{"adoption": {"forks": 671, "observed_at": "2026-08-28T04:07:25.716819+00:00", "stars": 2854}, "canonical_url": "https://ross.abutalabs.com/products/openswarm", "card": {"archived": false, "artifact_type": "framework", "description": "Claude code for everything except coding", "domain": ["artificial-intelligence", "large-language-models", "developer-tools"], "enriched": true, "function": ["agent-framework", "llm-inference", "data-visualization", "nlp", "cli"], "health_score": 97, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["VRSEN/OpenSwarm"], "name": "VRSEN/OpenSwarm", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2026-07-26T02:31:48+00:00", "repo": "VRSEN/OpenSwarm", "stars": 2854, "tags": ["multi-agent", "orchestration", "claude-code-alternative", "content-generation", "deep-research", "agency-swarm", "terminal-app", "ai-agents", "automation", "command-line"], "topics": [], "urls": [], "use_cases": ["generate investor pitch decks from a single prompt", "run deep web research with citations", "analyze data and produce quarterly reports with charts", "create marketing campaign documents and creative assets", "automate writing, scheduling, and messaging tasks", "generate product launch videos with animations"], "what_it_is": "OpenSwarm is an open-source multi-agent system built on Agency Swarm that turns a single terminal prompt into complete deliverables like slide decks, research reports, data visualizations, documents, images, and videos. It coordinates eight specialized agents (orchestrator, deep research, data analyst, virtual assistant, etc.) with optional integrations to 10,000+ external services via Composio.", "when_to_avoid": ["you need a coding assistant - this explicitly targets non-coding tasks", "you require a graphical UI rather than a terminal workflow", "you need guaranteed output quality without reviewing agent-generated content", "you want a lightweight single-agent tool instead of a multi-agent setup"], "when_to_choose": ["you want one-prompt generation of polished deliverables from the terminal", "you prefer a fully open-source, forkable multi-agent system", "you need specialized agents coordinated by an orchestrator rather than one generalist", "you want external service integrations like Gmail, Slack, and GitHub"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/openswarm", "repo": "VRSEN/OpenSwarm", "role": "main", "score": 77}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:36:45.041454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0fcc46af6ef6c9134b071ade79df45943c90830b56a33fb5d8555a49a64d2b40", "fetched_at": "2026-08-28T04:07:25.716819+00:00", "kind": "readme", "missing": false, "url": "https://github.com/VRSEN/OpenSwarm"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:36:45.041454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0fcc46af6ef6c9134b071ade79df45943c90830b56a33fb5d8555a49a64d2b40", "fetched_at": "2026-08-28T04:07:25.716819+00:00", "kind": "readme", "missing": false, "url": "https://github.com/VRSEN/OpenSwarm"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:36:45.041454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0fcc46af6ef6c9134b071ade79df45943c90830b56a33fb5d8555a49a64d2b40", "fetched_at": "2026-08-28T04:07:25.716819+00:00", "kind": "readme", "missing": false, "url": "https://github.com/VRSEN/OpenSwarm"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:36:45.041454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0fcc46af6ef6c9134b071ade79df45943c90830b56a33fb5d8555a49a64d2b40", "fetched_at": "2026-08-28T04:07:25.716819+00:00", "kind": "readme", "missing": false, "url": "https://github.com/VRSEN/OpenSwarm"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:36:45.041454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0fcc46af6ef6c9134b071ade79df45943c90830b56a33fb5d8555a49a64d2b40", "fetched_at": "2026-08-28T04:07:25.716819+00:00", "kind": "readme", "missing": false, "url": "https://github.com/VRSEN/OpenSwarm"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:36:45.041454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0fcc46af6ef6c9134b071ade79df45943c90830b56a33fb5d8555a49a64d2b40", "fetched_at": "2026-08-28T04:07:25.716819+00:00", "kind": "readme", "missing": false, "url": "https://github.com/VRSEN/OpenSwarm"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:25.716819+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:36:45.041454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0fcc46af6ef6c9134b071ade79df45943c90830b56a33fb5d8555a49a64d2b40", "fetched_at": "2026-08-28T04:07:25.716819+00:00", "kind": "readme", "missing": false, "url": "https://github.com/VRSEN/OpenSwarm"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:36:45.041454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0fcc46af6ef6c9134b071ade79df45943c90830b56a33fb5d8555a49a64d2b40", "fetched_at": "2026-08-28T04:07:25.716819+00:00", "kind": "readme", "missing": false, "url": "https://github.com/VRSEN/OpenSwarm"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:36:45.041454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0fcc46af6ef6c9134b071ade79df45943c90830b56a33fb5d8555a49a64d2b40", "fetched_at": "2026-08-28T04:07:25.716819+00:00", "kind": "readme", "missing": false, "url": "https://github.com/VRSEN/OpenSwarm"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:36:45.041454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0fcc46af6ef6c9134b071ade79df45943c90830b56a33fb5d8555a49a64d2b40", "fetched_at": "2026-08-28T04:07:25.716819+00:00", "kind": "readme", "missing": false, "url": "https://github.com/VRSEN/OpenSwarm"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 94, "longevity": 10, "rhythm": 93}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": ["young"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 144, "days_push": 39, "days_rel": 46, "gap_med": 0.0, "n_releases_24m": 5}, "score": 77, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}