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swarms/swarms/structs
History
Kye Gomez 4a57c20aa8
[Improvement][ForestSwarm][Improve format and structure] [Improvement][Agent][Add more verbose logging for mcp] [Docs][ForestSwarm] 		2 days ago
..
__init__.py [Improvement][AgentRouter][ Now leverages litellm embedding instead chromadb] [CLEANUP][Removed un-used util files and cleaned up artifacts] 3 days ago
agent.py [Improvement][ForestSwarm][Improve format and structure] [Improvement][Agent][Add more verbose logging for mcp] [Docs][ForestSwarm] 2 days ago
agent_loader.py [FIX][1091][Docs for custom base url] [FIX][1092][ReturnType issue for agent yaml] 4 weeks ago
agent_rearrange.py [IMPROVEMENT][AgentRearrange][Integrate concurrent agent execution in agent rearrange through the comma type] [AgentRearrange][Docs] 1 month ago
agent_registry.py swarms api docs 8 months ago
agent_roles.py agent roles for routers 8 months ago
agent_router.py [Improvement][AgentRouter][ Now leverages litellm embedding instead chromadb] [CLEANUP][Removed un-used util files and cleaned up artifacts] 3 days ago
aop.py [Improvement][AgentRouter][ Now leverages litellm embedding instead chromadb] [CLEANUP][Removed un-used util files and cleaned up artifacts] 3 days ago
auto_swarm_builder.py fix Attempting to unpack Pydantic BaseModel directly with ** operator 2 weeks ago
base_structure.py [5.6.8] 1 year ago
base_swarm.py [FIX][Mcp logic file path name] [Improvement][Majority voting] [Improvement][Agent markdown formatter] 2 months ago
batch_agent_execution.py [Improve MOA] [Improve alt swarms] [Improvement][run_agents_concurrently] [Description: aadded output agent types and image handling] [delete meme agent personator agent] 1 week ago
batched_grid_workflow.py [Multi-MCP Examples] [Docs for multi mcp] [FIX][MCP client migration to streamable http instead of sse] [cleanup][examples] 1 month ago
board_of_directors_swarm.py [FIX][AgentLoader] [REMOVE][DeepResearchSwarm] 2 months ago
collaborative_utils.py [FEAT][SelfMoASeq] [README][AOP Example] [feat][talk_to_agent] 1 week ago
concat.py [5.4.8] 1 year ago
concurrent_workflow.py [FIX][SocialAlgorithms] [EXAMPLES][Swarms Update 8.5.0 Update] 4 days ago
conversation.py [REMOVE][Conversation Backends like Supabase, Redis, and more] 2 weeks ago
council_as_judge.py [IMPROVEMENT][AgentLoader with markdown, csv, and other capaibilties] [fix examples] [swarms.utils.agent_loader -> MarkdownAgentLoader] [util][swarm_id] [Improve SequentialWorkflowPrompting] 2 months ago
cron_job.py [Improvement][ForestSwarm][Improve format and structure] [Improvement][Agent][Add more verbose logging for mcp] [Docs][ForestSwarm] 2 days ago
csv_to_agent.py [MIGRATION][gpt-4o to gpt-4.1] [FEATURE][AOP][Agent orchestration Protocol]++[DOCS] [Examples] 3 weeks ago
custom_agent.py [FEAT][New Multi-Agent Execution utilities][run_agents_concurrently_uvloop] [run_agents_with_tasks_uvloop] [Improvement][Improved the batched_grid_agent_execution to use concurrent futures] [Updated docs] [Agent][Fix batched run] [FEAT][CustomAgent] [New util examples] 1 month ago
deep_discussion.py [feat][all new multi-agent methods] [feat][cronjob] [improvement][graphworkflow] 3 months ago
graph_workflow.py fix readme 3 months ago
groupchat.py agent api completions docs 5 months ago
heavy_swarm.py [FIX][Email] [fix heavy swarm prompt] 2 weeks ago
hiearchical_swarm.py [FEAT][Agent Prompt Transform] [Hiearchical][Examples] 1 month ago
hierarchical_structured_communication_framework.py [FIX][AgentLoader] [REMOVE][DeepResearchSwarm] 2 months ago
hybrid_hiearchical_peer_swarm.py [NEW DOCS] [Updated swarms api documentation] [IMPR] [Improved swarms output types and automatic port] 5 months ago
image_batch_processor.py [FEAT][Interactive Groupchat] + [DOCS][Agents as tools] 5 months ago
interactive_groupchat.py fix docs protocols 3 months ago
ma_blocks.py agent with tools 5 months ago
ma_utils.py [FEAT][Queue for AOP][NEW AOP EXAMPLES] 2 weeks ago
majority_voting.py [MIGRATION][gpt-4o to gpt-4.1] [FEATURE][AOP][Agent orchestration Protocol]++[DOCS] [Examples] 3 weeks ago
malt.py swarms rust documentation code 5 months ago
mixture_of_agents.py [Improve MOA] [Improve alt swarms] [Improvement][run_agents_concurrently] [Description: aadded output agent types and image handling] [delete meme agent personator agent] 1 week ago
model_router.py [MIGRATION][gpt-4o to gpt-4.1] [FEATURE][AOP][Agent orchestration Protocol]++[DOCS] [Examples] 3 weeks ago
multi_agent_debates.py [feat][all new multi-agent methods] [feat][cronjob] [improvement][graphworkflow] 3 months ago
multi_agent_exec.py [Improve MOA] [Improve alt swarms] [Improvement][run_agents_concurrently] [Description: aadded output agent types and image handling] [delete meme agent personator agent] 1 week ago
multi_agent_router.py [FEAT][SocialAlgorithms][Docs] [Removed un-used docs] 6 days ago
multi_model_gpu_manager.py [feats][swarms.communication] + [docs][cleanup] + [tests][cleanup and swarms.communication] 5 months ago
omni_agent_types.py [DOCS][LUMO] 9 months ago
qa_swarm.py [feat][heavyswarm][docs] [demo][persona sim] [feat][electionswarm] [enhance] [agentjudge][docs] 3 months ago
round_robin.py [DOCS][Fix docs with old swarms_model code] 2 months ago
safe_loading.py [FEAT][Agent][save][load] [FIX][openai assistants] 10 months ago
self_moa_seq.py [FIX][SocialAlgorithms] [EXAMPLES][Swarms Update 8.5.0 Update] 4 days ago
sequential_workflow.py [EXAMPLES][Hackathon section] [DEPDENCIES][ORJSON] 3 weeks ago
social_algorithms.py [Improvement][AgentRouter][ Now leverages litellm embedding instead chromadb] [CLEANUP][Removed un-used util files and cleaned up artifacts] 3 days ago
spreadsheet_swarm.py [IMPROVEMENT][Improve SpreadSheetSwarm, make it truly concurrent, improve csv logging, improve docs, new examples] 4 weeks ago
stopping_conditions.py fix system prompt, fix agent prompting swarms, new auto swarm builder, auto swarm builder docs, and more 6 months ago
swarm_id.py [IMPROVEMENT][AgentLoader with markdown, csv, and other capaibilties] [fix examples] [swarms.utils.agent_loader -> MarkdownAgentLoader] [util][swarm_id] [Improve SequentialWorkflowPrompting] 2 months ago
swarm_rearrange.py [REMOVE][Conversation Backends like Supabase, Redis, and more] 2 weeks ago
swarm_registry.py [LOGGING FIXES] 11 months ago
swarm_router.py [EXAMPLES][Hackathon section] [DEPDENCIES][ORJSON] 3 weeks ago
swarming_architectures.py [NEW DOCS] [Updated swarms api documentation] [IMPR] [Improved swarms output types and automatic port] 5 months ago
transforms.py [MIGRATION][gpt-4o to gpt-4.1] [FEATURE][AOP][Agent orchestration Protocol]++[DOCS] [Examples] 3 weeks ago
tree_swarm.py [Improvement][ForestSwarm][Improve format and structure] [Improvement][Agent][Add more verbose logging for mcp] [Docs][ForestSwarm] 2 days ago
utils.py [7.1.2] - many files deleted 9 months ago
various_alt_swarms.py [Improve MOA] [Improve alt swarms] [Improvement][run_agents_concurrently] [Description: aadded output agent types and image handling] [delete meme agent personator agent] 1 week ago