docs cleanup

conversation_example_supabase.py

@@ -15,7 +15,7 @@ Prerequisites:
 """
 
 import os
-from typing import List, Callable
+from typing import List
 from swarms.structs.agent import Agent
 from swarms.structs.conversation import Conversation
 from swarms.structs.multi_agent_exec import run_agents_concurrently
@@ -24,6 +24,7 @@ from swarms.utils.history_output_formatter import (
     HistoryOutputType,
 )
 
+
 def aggregator_agent_task_prompt(
     task: str, workers: List[Agent], conversation: Conversation
 ):
@@ -180,10 +181,12 @@ def aggregate_with_supabase(
                 "environment variables or explicit parameters"
             )
 
-        conversation_kwargs.update({
+        conversation_kwargs.update(
+            {
                 "supabase_url": url,
                 "supabase_key": key,
-        })
+            }
+        )
 
     try:
         # Create conversation with Supabase backend
@@ -193,20 +196,24 @@ def aggregate_with_supabase(
             system_prompt="Multi-agent collaboration session with persistent storage",
             time_enabled=True,
         )
-        print(f"✅ Successfully initialized {backend} backend for conversation storage")
+        print(
+            f"✅ Successfully initialized {backend} backend for conversation storage"
+        )
 
         # Add initial task to conversation
         conversation.add("system", f"Task: {task}")
 
     except ImportError as e:
         print(f"❌ Backend initialization failed: {e}")
-        print(f"💡 Falling back to in-memory storage")
+        print("💡 Falling back to in-memory storage")
         conversation = Conversation(backend="in-memory")
 
     # Create aggregator agent
     aggregator_agent = create_aggregator_agent()
 
-    print(f"🚀 Starting multi-agent execution with {len(workers)} agents...")
+    print(
+        f"🚀 Starting multi-agent execution with {len(workers)} agents..."
+    )
 
     # Run agents concurrently
     results = run_agents_concurrently(agents=workers, task=task)
@@ -225,8 +232,7 @@ def aggregate_with_supabase(
 
     # Store aggregated result
     conversation.add(
-        content=final_result, 
-        role=aggregator_agent.agent_name
+        content=final_result, role=aggregator_agent.agent_name
     )
 
     print("✅ Aggregation complete!")
@@ -239,8 +245,10 @@ def aggregate_with_supabase(
 
 # Example usage with real Swarms agents
 if __name__ == "__main__":
-    print("🧪 Testing Swarms Multi-Agent System with Supabase Backend")
-    print("="*70)
+    print(
+        "🧪 Testing Swarms Multi-Agent System with Supabase Backend"
+    )
+    print("=" * 70)
 
     # Check environment setup
     print("\n⚙️  Environment Setup Check")
@@ -250,9 +258,15 @@ if __name__ == "__main__":
     supabase_key = os.getenv("SUPABASE_ANON_KEY")
     openai_key = os.getenv("OPENAI_API_KEY")
 
-    print(f"SUPABASE_URL: {'✅ Set' if supabase_url else '❌ Not set'}")
-    print(f"SUPABASE_ANON_KEY: {'✅ Set' if supabase_key else '❌ Not set'}")
-    print(f"OPENAI_API_KEY: {'✅ Set' if openai_key else '❌ Not set'}")
+    print(
+        f"SUPABASE_URL: {'✅ Set' if supabase_url else '❌ Not set'}"
+    )
+    print(
+        f"SUPABASE_ANON_KEY: {'✅ Set' if supabase_key else '❌ Not set'}"
+    )
+    print(
+        f"OPENAI_API_KEY: {'✅ Set' if openai_key else '❌ Not set'}"
+    )
 
     if not (supabase_url and supabase_key):
         print("\n⚠️  Missing Supabase configuration!")
@@ -264,7 +278,9 @@ if __name__ == "__main__":
     if not openai_key:
         print("\n⚠️  Missing OpenAI API key!")
         print("Please set: export OPENAI_API_KEY=your-api-key")
-        print("You can also use other LLM providers (Anthropic, Google, etc.)")
+        print(
+            "You can also use other LLM providers (Anthropic, Google, etc.)"
+        )
 
     # Example 1: Basic Multi-Agent Research Task
     print("\n📦 Example 1: Multi-Agent Market Research")
@@ -283,7 +299,9 @@ if __name__ == "__main__":
         """
 
         print(f"📋 Task: {research_task.strip()}")
-        print(f"👥 Team: {[agent.agent_name for agent in research_team]}")
+        print(
+            f"👥 Team: {[agent.agent_name for agent in research_team]}"
+        )
 
         if supabase_url and supabase_key and openai_key:
             # Run with real agents and Supabase storage
@@ -301,7 +319,9 @@ if __name__ == "__main__":
             print(result)
 
         else:
-            print("❌ Skipping real agent execution due to missing configuration")
+            print(
+                "❌ Skipping real agent execution due to missing configuration"
+            )
 
     except Exception as e:
         print(f"❌ Error in multi-agent research: {e}")
@@ -323,25 +343,50 @@ if __name__ == "__main__":
             print("✅ Supabase conversation created successfully")
 
             # Add sample conversation
-            conv.add("user", "What are the latest trends in AI technology?")
-            conv.add("assistant", "Based on current developments, key AI trends include:")
-            conv.add("assistant", "1. Large Language Models (LLMs) advancing rapidly")
-            conv.add("assistant", "2. Multimodal AI combining text, image, and video")
-            conv.add("assistant", "3. AI agents becoming more autonomous and capable")
+            conv.add(
+                "user", "What are the latest trends in AI technology?"
+            )
+            conv.add(
+                "assistant",
+                "Based on current developments, key AI trends include:",
+            )
+            conv.add(
+                "assistant",
+                "1. Large Language Models (LLMs) advancing rapidly",
+            )
+            conv.add(
+                "assistant",
+                "2. Multimodal AI combining text, image, and video",
+            )
+            conv.add(
+                "assistant",
+                "3. AI agents becoming more autonomous and capable",
+            )
             conv.add("user", "How do these trends affect businesses?")
-            conv.add("assistant", "These trends are transforming businesses through automation, enhanced decision-making, and new product capabilities.")
+            conv.add(
+                "assistant",
+                "These trends are transforming businesses through automation, enhanced decision-making, and new product capabilities.",
+            )
 
             # Test conversation operations
             print(f"📊 Message count: {len(conv.to_dict())}")
-            print(f"🔍 Search results for 'AI': {len(conv.search('AI'))}")
-            print(f"📈 Role distribution: {conv.count_messages_by_role()}")
+            print(
+                f"🔍 Search results for 'AI': {len(conv.search('AI'))}"
+            )
+            print(
+                f"📈 Role distribution: {conv.count_messages_by_role()}"
+            )
 
             # Export conversation
             conv.export_conversation("supabase_ai_conversation.json")
-            print("💾 Conversation exported to supabase_ai_conversation.json")
+            print(
+                "💾 Conversation exported to supabase_ai_conversation.json"
+            )
 
         else:
-            print("❌ Skipping Supabase test due to missing configuration")
+            print(
+                "❌ Skipping Supabase test due to missing configuration"
+            )
 
     except Exception as e:
         print(f"❌ Error in conversation storage test: {e}")
@@ -370,20 +415,26 @@ if __name__ == "__main__":
             simple_task = "Explain the benefits of using persistent conversation storage in AI applications."
             response = demo_agent.run(simple_task)
 
-            print(f"\n📝 Agent Response:")
+            print("\n📝 Agent Response:")
             print("-" * 30)
-            print(response[:500] + "..." if len(response) > 500 else response)
+            print(
+                response[:500] + "..."
+                if len(response) > 500
+                else response
+            )
 
         else:
-            print("❌ Skipping agent demo due to missing OpenAI API key")
+            print(
+                "❌ Skipping agent demo due to missing OpenAI API key"
+            )
 
     except Exception as e:
         print(f"❌ Error in agent demo: {e}")
 
     # Summary and Next Steps
-    print("\n" + "="*70)
+    print("\n" + "=" * 70)
     print("🏁 Demo Summary")
-    print("="*70)
+    print("=" * 70)
 
     print("\n✨ What was demonstrated:")
     print("1. 🏗️  Real Swarms agent creation with specialized roles")
@@ -401,15 +452,25 @@ if __name__ == "__main__":
 
     print("\n🔗 Resources:")
     print("- Swarms Documentation: https://docs.swarms.world")
-    print("- Supabase Python Docs: https://supabase.com/docs/reference/python/")
+    print(
+        "- Supabase Python Docs: https://supabase.com/docs/reference/python/"
+    )
     print("- GitHub Repository: https://github.com/kyegomez/swarms")
 
-    print(f"\n⚙️  Final Configuration Status:")
-    print(f"   SUPABASE_URL: {'✅ Set' if supabase_url else '❌ Not set'}")
-    print(f"   SUPABASE_ANON_KEY: {'✅ Set' if supabase_key else '❌ Not set'}")
-    print(f"   OPENAI_API_KEY: {'✅ Set' if openai_key else '❌ Not set'}")
+    print("\n⚙️  Final Configuration Status:")
+    print(
+        f"   SUPABASE_URL: {'✅ Set' if supabase_url else '❌ Not set'}"
+    )
+    print(
+        f"   SUPABASE_ANON_KEY: {'✅ Set' if supabase_key else '❌ Not set'}"
+    )
+    print(
+        f"   OPENAI_API_KEY: {'✅ Set' if openai_key else '❌ Not set'}"
+    )
 
     if supabase_url and supabase_key and openai_key:
         print("\n🎉 All systems ready! You can run the full demo.")
     else:
-        print("\n⚠️  Set missing environment variables to run the full demo.")
+        print(
+            "\n⚠️  Set missing environment variables to run the full demo."
+        )

docs/mkdocs.yml

@@ -315,6 +315,7 @@ nav:
       - Agent Output Types: "swarms/examples/agent_output_types.md"
       - Agent with Structured Outputs: "swarms/examples/agent_structured_outputs.md"
       - Agents with Vision: "swarms/examples/vision_processing.md"
+      - Gradio Chat Interface: "swarms/ui/main.md"
       - Various Model Providers:
         - OpenAI: "swarms/examples/openai_example.md"
         - Anthropic: "swarms/examples/claude.md"
@@ -392,6 +393,7 @@ nav:
       - Swarms API Pricing: "swarms_cloud/api_pricing.md"
       - Swarms API Pricing in Chinese: "swarms_cloud/chinese_api_pricing.md"
       - Swarms Cloud Subscription Tiers: "swarms_cloud/subscription_tiers.md"
+
     - Swarm Ecosystem APIs:
       - MCS API: "swarms_cloud/mcs_api.md"
       # - CreateNow API: "swarms_cloud/create_api.md"
@@ -403,15 +405,14 @@ nav:
     - Overview: "swarms_platform/index.md"
     - Swarm Platform API Keys: "swarms_platform/apikeys.md"
     - Account Management: "swarms_platform/account_management.md"
-    - Swarms Chat Tutorial: "swarms/ui/main.md"
 
   - Swarms Rust:
     - Overview: "swarms_rs/overview.md"
     - Agents: "swarms_rs/agents.md"
 
-  - Governance:
-    - Resources: "governance/main.md"
-    - Tokenomics: "web3/token.md"
+  - Resources:
+    - Overview: "governance/main.md"
+  #   - Tokenomics: "web3/token.md"
 
     
     # - Prompts API: 

swarms/cli/main.py

@@ -67,7 +67,7 @@ def show_ascii_art():
         Text(ASCII_ART, style=f"bold {COLORS['primary']}"),
         border_style=COLORS["secondary"],
         title="[bold]Welcome to Swarms[/bold]",
-        subtitle="[dim]Power to the Swarms[/dim]",
+        subtitle="[dim]swarms.ai[/dim]",
     )
     console.print(panel)
 

swarms/communication/duckdb_wrap.py

@@ -78,6 +78,7 @@ class DuckDBConversation(BaseCommunication):
         # Lazy load duckdb with auto-installation
         try:
             import duckdb
+
             self.duckdb = duckdb
             self.duckdb_available = True
         except ImportError:
@@ -88,13 +89,14 @@ class DuckDBConversation(BaseCommunication):
                 import sys
 
                 # Install duckdb
-                subprocess.check_call([
-                    sys.executable, "-m", "pip", "install", "duckdb"
-                ])
+                subprocess.check_call(
+                    [sys.executable, "-m", "pip", "install", "duckdb"]
+                )
                 print("✅ DuckDB installed successfully!")
 
                 # Try importing again
                 import duckdb
+
                 self.duckdb = duckdb
                 self.duckdb_available = True
                 print("✅ DuckDB loaded successfully!")

swarms/communication/pulsar_struct.py

@@ -66,23 +66,33 @@ class PulsarConversation(BaseCommunication):
         # Lazy load Pulsar with auto-installation
         try:
             import pulsar
+
             self.pulsar = pulsar
             self.pulsar_available = True
         except ImportError:
             # Auto-install pulsar-client if not available
-            print("📦 Pulsar client not found. Installing automatically...")
+            print(
+                "📦 Pulsar client not found. Installing automatically..."
+            )
             try:
                 import subprocess
                 import sys
 
                 # Install pulsar-client
-                subprocess.check_call([
-                    sys.executable, "-m", "pip", "install", "pulsar-client"
-                ])
+                subprocess.check_call(
+                    [
+                        sys.executable,
+                        "-m",
+                        "pip",
+                        "install",
+                        "pulsar-client",
+                    ]
+                )
                 print("✅ Pulsar client installed successfully!")
 
                 # Try importing again
                 import pulsar
+
                 self.pulsar = pulsar
                 self.pulsar_available = True
                 print("✅ Pulsar loaded successfully!")
@@ -646,6 +656,7 @@ class PulsarConversation(BaseCommunication):
         """
         try:
             import pulsar
+
             pulsar_available = True
         except ImportError:
             logger.error("Pulsar client library is not installed")

swarms/communication/redis_wrap.py

@@ -31,6 +31,7 @@ try:
         RedisError,
         TimeoutError,
     )
+
     REDIS_AVAILABLE = True
 except ImportError:
     # Auto-install Redis at import time
@@ -40,9 +41,9 @@ except ImportError:
         import sys
 
         # Install redis
-        subprocess.check_call([
-            sys.executable, "-m", "pip", "install", "redis"
-        ])
+        subprocess.check_call(
+            [sys.executable, "-m", "pip", "install", "redis"]
+        )
         print("✅ Redis installed successfully!")
 
         # Try importing again
@@ -54,12 +55,15 @@ except ImportError:
             RedisError,
             TimeoutError,
         )
+
         REDIS_AVAILABLE = True
         print("✅ Redis loaded successfully!")
 
     except Exception as e:
         REDIS_AVAILABLE = False
-        print(f"❌ Failed to auto-install Redis. Please install manually with 'pip install redis': {e}")
+        print(
+            f"❌ Failed to auto-install Redis. Please install manually with 'pip install redis': {e}"
+        )
 
 
 class RedisConnectionError(Exception):
@@ -186,7 +190,11 @@ rdbchecksum yes
         try:
             if self.process:
                 # Send SAVE and BGSAVE commands before stopping if persistence is enabled
-                if self.persist and self.auto_persist and REDIS_AVAILABLE:
+                if (
+                    self.persist
+                    and self.auto_persist
+                    and REDIS_AVAILABLE
+                ):
                     try:
                         r = redis.Redis(
                             host="localhost", port=self.port

swarms/communication/supabase_wrap.py

@@ -96,24 +96,34 @@ class SupabaseConversation(BaseCommunication):
         # Lazy load Supabase with auto-installation
         try:
             from supabase import Client, create_client
+
             self.supabase_client = Client
             self.create_client = create_client
             self.supabase_available = True
         except ImportError:
             # Auto-install supabase if not available
-            print("📦 Supabase not found. Installing automatically...")
+            print(
+                "📦 Supabase not found. Installing automatically..."
+            )
             try:
                 import subprocess
                 import sys
 
                 # Install supabase
-                subprocess.check_call([
-                    sys.executable, "-m", "pip", "install", "supabase"
-                ])
+                subprocess.check_call(
+                    [
+                        sys.executable,
+                        "-m",
+                        "pip",
+                        "install",
+                        "supabase",
+                    ]
+                )
                 print("✅ Supabase installed successfully!")
 
                 # Try importing again
                 from supabase import Client, create_client
+
                 self.supabase_client = Client
                 self.create_client = create_client
                 self.supabase_available = True
@@ -179,7 +189,9 @@ class SupabaseConversation(BaseCommunication):
         )  # For thread-safe operations if any (e.g. token calculation)
 
         try:
-            self.client = self.create_client(supabase_url, supabase_key)
+            self.client = self.create_client(
+                supabase_url, supabase_key
+            )
             if self.enable_logging:
                 self.logger.info(
                     f"Successfully initialized Supabase client for URL: {supabase_url}"

swarms/structs/conversation.py

@@ -53,7 +53,16 @@ def get_conversation_dir():
 
 
 # Define available providers
-providers = Literal["mem0", "in-memory", "supabase", "redis", "sqlite", "duckdb", "pulsar"]
+providers = Literal[
+    "mem0",
+    "in-memory",
+    "supabase",
+    "redis",
+    "sqlite",
+    "duckdb",
+    "pulsar",
+]
+
 
 def _create_backend_conversation(backend: str, **kwargs):
     """
@@ -75,19 +84,34 @@ def _create_backend_conversation(backend: str, **kwargs):
     """
     try:
         if backend == "supabase":
-            from swarms.communication.supabase_wrap import SupabaseConversation
+            from swarms.communication.supabase_wrap import (
+                SupabaseConversation,
+            )
+
             return SupabaseConversation(**kwargs)
         elif backend == "redis":
-            from swarms.communication.redis_wrap import RedisConversation
+            from swarms.communication.redis_wrap import (
+                RedisConversation,
+            )
+
             return RedisConversation(**kwargs)
         elif backend == "sqlite":
-            from swarms.communication.sqlite_wrap import SQLiteConversation
+            from swarms.communication.sqlite_wrap import (
+                SQLiteConversation,
+            )
+
             return SQLiteConversation(**kwargs)
         elif backend == "duckdb":
-            from swarms.communication.duckdb_wrap import DuckDBConversation
+            from swarms.communication.duckdb_wrap import (
+                DuckDBConversation,
+            )
+
             return DuckDBConversation(**kwargs)
         elif backend == "pulsar":
-            from swarms.communication.pulsar_struct import PulsarConversation
+            from swarms.communication.pulsar_struct import (
+                PulsarConversation,
+            )
+
             return PulsarConversation(**kwargs)
         else:
             raise ValueError(
@@ -104,7 +128,9 @@ def _create_backend_conversation(backend: str, **kwargs):
             "pulsar": "pip install pulsar-client",
         }
 
-        install_cmd = backend_deps.get(backend, f"Check documentation for {backend}")
+        install_cmd = backend_deps.get(
+            backend, f"Check documentation for {backend}"
+        )
         logger.error(
             f"Failed to initialize {backend} backend. "
             f"Missing dependencies. Install with: {install_cmd}"
@@ -190,7 +216,6 @@ class Conversation(BaseStructure):
         auto_persist: bool = True,
         redis_data_dir: Optional[str] = None,
         conversations_dir: Optional[str] = None,
-
         *args,
         **kwargs,
     ):
@@ -202,7 +227,15 @@ class Conversation(BaseStructure):
         self.backend_instance = None
 
         # Validate backend
-        valid_backends = ["in-memory", "mem0", "supabase", "redis", "sqlite", "duckdb", "pulsar"]
+        valid_backends = [
+            "in-memory",
+            "mem0",
+            "supabase",
+            "redis",
+            "sqlite",
+            "duckdb",
+            "pulsar",
+        ]
         if self.backend not in valid_backends:
             raise ValueError(
                 f"Invalid backend: '{self.backend}'. "
@@ -243,7 +276,13 @@ class Conversation(BaseStructure):
         self.conversations_dir = conversations_dir
 
         # Initialize backend if using persistent storage
-        if self.backend in ["supabase", "redis", "sqlite", "duckdb", "pulsar"]:
+        if self.backend in [
+            "supabase",
+            "redis",
+            "sqlite",
+            "duckdb",
+            "pulsar",
+        ]:
             try:
                 self._initialize_backend(
                     supabase_url=supabase_url,
@@ -258,7 +297,7 @@ class Conversation(BaseStructure):
                     persist_redis=persist_redis,
                     auto_persist=auto_persist,
                     redis_data_dir=redis_data_dir,
-                    **kwargs
+                    **kwargs,
                 )
             except Exception as e:
                 logger.warning(
@@ -297,33 +336,49 @@ class Conversation(BaseStructure):
 
         # Add backend-specific parameters
         if self.backend == "supabase":
-            supabase_url = kwargs.get("supabase_url") or os.getenv("SUPABASE_URL")
-            supabase_key = kwargs.get("supabase_key") or os.getenv("SUPABASE_ANON_KEY")
+            supabase_url = kwargs.get("supabase_url") or os.getenv(
+                "SUPABASE_URL"
+            )
+            supabase_key = kwargs.get("supabase_key") or os.getenv(
+                "SUPABASE_ANON_KEY"
+            )
 
             if not supabase_url or not supabase_key:
                 raise ValueError(
                     "Supabase backend requires 'supabase_url' and 'supabase_key' parameters "
                     "or SUPABASE_URL and SUPABASE_ANON_KEY environment variables"
                 )
-            backend_kwargs.update({
+            backend_kwargs.update(
+                {
                     "supabase_url": supabase_url,
                     "supabase_key": supabase_key,
-                "table_name": kwargs.get("table_name", "conversations"),
-            })
+                    "table_name": kwargs.get(
+                        "table_name", "conversations"
+                    ),
+                }
+            )
 
         elif self.backend == "redis":
-            backend_kwargs.update({
-                "redis_host": kwargs.get("redis_host", "localhost"),
+            backend_kwargs.update(
+                {
+                    "redis_host": kwargs.get(
+                        "redis_host", "localhost"
+                    ),
                     "redis_port": kwargs.get("redis_port", 6379),
                     "redis_db": kwargs.get("redis_db", 0),
                     "redis_password": kwargs.get("redis_password"),
-                "use_embedded_redis": kwargs.get("use_embedded_redis", True),
-                "persist_redis": kwargs.get("persist_redis", True),
+                    "use_embedded_redis": kwargs.get(
+                        "use_embedded_redis", True
+                    ),
+                    "persist_redis": kwargs.get(
+                        "persist_redis", True
+                    ),
                     "auto_persist": kwargs.get("auto_persist", True),
                     "redis_data_dir": kwargs.get("redis_data_dir"),
                     "conversation_id": self.id,
                     "name": self.name,
-            })
+                }
+            )
 
         elif self.backend in ["sqlite", "duckdb"]:
             db_path = kwargs.get("db_path")
@@ -332,17 +387,27 @@ class Conversation(BaseStructure):
 
         elif self.backend == "pulsar":
             # Add pulsar-specific parameters
-            backend_kwargs.update({
-                "pulsar_url": kwargs.get("pulsar_url", "pulsar://localhost:6650"),
-                "topic": kwargs.get("topic", f"conversation-{self.id}"),
-            })
+            backend_kwargs.update(
+                {
+                    "pulsar_url": kwargs.get(
+                        "pulsar_url", "pulsar://localhost:6650"
+                    ),
+                    "topic": kwargs.get(
+                        "topic", f"conversation-{self.id}"
+                    ),
+                }
+            )
 
         # Create the backend instance
         logger.info(f"Initializing {self.backend} backend...")
-        self.backend_instance = _create_backend_conversation(self.backend, **backend_kwargs)
+        self.backend_instance = _create_backend_conversation(
+            self.backend, **backend_kwargs
+        )
 
         # Log successful initialization
-        logger.info(f"Successfully initialized {self.backend} backend for conversation '{self.name}'")
+        logger.info(
+            f"Successfully initialized {self.backend} backend for conversation '{self.name}'"
+        )
 
     def setup(self):
         # Set up conversations directory
@@ -473,7 +538,9 @@ class Conversation(BaseStructure):
                 )
             else:
                 # Fallback to in-memory if mem0 is not available
-                logger.warning("Mem0 provider not available, falling back to in-memory storage")
+                logger.warning(
+                    "Mem0 provider not available, falling back to in-memory storage"
+                )
                 self.add_in_memory(role, content)
 
     def add(
@@ -486,9 +553,13 @@ class Conversation(BaseStructure):
         # If using a persistent backend, delegate to it
         if self.backend_instance:
             try:
-                return self.backend_instance.add(role=role, content=content, metadata=metadata)
+                return self.backend_instance.add(
+                    role=role, content=content, metadata=metadata
+                )
             except Exception as e:
-                logger.error(f"Backend add failed: {e}. Falling back to in-memory.")
+                logger.error(
+                    f"Backend add failed: {e}. Falling back to in-memory."
+                )
                 return self.add_in_memory(role, content)
         elif self.provider == "in-memory":
             return self.add_in_memory(role, content)
@@ -570,7 +641,9 @@ class Conversation(BaseStructure):
         """
         if self.backend_instance:
             try:
-                return self.backend_instance.update(index, role, content)
+                return self.backend_instance.update(
+                    index, role, content
+                )
             except Exception as e:
                 logger.error(f"Backend update failed: {e}")
                 raise
@@ -630,7 +703,9 @@ class Conversation(BaseStructure):
         """
         if self.backend_instance:
             try:
-                return self.backend_instance.display_conversation(detailed)
+                return self.backend_instance.display_conversation(
+                    detailed
+                )
             except Exception as e:
                 logger.error(f"Backend display failed: {e}")
                 # Fallback to in-memory display
@@ -668,7 +743,9 @@ class Conversation(BaseStructure):
 
         if self.backend_instance:
             try:
-                return self.backend_instance.export_conversation(filename, *args, **kwargs)
+                return self.backend_instance.export_conversation(
+                    filename, *args, **kwargs
+                )
             except Exception as e:
                 logger.error(f"Backend export failed: {e}")
                 # Fallback to in-memory export
@@ -680,9 +757,11 @@ class Conversation(BaseStructure):
             self.save_as_json(filename)
         else:
             # Simple text export for non-JSON files
-            with open(filename, "w",encoding="utf-8") as f:
+            with open(filename, "w", encoding="utf-8") as f:
                 for message in self.conversation_history:
-                    f.write(f"{message['role']}: {message['content']}\n")
+                    f.write(
+                        f"{message['role']}: {message['content']}\n"
+                    )
 
     def import_conversation(self, filename: str):
         """Import a conversation history from a file.
@@ -692,7 +771,9 @@ class Conversation(BaseStructure):
         """
         if self.backend_instance:
             try:
-                return self.backend_instance.import_conversation(filename)
+                return self.backend_instance.import_conversation(
+                    filename
+                )
             except Exception as e:
                 logger.error(f"Backend import failed: {e}")
                 # Fallback to in-memory import
@@ -710,7 +791,9 @@ class Conversation(BaseStructure):
             try:
                 return self.backend_instance.count_messages_by_role()
             except Exception as e:
-                logger.error(f"Backend count_messages_by_role failed: {e}")
+                logger.error(
+                    f"Backend count_messages_by_role failed: {e}"
+                )
                 # Fallback to local implementation below
                 pass
         # Initialize counts with expected roles
@@ -731,6 +814,7 @@ class Conversation(BaseStructure):
                 counts[role] = counts.get(role, 0) + 1
 
         return counts
+
     def return_history_as_string(self):
         """Return the conversation history as a string.
 
@@ -739,9 +823,13 @@ class Conversation(BaseStructure):
         """
         if self.backend_instance:
             try:
-                return self.backend_instance.return_history_as_string()
+                return (
+                    self.backend_instance.return_history_as_string()
+                )
             except Exception as e:
-                logger.error(f"Backend return_history_as_string failed: {e}")
+                logger.error(
+                    f"Backend return_history_as_string failed: {e}"
+                )
                 # Fallback to in-memory implementation
                 pass
 
@@ -1000,9 +1088,13 @@ class Conversation(BaseStructure):
         """
         if self.backend_instance:
             try:
-                return self.backend_instance.get_last_message_as_string()
+                return (
+                    self.backend_instance.get_last_message_as_string()
+                )
             except Exception as e:
-                logger.error(f"Backend get_last_message_as_string failed: {e}")
+                logger.error(
+                    f"Backend get_last_message_as_string failed: {e}"
+                )
                 # Fallback to in-memory implementation
                 pass
         elif self.provider == "mem0":
@@ -1025,7 +1117,9 @@ class Conversation(BaseStructure):
             try:
                 return self.backend_instance.return_messages_as_list()
             except Exception as e:
-                logger.error(f"Backend return_messages_as_list failed: {e}")
+                logger.error(
+                    f"Backend return_messages_as_list failed: {e}"
+                )
                 # Fallback to in-memory implementation
                 pass
         return [
@@ -1041,9 +1135,13 @@ class Conversation(BaseStructure):
         """
         if self.backend_instance:
             try:
-                return self.backend_instance.return_messages_as_dictionary()
+                return (
+                    self.backend_instance.return_messages_as_dictionary()
+                )
             except Exception as e:
-                logger.error(f"Backend return_messages_as_dictionary failed: {e}")
+                logger.error(
+                    f"Backend return_messages_as_dictionary failed: {e}"
+                )
                 # Fallback to in-memory implementation
                 pass
         return [
@@ -1099,9 +1197,13 @@ class Conversation(BaseStructure):
         """
         if self.backend_instance:
             try:
-                return self.backend_instance.get_final_message_content()
+                return (
+                    self.backend_instance.get_final_message_content()
+                )
             except Exception as e:
-                logger.error(f"Backend get_final_message_content failed: {e}")
+                logger.error(
+                    f"Backend get_final_message_content failed: {e}"
+                )
                 # Fallback to in-memory implementation
                 pass
         if self.conversation_history:
@@ -1119,7 +1221,9 @@ class Conversation(BaseStructure):
             try:
                 return self.backend_instance.return_all_except_first()
             except Exception as e:
-                logger.error(f"Backend return_all_except_first failed: {e}")
+                logger.error(
+                    f"Backend return_all_except_first failed: {e}"
+                )
                 # Fallback to in-memory implementation
                 pass
         return self.conversation_history[2:]
@@ -1132,9 +1236,13 @@ class Conversation(BaseStructure):
         """
         if self.backend_instance:
             try:
-                return self.backend_instance.return_all_except_first_string()
+                return (
+                    self.backend_instance.return_all_except_first_string()
+                )
             except Exception as e:
-                logger.error(f"Backend return_all_except_first_string failed: {e}")
+                logger.error(
+                    f"Backend return_all_except_first_string failed: {e}"
+                )
                 # Fallback to in-memory implementation
                 pass
         return "\n".join(

tests/communication/test_redis.py

@@ -86,7 +86,9 @@ class RedisConversationTester:
         """Initialize Redis server and conversation for testing."""
         try:
             # Try first with external Redis (if available)
-            logger.info("Trying to connect to external Redis server...")
+            logger.info(
+                "Trying to connect to external Redis server..."
+            )
             self.conversation = RedisConversation(
                 system_prompt="Test System Prompt",
                 redis_host="localhost",
@@ -94,10 +96,14 @@ class RedisConversationTester:
                 redis_retry_attempts=1,
                 use_embedded_redis=False,  # Try external first
             )
-            logger.info("Successfully connected to external Redis server")
+            logger.info(
+                "Successfully connected to external Redis server"
+            )
             return True
         except Exception as external_error:
-            logger.info(f"External Redis connection failed: {external_error}")
+            logger.info(
+                f"External Redis connection failed: {external_error}"
+            )
             logger.info("Trying to start embedded Redis server...")
 
             try:
@@ -109,10 +115,14 @@ class RedisConversationTester:
                     redis_retry_attempts=3,
                     use_embedded_redis=True,
                 )
-                logger.info("Successfully started embedded Redis server")
+                logger.info(
+                    "Successfully started embedded Redis server"
+                )
                 return True
             except Exception as embedded_error:
-                logger.error(f"Both external and embedded Redis failed:")
+                logger.error(
+                    "Both external and embedded Redis failed:"
+                )
                 logger.error(f"  External: {external_error}")
                 logger.error(f"  Embedded: {embedded_error}")
                 return False
@@ -122,10 +132,16 @@ class RedisConversationTester:
         if self.conversation:
             try:
                 # Check if we have an embedded server to stop
-                if hasattr(self.conversation, 'embedded_server') and self.conversation.embedded_server is not None:
+                if (
+                    hasattr(self.conversation, "embedded_server")
+                    and self.conversation.embedded_server is not None
+                ):
                     self.conversation.embedded_server.stop()
                 # Close Redis client if it exists
-                if hasattr(self.conversation, 'redis_client') and self.conversation.redis_client:
+                if (
+                    hasattr(self.conversation, "redis_client")
+                    and self.conversation.redis_client
+                ):
                     self.conversation.redis_client.close()
             except Exception as e:
                 logger.warning(f"Error during cleanup: {str(e)}")
@@ -156,11 +172,17 @@ class RedisConversationTester:
         if isinstance(last_message, str):
             try:
                 parsed_content = json.loads(last_message)
-                assert isinstance(parsed_content, dict), "Failed to handle JSON message"
+                assert isinstance(
+                    parsed_content, dict
+                ), "Failed to handle JSON message"
             except json.JSONDecodeError:
-                assert False, "JSON message was not stored as valid JSON"
+                assert (
+                    False
+                ), "JSON message was not stored as valid JSON"
         else:
-            assert isinstance(last_message, dict), "Failed to handle JSON message"
+            assert isinstance(
+                last_message, dict
+            ), "Failed to handle JSON message"
 
     def test_search(self):
         """Test search functionality."""
@@ -175,7 +197,9 @@ class RedisConversationTester:
         )
         if initial_count > 0:
             self.conversation.delete(0)
-            new_count = len(self.conversation.return_messages_as_list())
+            new_count = len(
+                self.conversation.return_messages_as_list()
+            )
             assert (
                 new_count == initial_count - 1
             ), "Failed to delete message"
@@ -228,7 +252,9 @@ class RedisConversationTester:
         self.conversation.add("user", "token test message")
         time.sleep(1)  # Wait for async token counting
         messages = self.conversation.to_dict()
-        assert isinstance(messages, list), "Token counting test completed"
+        assert isinstance(
+            messages, list
+        ), "Token counting test completed"
 
     def test_cache_operations(self):
         """Test cache operations."""
@@ -254,7 +280,9 @@ class RedisConversationTester:
 
         try:
             if not self.setup():
-                logger.warning("Failed to setup Redis connection. This is expected on systems without Redis server.")
+                logger.warning(
+                    "Failed to setup Redis connection. This is expected on systems without Redis server."
+                )
 
                 # Generate a report indicating the limitation
                 setup_failed_md = [
@@ -265,7 +293,7 @@ class RedisConversationTester:
                     "## Summary",
                     "❌ **Redis Server Setup Failed**",
                     "",
-                    "The Redis conversation class will work properly when a Redis server is available."
+                    "The Redis conversation class will work properly when a Redis server is available.",
                 ]
 
                 return "\n".join(setup_failed_md)
@@ -304,9 +332,13 @@ def main():
 
     # Save results to file
     try:
-        with open("redis_test_results.md", "w", encoding="utf-8") as f:
+        with open(
+            "redis_test_results.md", "w", encoding="utf-8"
+        ) as f:
             f.write(markdown_results)
-        logger.info("Test results have been saved to redis_test_results.md")
+        logger.info(
+            "Test results have been saved to redis_test_results.md"
+        )
     except Exception as e:
         logger.error(f"Failed to save test results: {e}")