - result = numbers[0] + numbers[1] - return f"The sum of {numbers[0]} and {numbers[1]} is {result}" - - elif "multiply" in query or "times" in query or "product" in query: - numbers = [int(s) for s in query.split() if s.isdigit()] - if len(numbers) >= 2: - result = numbers[0] * numbers[1] - return f"The product of {numbers[0]} and {numbers[1]} is {result}" - - elif "divide" in query or "quotient" in query: - numbers = [int(s) for s in query.split() if s.isdigit()] - if len(numbers) >= 2: - if numbers[1] == 0: - return "Cannot divide by zero" - result = numbers[0] / numbers[1] - return f"{numbers[0]} divided by {numbers[1]} is {result}" - - return "I couldn't parse your math request. Try something like 'add 3 and 4'." - except Exception as e: - logger.error(f"Manual math error: {e}") - return f"Error performing calculation: {str(e)}" - - -def main(): - try: - logger.info("Initializing math system...") - - # Test server connection first - server_available = test_server_connection() - - if server_available: - math_agent = initialize_math_system() - print("\nMath Calculator Ready! (Server connection successful)") - else: - print( - "\nServer connection failed - using fallback calculator mode") - math_agent = None - - print("Ask me any math question!") - print("Examples: 'what is 5 plus 3?' or 'can you multiply 4 and 6?'") - print("Type 'list tools' to see available operations") - print("Type 'exit' to quit\n") - - while True: - try: - query = input("What would you like to calculate? ").strip() - if not query: - continue - if query.lower() == 'exit': - break - - # Handle special commands - if query.lower() in ('list tools', 'show tools', - 'available tools', 'what tools'): - if server_available: - # Get tools list from server - tools_info = asyncio.run(get_tools_list()) - print(f"\n{tools_info}\n") - else: - # Use manual fallback - print(manual_math("list tools")) - continue - - logger.info(f"Processing query: {query}") - - # First try the agent if available - if math_agent and server_available: - try: - result = math_agent.run(query) - print(f"\nResult: {result}\n") - continue - except Exception as e: - logger.error(f"Agent error: {e}") - print("Agent encountered an error, trying fallback...") - - # If agent fails or isn't available, use manual calculator - result = manual_math(query) - print(f"\nCalculation result: {result}\n") - - except KeyboardInterrupt: - print("\nGoodbye!") - break - except Exception as e: - logger.error(f"Error processing query: {e}") - print(f"Sorry, there was an error: {str(e)}") - - except Exception as e: - logger.error(f"System initialization error: {e}") - print(f"Failed to start the math system: {str(e)}") - - -if __name__ == "__main__": - main() "from fastmcp import FastMCP -from loguru import logger -import time -import json - -# Create the MCP server with detailed debugging -mcp = FastMCP( - host="0.0.0.0", # Bind to all interfaces - port=8000, - transport="sse", - require_session_id=False, - cors_allowed_origins=["*"], # Allow connections from any origin - debug=True # Enable debug mode for more verbose output -) - - -# Add a more flexible parsing approach -def parse_input(input_str): - """Parse input that could be JSON or natural language.""" - try: - # First try to parse as JSON - return json.loads(input_str) - except json.JSONDecodeError: - # If not JSON, try to parse natural language - input_lower = input_str.lower() - - # Parse for addition - if "add" in input_lower or "plus" in input_lower or "sum" in input_lower: - # Extract numbers - very simple approach - numbers = [int(s) for s in input_lower.split() if s.isdigit()] - if len(numbers) >= 2: - return {"a": numbers[0], "b": numbers[1]} - - # Parse for multiplication - if "multiply" in input_lower or "times" in input_lower or "product" in input_lower: - numbers = [int(s) for s in input_lower.split() if s.isdigit()] - if len(numbers) >= 2: - return {"a": numbers[0], "b": numbers[1]} - - # Parse for division - if "divide" in input_lower or "quotient" in input_lower: - numbers = [int(s) for s in input_lower.split() if s.isdigit()] - if len(numbers) >= 2: - return {"a": numbers[0], "b": numbers[1]} - - # Could not parse successfully - return None - - -# Define tools with more flexible input handling -@mcp.tool() -def add(input_str=None, a=None, b=None): - """Add two numbers. Can accept JSON parameters or natural language. - - Args: - input_str (str, optional): Natural language input to parse - a (int, optional): First number if provided directly - b (int, optional): Second number if provided directly - - Returns: - str: A message containing the sum - """ - logger.info(f"Add tool called with input_str={input_str}, a={a}, b={b}") - - # If we got a natural language string instead of parameters - if input_str and not (a is not None and b is not None): - parsed = parse_input(input_str) - if parsed: - a = parsed.get("a") - b = parsed.get("b") - - # Validate we have what we need - if a is None or b is None: - return "Sorry, I couldn't understand the numbers to add" - - try: - a = int(a) - b = int(b) - result = a + b - return f"The sum of {a} and {b} is {result}" - except ValueError: - return "Please provide valid numbers for addition" - - -@mcp.tool() -def multiply(input_str=None, a=None, b=None): - """Multiply two numbers. Can accept JSON parameters or natural language. - - Args: - input_str (str, optional): Natural language input to parse - a (int, optional): First number if provided directly - b (int, optional): Second number if provided directly - - Returns: - str: A message containing the product - """ - logger.info( - f"Multiply tool called with input_str={input_str}, a={a}, b={b}") - - # If we got a natural language string instead of parameters - if input_str and not (a is not None and b is not None): - parsed = parse_input(input_str) - if parsed: - a = parsed.get("a") - b = parsed.get("b") - - # Validate we have what we need - if a is None or b is None: - return "Sorry, I couldn't understand the numbers to multiply" - - try: - a = int(a) - b = int(b) - result = a * b - return f"The product of {a} and {b} is {result}" - except ValueError: - return "Please provide valid numbers for multiplication" - - -@mcp.tool() -def divide(input_str=None, a=None, b=None): - """Divide two numbers. Can accept JSON parameters or natural language. - - Args: - input_str (str, optional): Natural language input to parse - a (int, optional): Numerator if provided directly - b (int, optional): Denominator if provided directly - - Returns: - str: A message containing the division result or an error message - """ - logger.info(f"Divide tool called with input_str={input_str}, a={a}, b={b}") - - # If we got a natural language string instead of parameters - if input_str and not (a is not None and b is not None): - parsed = parse_input(input_str) - if parsed: - a = parsed.get("a") - b = parsed.get("b") - - # Validate we have what we need - if a is None or b is None: - return "Sorry, I couldn't understand the numbers to divide" - - try: - a = int(a) - b = int(b) - - if b == 0: - logger.warning("Division by zero attempted") - return "Cannot divide by zero" - - result = a / b - return f"{a} divided by {b} is {result}" - except ValueError: - return "Please provide valid numbers for division" - - -if __name__ == "__main__": - try: - logger.info("Starting math server on http://0.0.0.0:8000") - print("Math MCP Server is running. Press Ctrl+C to stop.") - print( - "Server is configured to accept both JSON and natural language input" - ) - - # Add a small delay to ensure logging is complete before the server starts - time.sleep(0.5) - - # Run the MCP server - mcp.run() - except KeyboardInterrupt: - logger.info("Server shutdown requested") - print("\nShutting down server...") - except Exception as e: - logger.error(f"Server error: {e}") - raise -" server is runnig poeroperly "2025-04-20 17:35:01.251 | INFO | __main__::161 - Starting math server on http://0.0.0.0:8000 -Math MCP Server is running. Press Ctrl+C to stop. -Server is configured to accept both JSON and natural language input -[04/20/25 17:35:01] INFO Starting server "FastMCP"... " butwhy im getting these errore "2025-04-20T17:35:04.174629+0000 | INFO | mcp_client:main:159 - Initializing math system... -2025-04-20T17:35:04.203591+0000 | ERROR | mcp_integration:connect:89 - Error initializing MCP server: unhandled errors in a TaskGroup (1 sub-exception) -2025-04-20T17:35:04.204437+0000 | ERROR | mcp_client:test_server_connection:110 - โŒ Server connection test failed: unhandled errors in a TaskGroup (1 sub-exception) - -Server connection failed - using fallback calculator mode -Ask me any math question! -Examples: 'what is 5 plus 3?' or 'can you multiply 4 and 6?' -Type 'list tools' to see available operations -Type 'exit' to quit - -What would you like to calculate? " \ No newline at end of file diff --git a/attached_assets/Pasted-from-swarms-import-Agent-from-swarms-tools-mcp-integration-import-MCPServerSseParams-from-loguru-i-1745167190295.txt b/attached_assets/Pasted-from-swarms-import-Agent-from-swarms-tools-mcp-integration-import-MCPServerSseParams-from-loguru-i-1745167190295.txt deleted file mode 100644 index 84142de0..00000000 --- a/attached_assets/Pasted-from-swarms-import-Agent-from-swarms-tools-mcp-integration-import-MCPServerSseParams-from-loguru-i-1745167190295.txt +++ /dev/null @@ -1,83 +0,0 @@ -from swarms import Agent -from swarms.tools.mcp_integration import MCPServerSseParams -from loguru import logger - -# Comprehensive math prompt that encourages proper JSON formatting -MATH_AGENT_PROMPT = """ -You are a helpful math calculator assistant. - -Your role is to understand natural language math requests and perform calculations. -When asked to perform calculations: - -1. Determine the operation (add, multiply, or divide) -2. Extract the numbers from the request -3. Use the appropriate math operation tool - -FORMAT YOUR TOOL CALLS AS JSON with this format: -{"tool_name": "add", "a": , "b": } -or -{"tool_name": "multiply", "a": , "b": } -or -{"tool_name": "divide", "a": , "b": } - -Always respond with a tool call in JSON format first, followed by a brief explanation. -""" - -def initialize_math_system(): - """Initialize the math agent with MCP server configuration.""" - # Configure the MCP server connection - math_server = MCPServerSseParams( - url="http://0.0.0.0:8000", - headers={"Content-Type": "application/json"}, - timeout=5.0, - sse_read_timeout=30.0 - ) - - # Create the agent with the MCP server configuration - math_agent = Agent( - agent_name="Math Assistant", - agent_description="Friendly math calculator", - system_prompt=MATH_AGENT_PROMPT, - max_loops=1, - mcp_servers=[math_server], # Pass MCP server config as a list - model_name="gpt-3.5-turbo", - verbose=True # Enable verbose mode to see more details - ) - - return math_agent - -def main(): - try: - logger.info("Initializing math system...") - math_agent = initialize_math_system() - - print("\nMath Calculator Ready!") - print("Ask me any math question!") - print("Examples: 'what is 5 plus 3?' or 'can you multiply 4 and 6?'") - print("Type 'exit' to quit\n") - - while True: - try: - query = input("What would you like to calculate? ").strip() - if not query: - continue - if query.lower() == 'exit': - break - - logger.info(f"Processing query: {query}") - result = math_agent.run(query) - print(f"\nResult: {result}\n") - - except KeyboardInterrupt: - print("\nGoodbye!") - break - except Exception as e: - logger.error(f"Error processing query: {e}") - print(f"Sorry, there was an error: {str(e)}") - - except Exception as e: - logger.error(f"System initialization error: {e}") - print(f"Failed to start the math system: {str(e)}") - -if __name__ == "__main__": - main() \ No newline at end of file diff --git a/attached_assets/Pasted-if-not-available-Traceback-most-recent-call-last-File-home-runner-workspace-examples-mcp-ex-1745140447990.txt b/attached_assets/Pasted-if-not-available-Traceback-most-recent-call-last-File-home-runner-workspace-examples-mcp-ex-1745140447990.txt deleted file mode 100644 index 76c3b793..00000000 --- a/attached_assets/Pasted-if-not-available-Traceback-most-recent-call-last-File-home-runner-workspace-examples-mcp-ex-1745140447990.txt +++ /dev/null @@ -1,113 +0,0 @@ -if not available "Traceback (most recent call last): - File "/home/runner/workspace/examples/mcp_example/mcp_client.py", line 4, in - from swarms.prompts.agent_prompts import FINANCE_AGENT_PROMPT, MATH_AGENT_PROMPT -ImportError: cannot import name 'FINANCE_AGENT_PROMPT' from 'swarms.prompts.agent_prompts' (/home/runner/workspace/.pythonlibs/lib/python3.10/site-packages/swarms/prompts/agent_prompts.py)" add the peorppoert "" I WNAT THIS AS TO ME EXMPALE SERVER THAT I WANT TO CONNTECT TO DO THE SMOCKE TEST "# Browserbase MCP Server - -![cover](../assets/browserbase-mcp.png) - -## Get Started - -1. Run `npm install` to install the necessary dependencies, then run `npm run build` to get `dist/index.js`. - -2. Set up your Claude Desktop configuration to use the server. - -```json -{ - "mcpServers": { - "browserbase": { - "command": "node", - "args": ["path/to/mcp-server-browserbase/browserbase/dist/index.js"], - "env": { - "BROWSERBASE_API_KEY": "", - "BROWSERBASE_PROJECT_ID": "" - } - } - } -} -``` - -3. Restart your Claude Desktop app and you should see the tools available clicking the ๐Ÿ”จ icon. - -4. Start using the tools! Below is an image of Claude closing a browser session. - -

- demo -

- - -## Tools - -### Browserbase API - -- **browserbase_create_session** - - - Create a new cloud browser session using Browserbase - - No required inputs - -- **browserbase_navigate** - - - Navigate to any URL in the browser - - Input: `url` (string) - -- **browserbase_screenshot** - - - Capture screenshots of the entire page or specific elements - - Inputs: - - `name` (string, required): Name for the screenshot - - `selector` (string, optional): CSS selector for element to screenshot - - `width` (number, optional, default: 800): Screenshot width - - `height` (number, optional, default: 600): Screenshot height - -- **browserbase_click** - - - Click elements on the page - - Input: `selector` (string): CSS selector for element to click - -- **browserbase_fill** - - - Fill out input fields - - Inputs: - - `selector` (string): CSS selector for input field - - `value` (string): Value to fill - -- **browserbase_evaluate** - - - Execute JavaScript in the browser console - - Input: `script` (string): JavaScript code to execute - -- **browserbase_get_content** - - - Extract all content from the current page - - Input: `selector` (string, optional): CSS selector to get content from specific elements - -- **browserbase_parallel_sessions** - - Create multiple browser sessions and navigate to different URLs - - Input: `sessions` (array): Array of objects containing: - - `url` (string): URL to navigate to - - `id` (string): Session identifier - -### Resources - -The server provides access to two types of resources: - -1. **Console Logs** (`console://logs`) - - - Browser console output in text format - - Includes all console messages from the browser - -2. **Screenshots** (`screenshot://`) - - PNG images of captured screenshots - - Accessible via the screenshot name specified during capture - -## Key Features - -- Cloud browser automation -- Web data extraction -- Console log monitoring -- Screenshot capabilities -- JavaScript execution -- Basic web interaction (navigation, clicking, form filling) - -## License - -This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository." \ No newline at end of file diff --git a/attached_assets/Pasted-this-si-the-oreginal-firle-siese-for-integration-base-dont-his-update-it-not-for-sepcief-case-the-mc-1745164960947.txt b/attached_assets/Pasted-this-si-the-oreginal-firle-siese-for-integration-base-dont-his-update-it-not-for-sepcief-case-the-mc-1745164960947.txt deleted file mode 100644 index d828de1d..00000000 --- a/attached_assets/Pasted-this-si-the-oreginal-firle-siese-for-integration-base-dont-his-update-it-not-for-sepcief-case-the-mc-1745164960947.txt +++ /dev/null @@ -1,392 +0,0 @@ -this si the oreginal firle siese for integration base dont his update it not for sepcief case the mcop_inteation is used it inteage in aget firle"from __future__ import annotations - -from typing import Any, List - - -from loguru import logger - -import abc -import asyncio -from contextlib import AbstractAsyncContextManager, AsyncExitStack -from pathlib import Path -from typing import Literal - -from anyio.streams.memory import ( - MemoryObjectReceiveStream, - MemoryObjectSendStream, -) -from mcp import ( - ClientSession, - StdioServerParameters, - Tool as MCPTool, - stdio_client, -) -from mcp.client.sse import sse_client -from mcp.types import CallToolResult, JSONRPCMessage -from typing_extensions import NotRequired, TypedDict - -from swarms.utils.any_to_str import any_to_str - - -class MCPServer(abc.ABC): - """Base class for Model Context Protocol servers.""" - - @abc.abstractmethod - async def connect(self): - """Connect to the server. For example, this might mean spawning a subprocess or - opening a network connection. The server is expected to remain connected until - `cleanup()` is called. - """ - pass - - @property - @abc.abstractmethod - def name(self) -> str: - """A readable name for the server.""" - pass - - @abc.abstractmethod - async def cleanup(self): - """Cleanup the server. For example, this might mean closing a subprocess or - closing a network connection. - """ - pass - - @abc.abstractmethod - async def list_tools(self) -> list[MCPTool]: - """List the tools available on the server.""" - pass - - @abc.abstractmethod - async def call_tool( - self, tool_name: str, arguments: dict[str, Any] | None - ) -> CallToolResult: - """Invoke a tool on the server.""" - pass - - -class _MCPServerWithClientSession(MCPServer, abc.ABC): - """Base class for MCP servers that use a `ClientSession` to communicate with the server.""" - - def __init__(self, cache_tools_list: bool): - """ - Args: - cache_tools_list: Whether to cache the tools list. If `True`, the tools list will be - cached and only fetched from the server once. If `False`, the tools list will be - fetched from the server on each call to `list_tools()`. The cache can be invalidated - by calling `invalidate_tools_cache()`. You should set this to `True` if you know the - server will not change its tools list, because it can drastically improve latency - (by avoiding a round-trip to the server every time). - """ - self.session: ClientSession | None = None - self.exit_stack: AsyncExitStack = AsyncExitStack() - self._cleanup_lock: asyncio.Lock = asyncio.Lock() - self.cache_tools_list = cache_tools_list - - # The cache is always dirty at startup, so that we fetch tools at least once - self._cache_dirty = True - self._tools_list: list[MCPTool] | None = None - - @abc.abstractmethod - def create_streams( - self, - ) -> AbstractAsyncContextManager[ - tuple[ - MemoryObjectReceiveStream[JSONRPCMessage | Exception], - MemoryObjectSendStream[JSONRPCMessage], - ] - ]: - """Create the streams for the server.""" - pass - - async def __aenter__(self): - await self.connect() - return self - - async def __aexit__(self, exc_type, exc_value, traceback): - await self.cleanup() - - def invalidate_tools_cache(self): - """Invalidate the tools cache.""" - self._cache_dirty = True - - async def connect(self): - """Connect to the server.""" - try: - transport = await self.exit_stack.enter_async_context( - self.create_streams() - ) - read, write = transport - session = await self.exit_stack.enter_async_context( - ClientSession(read, write) - ) - await session.initialize() - self.session = session - except Exception as e: - logger.error(f"Error initializing MCP server: {e}") - await self.cleanup() - raise - - async def list_tools(self) -> list[MCPTool]: - """List the tools available on the server.""" - if not self.session: - raise Exception( - "Server not initialized. Make sure you call `connect()` first." - ) - - # Return from cache if caching is enabled, we have tools, and the cache is not dirty - if ( - self.cache_tools_list - and not self._cache_dirty - and self._tools_list - ): - return self._tools_list - - # Reset the cache dirty to False - self._cache_dirty = False - - # Fetch the tools from the server - self._tools_list = (await self.session.list_tools()).tools - return self._tools_list - - async def call_tool( - self, arguments: dict[str, Any] | None - ) -> CallToolResult: - """Invoke a tool on the server.""" - tool_name = arguments.get("tool_name") or arguments.get( - "name" - ) - - if not tool_name: - raise Exception("No tool name found in arguments") - - if not self.session: - raise Exception( - "Server not initialized. Make sure you call `connect()` first." - ) - - return await self.session.call_tool(tool_name, arguments) - - async def cleanup(self): - """Cleanup the server.""" - async with self._cleanup_lock: - try: - await self.exit_stack.aclose() - self.session = None - except Exception as e: - logger.error(f"Error cleaning up server: {e}") - - -class MCPServerStdioParams(TypedDict): - """Mirrors `mcp.client.stdio.StdioServerParameters`, but lets you pass params without another - import. - """ - - command: str - """The executable to run to start the server. For example, `python` or `node`.""" - - args: NotRequired[list[str]] - """Command line args to pass to the `command` executable. For example, `['foo.py']` or - `['server.js', '--port', '8080']`.""" - - env: NotRequired[dict[str, str]] - """The environment variables to set for the server. .""" - - cwd: NotRequired[str | Path] - """The working directory to use when spawning the process.""" - - encoding: NotRequired[str] - """The text encoding used when sending/receiving messages to the server. Defaults to `utf-8`.""" - - encoding_error_handler: NotRequired[ - Literal["strict", "ignore", "replace"] - ] - """The text encoding error handler. Defaults to `strict`. - - See https://docs.python.org/3/library/codecs.html#codec-base-classes for - explanations of possible values. - """ - - -class MCPServerStdio(_MCPServerWithClientSession): - """MCP server implementation that uses the stdio transport. See the [spec] - (https://spec.modelcontextprotocol.io/specification/2024-11-05/basic/transports/#stdio) for - details. - """ - - def __init__( - self, - params: MCPServerStdioParams, - cache_tools_list: bool = False, - name: str | None = None, - ): - """Create a new MCP server based on the stdio transport. - - Args: - params: The params that configure the server. This includes the command to run to - start the server, the args to pass to the command, the environment variables to - set for the server, the working directory to use when spawning the process, and - the text encoding used when sending/receiving messages to the server. - cache_tools_list: Whether to cache the tools list. If `True`, the tools list will be - cached and only fetched from the server once. If `False`, the tools list will be - fetched from the server on each call to `list_tools()`. The cache can be - invalidated by calling `invalidate_tools_cache()`. You should set this to `True` - if you know the server will not change its tools list, because it can drastically - improve latency (by avoiding a round-trip to the server every time). - name: A readable name for the server. If not provided, we'll create one from the - command. - """ - super().__init__(cache_tools_list) - - self.params = StdioServerParameters( - command=params["command"], - args=params.get("args", []), - env=params.get("env"), - cwd=params.get("cwd"), - encoding=params.get("encoding", "utf-8"), - encoding_error_handler=params.get( - "encoding_error_handler", "strict" - ), - ) - - self._name = name or f"stdio: {self.params.command}" - - def create_streams( - self, - ) -> AbstractAsyncContextManager[ - tuple[ - MemoryObjectReceiveStream[JSONRPCMessage | Exception], - MemoryObjectSendStream[JSONRPCMessage], - ] - ]: - """Create the streams for the server.""" - return stdio_client(self.params) - - @property - def name(self) -> str: - """A readable name for the server.""" - return self._name - - -class MCPServerSseParams(TypedDict): - """Mirrors the params in`mcp.client.sse.sse_client`.""" - - url: str - """The URL of the server.""" - - headers: NotRequired[dict[str, str]] - """The headers to send to the server.""" - - timeout: NotRequired[float] - """The timeout for the HTTP request. Defaults to 5 seconds.""" - - sse_read_timeout: NotRequired[float] - """The timeout for the SSE connection, in seconds. Defaults to 5 minutes.""" - - -class MCPServerSse(_MCPServerWithClientSession): - """MCP server implementation that uses the HTTP with SSE transport. See the [spec] - (https://spec.modelcontextprotocol.io/specification/2024-11-05/basic/transports/#http-with-sse) - for details. - """ - - def __init__( - self, - params: MCPServerSseParams, - cache_tools_list: bool = False, - name: str | None = None, - ): - """Create a new MCP server based on the HTTP with SSE transport. - - Args: - params: The params that configure the server. This includes the URL of the server, - the headers to send to the server, the timeout for the HTTP request, and the - timeout for the SSE connection. - - cache_tools_list: Whether to cache the tools list. If `True`, the tools list will be - cached and only fetched from the server once. If `False`, the tools list will be - fetched from the server on each call to `list_tools()`. The cache can be - invalidated by calling `invalidate_tools_cache()`. You should set this to `True` - if you know the server will not change its tools list, because it can drastically - improve latency (by avoiding a round-trip to the server every time). - - name: A readable name for the server. If not provided, we'll create one from the - URL. - """ - super().__init__(cache_tools_list) - - self.params = params - self._name = name or f"sse: {self.params['url']}" - - def create_streams( - self, - ) -> AbstractAsyncContextManager[ - tuple[ - MemoryObjectReceiveStream[JSONRPCMessage | Exception], - MemoryObjectSendStream[JSONRPCMessage], - ] - ]: - """Create the streams for the server.""" - return sse_client( - url=self.params["url"], - headers=self.params.get("headers", None), - timeout=self.params.get("timeout", 5), - sse_read_timeout=self.params.get( - "sse_read_timeout", 60 * 5 - ), - ) - - @property - def name(self) -> str: - """A readable name for the server.""" - return self._name - - -def mcp_flow_get_tool_schema( - params: MCPServerSseParams, -) -> MCPServer: - server = MCPServerSse(params, cache_tools_list=True) - - # Connect the server - asyncio.run(server.connect()) - - # Return the server - output = asyncio.run(server.list_tools()) - - # Cleanup the server - asyncio.run(server.cleanup()) - - return output.model_dump() - - -def mcp_flow( - params: MCPServerSseParams, - function_call: dict[str, Any], -) -> MCPServer: - server = MCPServerSse(params, cache_tools_list=True) - - # Connect the server - asyncio.run(server.connect()) - - # Return the server - output = asyncio.run(server.call_tool(function_call)) - - output = output.model_dump() - - # Cleanup the server - asyncio.run(server.cleanup()) - - return any_to_str(output) - - -def batch_mcp_flow( - params: List[MCPServerSseParams], - function_call: List[dict[str, Any]] = [], -) -> MCPServer: - output_list = [] - - for param in params: - output = mcp_flow(param, function_call) - output_list.append(output) - - return output_list" \ No newline at end of file diff --git a/attached_assets/Pasted-this-si-the-oreginal-firle-siese-for-integration-base-dont-his-update-it-not-for-sepcief-case-the-mc-1745164982056.txt b/attached_assets/Pasted-this-si-the-oreginal-firle-siese-for-integration-base-dont-his-update-it-not-for-sepcief-case-the-mc-1745164982056.txt deleted file mode 100644 index d828de1d..00000000 --- a/attached_assets/Pasted-this-si-the-oreginal-firle-siese-for-integration-base-dont-his-update-it-not-for-sepcief-case-the-mc-1745164982056.txt +++ /dev/null @@ -1,392 +0,0 @@ -this si the oreginal firle siese for integration base dont his update it not for sepcief case the mcop_inteation is used it inteage in aget firle"from __future__ import annotations - -from typing import Any, List - - -from loguru import logger - -import abc -import asyncio -from contextlib import AbstractAsyncContextManager, AsyncExitStack -from pathlib import Path -from typing import Literal - -from anyio.streams.memory import ( - MemoryObjectReceiveStream, - MemoryObjectSendStream, -) -from mcp import ( - ClientSession, - StdioServerParameters, - Tool as MCPTool, - stdio_client, -) -from mcp.client.sse import sse_client -from mcp.types import CallToolResult, JSONRPCMessage -from typing_extensions import NotRequired, TypedDict - -from swarms.utils.any_to_str import any_to_str - - -class MCPServer(abc.ABC): - """Base class for Model Context Protocol servers.""" - - @abc.abstractmethod - async def connect(self): - """Connect to the server. For example, this might mean spawning a subprocess or - opening a network connection. The server is expected to remain connected until - `cleanup()` is called. - """ - pass - - @property - @abc.abstractmethod - def name(self) -> str: - """A readable name for the server.""" - pass - - @abc.abstractmethod - async def cleanup(self): - """Cleanup the server. For example, this might mean closing a subprocess or - closing a network connection. - """ - pass - - @abc.abstractmethod - async def list_tools(self) -> list[MCPTool]: - """List the tools available on the server.""" - pass - - @abc.abstractmethod - async def call_tool( - self, tool_name: str, arguments: dict[str, Any] | None - ) -> CallToolResult: - """Invoke a tool on the server.""" - pass - - -class _MCPServerWithClientSession(MCPServer, abc.ABC): - """Base class for MCP servers that use a `ClientSession` to communicate with the server.""" - - def __init__(self, cache_tools_list: bool): - """ - Args: - cache_tools_list: Whether to cache the tools list. If `True`, the tools list will be - cached and only fetched from the server once. If `False`, the tools list will be - fetched from the server on each call to `list_tools()`. The cache can be invalidated - by calling `invalidate_tools_cache()`. You should set this to `True` if you know the - server will not change its tools list, because it can drastically improve latency - (by avoiding a round-trip to the server every time). - """ - self.session: ClientSession | None = None - self.exit_stack: AsyncExitStack = AsyncExitStack() - self._cleanup_lock: asyncio.Lock = asyncio.Lock() - self.cache_tools_list = cache_tools_list - - # The cache is always dirty at startup, so that we fetch tools at least once - self._cache_dirty = True - self._tools_list: list[MCPTool] | None = None - - @abc.abstractmethod - def create_streams( - self, - ) -> AbstractAsyncContextManager[ - tuple[ - MemoryObjectReceiveStream[JSONRPCMessage | Exception], - MemoryObjectSendStream[JSONRPCMessage], - ] - ]: - """Create the streams for the server.""" - pass - - async def __aenter__(self): - await self.connect() - return self - - async def __aexit__(self, exc_type, exc_value, traceback): - await self.cleanup() - - def invalidate_tools_cache(self): - """Invalidate the tools cache.""" - self._cache_dirty = True - - async def connect(self): - """Connect to the server.""" - try: - transport = await self.exit_stack.enter_async_context( - self.create_streams() - ) - read, write = transport - session = await self.exit_stack.enter_async_context( - ClientSession(read, write) - ) - await session.initialize() - self.session = session - except Exception as e: - logger.error(f"Error initializing MCP server: {e}") - await self.cleanup() - raise - - async def list_tools(self) -> list[MCPTool]: - """List the tools available on the server.""" - if not self.session: - raise Exception( - "Server not initialized. Make sure you call `connect()` first." - ) - - # Return from cache if caching is enabled, we have tools, and the cache is not dirty - if ( - self.cache_tools_list - and not self._cache_dirty - and self._tools_list - ): - return self._tools_list - - # Reset the cache dirty to False - self._cache_dirty = False - - # Fetch the tools from the server - self._tools_list = (await self.session.list_tools()).tools - return self._tools_list - - async def call_tool( - self, arguments: dict[str, Any] | None - ) -> CallToolResult: - """Invoke a tool on the server.""" - tool_name = arguments.get("tool_name") or arguments.get( - "name" - ) - - if not tool_name: - raise Exception("No tool name found in arguments") - - if not self.session: - raise Exception( - "Server not initialized. Make sure you call `connect()` first." - ) - - return await self.session.call_tool(tool_name, arguments) - - async def cleanup(self): - """Cleanup the server.""" - async with self._cleanup_lock: - try: - await self.exit_stack.aclose() - self.session = None - except Exception as e: - logger.error(f"Error cleaning up server: {e}") - - -class MCPServerStdioParams(TypedDict): - """Mirrors `mcp.client.stdio.StdioServerParameters`, but lets you pass params without another - import. - """ - - command: str - """The executable to run to start the server. For example, `python` or `node`.""" - - args: NotRequired[list[str]] - """Command line args to pass to the `command` executable. For example, `['foo.py']` or - `['server.js', '--port', '8080']`.""" - - env: NotRequired[dict[str, str]] - """The environment variables to set for the server. .""" - - cwd: NotRequired[str | Path] - """The working directory to use when spawning the process.""" - - encoding: NotRequired[str] - """The text encoding used when sending/receiving messages to the server. Defaults to `utf-8`.""" - - encoding_error_handler: NotRequired[ - Literal["strict", "ignore", "replace"] - ] - """The text encoding error handler. Defaults to `strict`. - - See https://docs.python.org/3/library/codecs.html#codec-base-classes for - explanations of possible values. - """ - - -class MCPServerStdio(_MCPServerWithClientSession): - """MCP server implementation that uses the stdio transport. See the [spec] - (https://spec.modelcontextprotocol.io/specification/2024-11-05/basic/transports/#stdio) for - details. - """ - - def __init__( - self, - params: MCPServerStdioParams, - cache_tools_list: bool = False, - name: str | None = None, - ): - """Create a new MCP server based on the stdio transport. - - Args: - params: The params that configure the server. This includes the command to run to - start the server, the args to pass to the command, the environment variables to - set for the server, the working directory to use when spawning the process, and - the text encoding used when sending/receiving messages to the server. - cache_tools_list: Whether to cache the tools list. If `True`, the tools list will be - cached and only fetched from the server once. If `False`, the tools list will be - fetched from the server on each call to `list_tools()`. The cache can be - invalidated by calling `invalidate_tools_cache()`. You should set this to `True` - if you know the server will not change its tools list, because it can drastically - improve latency (by avoiding a round-trip to the server every time). - name: A readable name for the server. If not provided, we'll create one from the - command. - """ - super().__init__(cache_tools_list) - - self.params = StdioServerParameters( - command=params["command"], - args=params.get("args", []), - env=params.get("env"), - cwd=params.get("cwd"), - encoding=params.get("encoding", "utf-8"), - encoding_error_handler=params.get( - "encoding_error_handler", "strict" - ), - ) - - self._name = name or f"stdio: {self.params.command}" - - def create_streams( - self, - ) -> AbstractAsyncContextManager[ - tuple[ - MemoryObjectReceiveStream[JSONRPCMessage | Exception], - MemoryObjectSendStream[JSONRPCMessage], - ] - ]: - """Create the streams for the server.""" - return stdio_client(self.params) - - @property - def name(self) -> str: - """A readable name for the server.""" - return self._name - - -class MCPServerSseParams(TypedDict): - """Mirrors the params in`mcp.client.sse.sse_client`.""" - - url: str - """The URL of the server.""" - - headers: NotRequired[dict[str, str]] - """The headers to send to the server.""" - - timeout: NotRequired[float] - """The timeout for the HTTP request. Defaults to 5 seconds.""" - - sse_read_timeout: NotRequired[float] - """The timeout for the SSE connection, in seconds. Defaults to 5 minutes.""" - - -class MCPServerSse(_MCPServerWithClientSession): - """MCP server implementation that uses the HTTP with SSE transport. See the [spec] - (https://spec.modelcontextprotocol.io/specification/2024-11-05/basic/transports/#http-with-sse) - for details. - """ - - def __init__( - self, - params: MCPServerSseParams, - cache_tools_list: bool = False, - name: str | None = None, - ): - """Create a new MCP server based on the HTTP with SSE transport. - - Args: - params: The params that configure the server. This includes the URL of the server, - the headers to send to the server, the timeout for the HTTP request, and the - timeout for the SSE connection. - - cache_tools_list: Whether to cache the tools list. If `True`, the tools list will be - cached and only fetched from the server once. If `False`, the tools list will be - fetched from the server on each call to `list_tools()`. The cache can be - invalidated by calling `invalidate_tools_cache()`. You should set this to `True` - if you know the server will not change its tools list, because it can drastically - improve latency (by avoiding a round-trip to the server every time). - - name: A readable name for the server. If not provided, we'll create one from the - URL. - """ - super().__init__(cache_tools_list) - - self.params = params - self._name = name or f"sse: {self.params['url']}" - - def create_streams( - self, - ) -> AbstractAsyncContextManager[ - tuple[ - MemoryObjectReceiveStream[JSONRPCMessage | Exception], - MemoryObjectSendStream[JSONRPCMessage], - ] - ]: - """Create the streams for the server.""" - return sse_client( - url=self.params["url"], - headers=self.params.get("headers", None), - timeout=self.params.get("timeout", 5), - sse_read_timeout=self.params.get( - "sse_read_timeout", 60 * 5 - ), - ) - - @property - def name(self) -> str: - """A readable name for the server.""" - return self._name - - -def mcp_flow_get_tool_schema( - params: MCPServerSseParams, -) -> MCPServer: - server = MCPServerSse(params, cache_tools_list=True) - - # Connect the server - asyncio.run(server.connect()) - - # Return the server - output = asyncio.run(server.list_tools()) - - # Cleanup the server - asyncio.run(server.cleanup()) - - return output.model_dump() - - -def mcp_flow( - params: MCPServerSseParams, - function_call: dict[str, Any], -) -> MCPServer: - server = MCPServerSse(params, cache_tools_list=True) - - # Connect the server - asyncio.run(server.connect()) - - # Return the server - output = asyncio.run(server.call_tool(function_call)) - - output = output.model_dump() - - # Cleanup the server - asyncio.run(server.cleanup()) - - return any_to_str(output) - - -def batch_mcp_flow( - params: List[MCPServerSseParams], - function_call: List[dict[str, Any]] = [], -) -> MCPServer: - output_list = [] - - for param in params: - output = mcp_flow(param, function_call) - output_list.append(output) - - return output_list" \ No newline at end of file