{"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":10926,"forks":5668,"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":"2026-08-19T02:51:00+00:00","maintenance_label":"Very active","stars_delta_30d":192,"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":1338,"watchers":242,"ai_summary":"A multi-agent framework designed for production-level artificial intelligence applications, focusing on agent automation and self-improvement.","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":"2026-08-19T12:00:59.860304+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-framework","name":"agent-framework"},{"slug":"automation","name":"automation"},{"slug":"openai","name":"openai"},{"slug":"self-hosted","name":"self-hosted"}],"trust":{"provenance":{"is_fork":false,"github_id":1132431999,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-08-19T12:00:59.050Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":0,"days_since_push":0,"last_release_at":"2026-05-02T01:11:59Z","stars_delta_30d":192,"open_issues_delta_30d":25},"security_summary":{"status":"ok","scanner":"osv@v1","low_count":0,"high_count":0,"last_scan_at":"2026-07-11T11:14:19.520Z","medium_count":0,"scan_profile":"deps","critical_count":0}},"capability_facts":{"mcp":{"source":"repo_scan","observed_at":"2026-08-19T12:00:59.529Z","server_manifest":false},"scan":{"source":"repo_scan","observed_at":"2026-08-19T12:00:59.529Z"},"languages":{"value":["python","javascript","typescript"],"source":"github.language+package.json+pyproject.toml","observed_at":"2026-08-19T12:00:59.529Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-08-19T12:00:59.529Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":{"notes":["Hive cannot be installed using 'pip install'. Instead, users must follow specific setup instructions including the quickstart script provided in the README.","The framework requires use of a `uv` workspace layout for correct functionality."]},"constraints":null,"when_to_use":["Use Hive when you need an advanced multi-agent system designed to support autonomous operation and continuous improvement in production environments.","Leverage Hive if your project requires a high degree of human-in-the-loop supervision while still maintaining autonomy for the agents."],"when_not_to_use":["Avoid using Hive if you prefer lightweight, easy-to-install tools since it does not support installation via pip and has specific setup requirements.","Do not use if the requirement is for a tool that can be immediately deployed without setting up a uv workspace layout environment as specified by the Hive documentation."],"source":"enrich:decision_facts","observed_at":"2026-07-11T15:43:04.633Z"},"constraint_facets":null,"decision_summary":[{"label":"Requirements","value":"Hive cannot be installed using 'pip install'. Instead, users must follow specific setup instructions including the quickstart script provided in the README.; The framework requires use of a `uv` workspace layout for correct functionality."},{"label":"Adopt for","value":"Hive is a multi-agent framework designed specifically for production-level AI applications, emphasizing agent automation and self-improvement through a Python-based environment."}]}}