{"data":{"slug":"aden-hive-hive","name":"hive","tagline":"Multi-Agent Harness for Production AI","github_url":"https://github.com/aden-hive/hive","owner":"aden-hive","repo":"hive","owner_avatar_url":"https://avatars.githubusercontent.com/u/262650699?v=4","primary_language":"Python","stars":11052,"forks":5664,"topics":["agent","agent-framework","agent-skills","anthropic","automation","autonomous-agents","claude","harness","harness-engineering","human-in-the-loop","openai","python","self-hosted","self-improving"],"archived":false,"github_pushed_at":"2026-09-14T00:10:08+00:00","maintenance_label":"Very active","stars_delta_30d":318,"url":"https://www.graphcanon.com/tools/aden-hive-hive","markdown_url":"https://www.graphcanon.com/tools/aden-hive-hive.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/aden-hive-hive","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=aden-hive-hive","description":"Multi-Agent Harness for Production AI","homepage_url":null,"license":"Apache-2.0","open_issues":1354,"watchers":239,"ai_summary":"Hive is a Python-based multi-agent framework designed for production AI, supporting human-in-the-loop operations and self-improving autonomous agents.","readme_excerpt":"### Installation\n\n> **Note**\n> Hive uses a `uv` workspace layout and is not installed with `pip install`.\n> Running `pip install -e .` from the repository root will create a placeholder package and Hive will not function correctly.\n> Please use the quickstart script below to set up the environment.\n\n```bash\n\n---\n\n## License\n\nThis project is licensed under the Apache License 2.0 - see the [LICENSE](LICENSE) file for details.","github_created_at":"2026-01-12T00:04:22+00:00","created_at":"2026-07-07T17:39:20.636876+00:00","updated_at":"2026-09-30T21:40:07.603594+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"}],"tags":[{"slug":"agent","name":"agent"},{"slug":"agent-framework","name":"agent-framework"},{"slug":"agent-skills","name":"agent-skills"},{"slug":"anthropic","name":"anthropic"},{"slug":"automation","name":"automation"},{"slug":"autonomous-agents","name":"autonomous-agents"},{"slug":"claude","name":"claude"},{"slug":"harness","name":"harness"}],"trust":{"provenance":{"is_fork":false,"github_id":1132431999,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-18T08:25:47.093Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":0,"days_since_push":4,"last_release_at":"2026-05-02T01:11:59Z","stars_delta_30d":318,"open_issues_delta_30d":41},"security_summary":{"status":"ok","scanner":"osv@v1","low_count":0,"high_count":0,"last_scan_at":"2026-09-18T08:25:49.290Z","medium_count":0,"scan_profile":"deps","critical_count":0}},"capability_facts":{"mcp":{"source":"repo_scan","observed_at":"2026-09-18T08:25:45.991Z","server_manifest":false},"scan":{"source":"repo_scan","observed_at":"2026-09-18T08:25:45.991Z"},"languages":{"value":["python","javascript","typescript"],"source":"github.language+package.json+pyproject.toml","observed_at":"2026-09-18T08:25:45.991Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-09-18T08:25:45.991Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["When you need a framework that supports human-in-the-loop operations for better oversight and control over AI agents.","If your project requires self-improving autonomous agents that can adapt and learn from interactions.","For developers who prefer a self-hosted solution and have the capability to set up the environment manually without relying on pip."],"when_not_to_use":["If your team lacks the expertise to manually set up the environment as Hive does not support installation via pip.","When you require a more straightforward setup process, as Hive's setup involves using a quickstart script and not pip.","If your project does not benefit from or require the complexity of multi-agent operations and human-in-the-loop capabilities."],"source":"enrich:decision_facts","observed_at":"2026-09-30T21:40:04.903Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"Hive is a Python-based multi-agent framework for production AI, emphasizing human-in-the-loop operations and self-improving autonomous agents."}]}}