{"data":{"slug":"madcowd-ell","name":"ell","tagline":"A language model programming library","github_url":"https://github.com/MadcowD/ell","owner":"MadcowD","repo":"ell","owner_avatar_url":"https://avatars.githubusercontent.com/u/719535?v=4","primary_language":"Python","stars":5857,"forks":341,"topics":["ai","prompt-engineering"],"archived":false,"github_pushed_at":"2025-06-05T21:41:57+00:00","maintenance_label":"Dormant","stars_delta_30d":-12,"url":"https://www.graphcanon.com/tools/madcowd-ell","markdown_url":"https://www.graphcanon.com/tools/madcowd-ell.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/madcowd-ell","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=madcowd-ell","description":"A language model programming library.","homepage_url":"http://docs.ell.so/","license":"MIT","open_issues":185,"watchers":50,"ai_summary":"ell is a Python-based repository focused on facilitating language model development and prompt engineering.","readme_excerpt":"## Installation\nTo install `ell` and `ell studio`, you can use pip. Follow these steps:\n\n1. Open your terminal or command prompt.\n2. Run the following command to install the `ell-ai` package from PyPI:\n\n   ```bash\n   pip install ell-ai[all]\n   ```\n\n3. Verify the installation by checking the version of `ell`:\n\n   ```bash\n   python -c \"import ell; print(ell.__version__)\"\n   ```\n\nThis will install both `ell` and `ell studio` on your system, allowing you to start using the tools for prompt engineering and visualization.","github_created_at":"2024-07-22T01:08:02+00:00","created_at":"2026-07-11T11:57:21.197272+00:00","updated_at":"2026-09-20T06:51:55.289051+00:00","categories":[{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"}],"tags":[{"slug":"ai","name":"ai"},{"slug":"prompt-engineering","name":"prompt-engineering"}],"trust":{"provenance":{"is_fork":false,"github_id":831914256,"owner_type":"User","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-20T06:51:52.972Z","maintenance":{"label":"Dormant","score":18,"methodology":"github_public_v1","releases_90d":0,"days_since_push":471,"last_release_at":null,"stars_delta_30d":-12,"open_issues_delta_30d":-1},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T11:57:22.355Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-20T06:51:53.990Z"},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-09-20T06:51:53.990Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-09-20T06:51:53.990Z"},"license_spdx":{"value":"MIT","source":"github.license","observed_at":"2026-09-20T06:51:53.990Z"}},"decision_facts":{"hosting":null,"pricing":{"model":"freemium","summary":"Free to use under MIT License, with no premium plans mentioned."},"requirements":{"min_ram_gb":null,"requires_docker":false},"constraints":{"min_ram_gb":null,"pricing_model":"freemium","requires_docker":false},"when_to_use":["When you require a dedicated Python framework for developing custom language models and fine-tuning them with specific prompts for your application."],"when_not_to_use":["If you prefer JavaScript or other languages over Python, consider alternative frameworks that support the language of your choice."],"source":"enrich:decision_facts","observed_at":"2026-07-17T02:03:42.006Z"},"constraint_facets":{"min_ram_gb":null,"pricing_model":"freemium","requires_docker":false},"decision_summary":[{"label":"Pricing","value":"freemium - Free to use under MIT License, with no premium plans mentioned."},{"label":"Adopt for","value":"ell is a Python-based language model development library and prompt engineering tool."},{"label":"License detail","value":"MIT - Permissive free software license"}]}}