{"adoption": {"forks": 8907, "observed_at": "2026-08-28T04:12:20.941598+00:00", "stars": 70050}, "canonical_url": "https://ross.abutalabs.com/products/metagpt", "card": {"archived": false, "artifact_type": "framework", "description": "🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming", "domain": ["large-language-models", "developer-tools"], "enriched": true, "function": ["agent-framework", "llm-inference", "prompt-engineering", "workflow-automation"], "health_score": 69, "homepage": "https://atoms.dev/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["FoundationAgents/MetaGPT"], "name": "FoundationAgents/MetaGPT", "platform": ["python", "cross-platform", "cli"], "pushed_at": "2026-01-21T10:12:33+00:00", "repo": "FoundationAgents/MetaGPT", "stars": 70050, "tags": ["multi-agent", "llm", "sop", "software-company-simulation", "natural-language-programming", "gpt", "ai-agents", "automation"], "topics": ["agent", "gpt", "llm", "metagpt", "multi-agent"], "urls": [], "use_cases": ["generate a full software project from a one-line requirement", "orchestrate multiple LLM agents with role-based collaboration", "automatically produce PRDs, API designs, and code from prompts", "build custom multi-agent workflows in Python", "research on agentic workflow generation and LLM collaboration"], "what_it_is": "MetaGPT is an open-source multi-agent framework that assigns roles like product manager, architect, and engineer to LLM-powered agents, simulating a software company's workflow. Given a one-line requirement, it produces artifacts such as user stories, competitive analysis, requirements, data structures, APIs, and code via orchestrated standard operating procedures.", "when_to_avoid": ["you need a single-agent chatbot or simple LLM wrapper", "you require a no-code hosted product rather than a Python framework", "your Python version is outside the supported 3.9-3.11 range"], "when_to_choose": ["you want a mature, well-cited multi-agent framework with an active community", "you need role-based agent teams following SOPs to generate software artifacts", "you are doing research or prototyping with LLM-based agent collaboration in Python"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/metagpt", "repo": "FoundationAgents/MetaGPT", "role": "main", "score": 48}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T16:16:23.095341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "352757c57b6e935f81b71649c58607bf6673b9f0dc211f5cba0ec5c9af88b53a", "fetched_at": "2026-08-28T04:12:20.941598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/FoundationAgents/MetaGPT"}, {"content_hash": "04c6321099bce1b5b745de243bdf15949795f751d72ee02be476304d088ec6e1", "fetched_at": "2026-08-28T17:50:54.607543+00:00", "kind": "homepage", "missing": false, "url": "https://atoms.dev/"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-28T17:50:54.617594+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-28T17:50:54.619566+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T16:16:23.095341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "352757c57b6e935f81b71649c58607bf6673b9f0dc211f5cba0ec5c9af88b53a", "fetched_at": "2026-08-28T04:12:20.941598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/FoundationAgents/MetaGPT"}, {"content_hash": "04c6321099bce1b5b745de243bdf15949795f751d72ee02be476304d088ec6e1", "fetched_at": "2026-08-28T17:50:54.607543+00:00", "kind": "homepage", "missing": false, "url": "https://atoms.dev/"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-28T17:50:54.617594+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-28T17:50:54.619566+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T16:16:23.095341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "352757c57b6e935f81b71649c58607bf6673b9f0dc211f5cba0ec5c9af88b53a", "fetched_at": "2026-08-28T04:12:20.941598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/FoundationAgents/MetaGPT"}, {"content_hash": "04c6321099bce1b5b745de243bdf15949795f751d72ee02be476304d088ec6e1", "fetched_at": "2026-08-28T17:50:54.607543+00:00", "kind": "homepage", "missing": false, "url": "https://atoms.dev/"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-28T17:50:54.617594+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-28T17:50:54.619566+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T16:16:23.095341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "352757c57b6e935f81b71649c58607bf6673b9f0dc211f5cba0ec5c9af88b53a", "fetched_at": "2026-08-28T04:12:20.941598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/FoundationAgents/MetaGPT"}, {"content_hash": "04c6321099bce1b5b745de243bdf15949795f751d72ee02be476304d088ec6e1", "fetched_at": "2026-08-28T17:50:54.607543+00:00", "kind": "homepage", "missing": false, "url": "https://atoms.dev/"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-28T17:50:54.617594+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-28T17:50:54.619566+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T16:16:23.095341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "352757c57b6e935f81b71649c58607bf6673b9f0dc211f5cba0ec5c9af88b53a", "fetched_at": "2026-08-28T04:12:20.941598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/FoundationAgents/MetaGPT"}, {"content_hash": "04c6321099bce1b5b745de243bdf15949795f751d72ee02be476304d088ec6e1", "fetched_at": "2026-08-28T17:50:54.607543+00:00", "kind": "homepage", "missing": false, "url": "https://atoms.dev/"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-28T17:50:54.617594+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-28T17:50:54.619566+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T16:16:23.095341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "352757c57b6e935f81b71649c58607bf6673b9f0dc211f5cba0ec5c9af88b53a", "fetched_at": "2026-08-28T04:12:20.941598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/FoundationAgents/MetaGPT"}, {"content_hash": "04c6321099bce1b5b745de243bdf15949795f751d72ee02be476304d088ec6e1", "fetched_at": "2026-08-28T17:50:54.607543+00:00", "kind": "homepage", "missing": false, "url": "https://atoms.dev/"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-28T17:50:54.617594+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-28T17:50:54.619566+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:12:20.941598+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T16:16:23.095341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "352757c57b6e935f81b71649c58607bf6673b9f0dc211f5cba0ec5c9af88b53a", "fetched_at": "2026-08-28T04:12:20.941598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/FoundationAgents/MetaGPT"}, {"content_hash": "04c6321099bce1b5b745de243bdf15949795f751d72ee02be476304d088ec6e1", "fetched_at": "2026-08-28T17:50:54.607543+00:00", "kind": "homepage", "missing": false, "url": "https://atoms.dev/"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-28T17:50:54.617594+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-28T17:50:54.619566+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T16:16:23.095341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "352757c57b6e935f81b71649c58607bf6673b9f0dc211f5cba0ec5c9af88b53a", "fetched_at": "2026-08-28T04:12:20.941598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/FoundationAgents/MetaGPT"}, {"content_hash": "04c6321099bce1b5b745de243bdf15949795f751d72ee02be476304d088ec6e1", "fetched_at": "2026-08-28T17:50:54.607543+00:00", "kind": "homepage", "missing": false, "url": "https://atoms.dev/"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-28T17:50:54.617594+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-28T17:50:54.619566+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T16:16:23.095341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "352757c57b6e935f81b71649c58607bf6673b9f0dc211f5cba0ec5c9af88b53a", "fetched_at": "2026-08-28T04:12:20.941598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/FoundationAgents/MetaGPT"}, {"content_hash": "04c6321099bce1b5b745de243bdf15949795f751d72ee02be476304d088ec6e1", "fetched_at": "2026-08-28T17:50:54.607543+00:00", "kind": "homepage", "missing": false, "url": "https://atoms.dev/"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-28T17:50:54.617594+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-28T17:50:54.619566+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T16:16:23.095341+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "352757c57b6e935f81b71649c58607bf6673b9f0dc211f5cba0ec5c9af88b53a", "fetched_at": "2026-08-28T04:12:20.941598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/FoundationAgents/MetaGPT"}, {"content_hash": "04c6321099bce1b5b745de243bdf15949795f751d72ee02be476304d088ec6e1", "fetched_at": "2026-08-28T17:50:54.607543+00:00", "kind": "homepage", "missing": false, "url": "https://atoms.dev/"}, {"content_hash": "65561224983852dd3c13d5e977ea3840354323894ffdb89df32348e9a368023f", "fetched_at": "2026-08-28T17:50:54.617594+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/about"}, {"content_hash": "0236aa8148c68618e9e0daa0e915a239a0ab88a1b47b331cf600a76ceb28d36c", "fetched_at": "2026-08-28T17:50:54.619566+00:00", "kind": "site_page", "missing": false, "url": "https://atoms.dev/pricing"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 63, "longevity": 82, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1160, "days_push": 224, "days_rel": 542, "gap_med": null, "n_releases_24m": 1}, "score": 48, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}