{"data":{"slug":"kyegomez-swarms","name":"swarms","tagline":"The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework","github_url":"https://github.com/kyegomez/swarms","owner":"kyegomez","repo":"swarms","owner_avatar_url":"https://avatars.githubusercontent.com/u/98760976?v=4","primary_language":"Python","stars":6994,"forks":971,"topics":["agentic-ai","agentic-workflow","agents","ai","artificial-intelligence","chatgpt","claude-code","gpt4all","huggingface","langchain","langchain-python","machine-learning","multi-agent-systems","prompt-engineering","prompt-toolkit","prompting","swarms","tree-of-thoughts"],"archived":false,"github_pushed_at":"2026-07-27T22:36:02+00:00","maintenance_label":"Very active","url":"https://www.graphcanon.com/tools/kyegomez-swarms","markdown_url":"https://www.graphcanon.com/tools/kyegomez-swarms.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/kyegomez-swarms","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=kyegomez-swarms","description":"The Enterprise-Grade Multi-Agent Orchestration Framework. Website: https://swarms.ai","homepage_url":"https://docs.swarms.world","license":"Apache-2.0","open_issues":57,"watchers":66,"ai_summary":"A framework for orchestrating multi-agent systems in an enterprise environment with support for various AI models and frameworks.","readme_excerpt":"# Pip install swarms-tools\nfrom swarms_tools import exa_search\n\nswarm = HeavySwarm(\n    name=\"Gold ETF Research Team\",\n    description=\"A team of agents that research the best gold ETFs\",\n    worker_model_name=\"claude-sonnet-4-20250514\",\n    show_dashboard=True,\n    question_agent_model_name=\"gpt-5.4\",\n    loops_per_agent=1,\n    agent_prints_on=False,\n    worker_tools=[exa_search],\n    random_loops_per_agent=True,\n)\n\nprompt = (\n    \"Find the best 3 gold ETFs. For each ETF, provide the ticker symbol, \"\n    \"full name, current price, expense ratio, assets under management, and \"\n    \"a brief explanation of why it is considered among the best. Present the information \"\n    \"in a clear, structured format suitable for investors. Scrape the data from the web. \"\n)\n\nout = swarm.run(prompt)\nprint(out)\n\n```\n\nThe `HeavySwarm` provides:\n\n- **5-Phase Analysis**: Question generation, research, analysis, alternatives, and verification\n\n- **Specialized Agents**: Each phase uses purpose-built agents for optimal results\n\n- **Comprehensive Coverage**: Multiple perspectives and thorough investigation\n\n- **Real-time Dashboard**: Optional visualization of the analysis process\n\n- **Structured Output**: Well-organized and actionable results\n\nThis architecture is perfect for financial analysis, strategic planning, research reports, and any task requiring deep, multi-faceted analysis. [Learn more about HeavySwarm](https://docs.swarms.world/api/heavy-swarm)\n\n---\n\n---\n\n# License\n\nSwarms is licensed under the Apache License 2.0. [Learn more here](./LICENSE)","github_created_at":"2023-05-11T01:09:00+00:00","created_at":"2026-07-11T11:56:47.30061+00:00","updated_at":"2026-07-28T00:00:30.381174+00:00","categories":[{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"},{"slug":"developer-tools","name":"Developer Tools","url":"https://www.graphcanon.com/categories/developer-tools","markdown_url":"https://www.graphcanon.com/categories/developer-tools.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/developer-tools"}],"tags":[{"slug":"agentic-ai","name":"agentic-ai"},{"slug":"agentic-workflow","name":"agentic-workflow"},{"slug":"agents","name":"agents"},{"slug":"ai","name":"ai"},{"slug":"artificial-intelligence","name":"artificial-intelligence"},{"slug":"chatgpt","name":"chatgpt"},{"slug":"claude-code","name":"claude-code"},{"slug":"gpt4all","name":"gpt4all"}],"trust":{"provenance":{"is_fork":false,"github_id":639195966,"owner_type":"User","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-28T00:00:29.582Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":0,"days_since_push":0,"last_release_at":"2024-12-27T20:30:59Z"},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T11:56:49.571Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-07-28T00:00:30.026Z"},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-07-28T00:00:30.026Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-07-28T00:00:30.026Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-07-28T00:00:30.026Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["Use Swarms if your project requires sophisticated orchestration of multiple agents within a large-scale, enterprise environment.","Select Swarms when you want to leverage its broad compatibility with different AI models such as GPT4All, HuggingFace, and LangChain."],"when_not_to_use":["Do not use Swarms if your project is small in scale or does not require the orchestration of multiple agents, as it might introduce unnecessary complexity.","Avoid Swarms if your development team lacks enterprise-grade multi-agent system experience, as its advanced features could be difficult to manage without proper expertise."],"source":"enrich:decision_facts","observed_at":"2026-07-16T23:12:35.983Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"Swarms is an enterprise-grade framework designed for orchestrating multi-agent systems in production environments with comprehensive support for integrating various AI models and frameworks."}]}}