{"adoption": {"forks": 111, "observed_at": "2026-08-28T04:04:35.548913+00:00", "stars": 1390}, "canonical_url": "https://ross.abutalabs.com/products/controlflow", "card": {"archived": true, "artifact_type": "framework", "description": "🦾 Take control of your AI agents", "domain": ["large-language-models", "developer-tools"], "enriched": true, "function": ["agent-framework", "llm-inference", "workflow-automation", "prompt-engineering"], "health_score": 10, "homepage": "https://controlflow.ai", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["prefect-archive/ControlFlow"], "name": "prefect-archive/ControlFlow", "platform": ["python", "cross-platform"], "pushed_at": "2025-08-22T13:51:57+00:00", "repo": "prefect-archive/ControlFlow", "stars": 1390, "tags": ["agentic-framework", "multi-agent-orchestration", "task-centric", "structured-outputs", "prefect", "archived", "observability", "ai-agents", "automation"], "topics": ["agentic-framework", "agentic-workflow", "ai", "prefect", "workflow", "agent", "llm"], "urls": [], "use_cases": ["build multi-step LLM agent workflows in python", "orchestrate multiple specialized ai agents on tasks", "get type-safe structured outputs from llm calls", "add observability to ai agent pipelines with prefect", "delegate work to llms with controlled autonomy", "prototype agentic ai applications quickly"], "what_it_is": "ControlFlow is a Python framework for building agentic AI workflows, letting developers define discrete observable tasks, assign specialized LLM-powered agents, and orchestrate them in flows with type-safe structured outputs. It integrates with Prefect 3.0 for observability, but the project has been archived and its next-generation engine merged into the Marvin framework.", "when_to_avoid": ["you need an actively maintained project - the repo is archived and development moved to Marvin", "you want a non-python or low-code agent builder", "you need provider support beyond what its llm configuration offers"], "when_to_choose": ["you want a task-centric python framework for llm agents with structured results", "you already use prefect and want native observability for ai workflows", "you need fine-grained control over agent autonomy"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/controlflow", "repo": "prefect-archive/ControlFlow", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:39:39.983371+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0c395affa1d5309baeff83b4b9a06212b3bc75ab59515856a0fce90130fe5406", "fetched_at": "2026-08-28T04:04:35.548913+00:00", "kind": "readme", "missing": false, "url": "https://github.com/prefect-archive/ControlFlow"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:39:39.983371+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0c395affa1d5309baeff83b4b9a06212b3bc75ab59515856a0fce90130fe5406", "fetched_at": "2026-08-28T04:04:35.548913+00:00", "kind": "readme", "missing": false, "url": "https://github.com/prefect-archive/ControlFlow"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:39:39.983371+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0c395affa1d5309baeff83b4b9a06212b3bc75ab59515856a0fce90130fe5406", "fetched_at": "2026-08-28T04:04:35.548913+00:00", "kind": "readme", "missing": false, "url": "https://github.com/prefect-archive/ControlFlow"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:39:39.983371+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0c395affa1d5309baeff83b4b9a06212b3bc75ab59515856a0fce90130fe5406", "fetched_at": "2026-08-28T04:04:35.548913+00:00", "kind": "readme", "missing": false, "url": "https://github.com/prefect-archive/ControlFlow"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:39:39.983371+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0c395affa1d5309baeff83b4b9a06212b3bc75ab59515856a0fce90130fe5406", "fetched_at": "2026-08-28T04:04:35.548913+00:00", "kind": "readme", "missing": false, "url": "https://github.com/prefect-archive/ControlFlow"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:39:39.983371+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0c395affa1d5309baeff83b4b9a06212b3bc75ab59515856a0fce90130fe5406", "fetched_at": "2026-08-28T04:04:35.548913+00:00", "kind": "readme", "missing": false, "url": "https://github.com/prefect-archive/ControlFlow"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:35.548913+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:39:39.983371+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0c395affa1d5309baeff83b4b9a06212b3bc75ab59515856a0fce90130fe5406", "fetched_at": "2026-08-28T04:04:35.548913+00:00", "kind": "readme", "missing": false, "url": "https://github.com/prefect-archive/ControlFlow"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:39:39.983371+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0c395affa1d5309baeff83b4b9a06212b3bc75ab59515856a0fce90130fe5406", "fetched_at": "2026-08-28T04:04:35.548913+00:00", "kind": "readme", "missing": false, "url": "https://github.com/prefect-archive/ControlFlow"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:39:39.983371+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0c395affa1d5309baeff83b4b9a06212b3bc75ab59515856a0fce90130fe5406", "fetched_at": "2026-08-28T04:04:35.548913+00:00", "kind": "readme", "missing": false, "url": "https://github.com/prefect-archive/ControlFlow"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:39:39.983371+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0c395affa1d5309baeff83b4b9a06212b3bc75ab59515856a0fce90130fe5406", "fetched_at": "2026-08-28T04:04:35.548913+00:00", "kind": "readme", "missing": false, "url": "https://github.com/prefect-archive/ControlFlow"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 38, "longevity": 63, "rhythm": 40}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["archived"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 884, "days_push": 376, "days_rel": 573, "gap_med": 5, "n_releases_24m": 14}, "score": 10, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}