{"data":{"slug":"mirascope-mirascope","name":"mirascope","tagline":"The LLM Anti-Framework","github_url":"https://github.com/Mirascope/mirascope","owner":"Mirascope","repo":"mirascope","owner_avatar_url":"https://avatars.githubusercontent.com/u/153858533?v=4","primary_language":"Python","stars":1514,"forks":120,"topics":["artificial-intelligence","developer-tools","llm","llm-agent","llm-tools","python","typescript"],"archived":false,"github_pushed_at":"2026-07-10T12:48:57+00:00","maintenance_label":"Very active","url":"https://www.graphcanon.com/tools/mirascope-mirascope","markdown_url":"https://www.graphcanon.com/tools/mirascope-mirascope.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/mirascope-mirascope","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=mirascope-mirascope","description":"The LLM Anti-Framework","homepage_url":"https://mirascope.com","license":"MIT","open_issues":15,"watchers":12,"ai_summary":"A toolset for developing and managing large language models (LLMs) with a focus on flexibility and customization.","readme_excerpt":"## Quick Start\n\nInstall Mirascope:\n\n```bash\nuv add \"mirascope[all]\"\n```\n\n---\n\n## License\n\nThis project is licensed under the [MIT License](https://github.com/Mirascope/mirascope/tree/main/LICENSE).","github_created_at":"2023-12-05T01:22:34+00:00","created_at":"2026-07-11T23:17:14.238249+00:00","updated_at":"2026-07-12T04:41:54.544864+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"},{"slug":"developer-tools","name":"Developer Tools","url":"https://www.graphcanon.com/categories/developer-tools","markdown_url":"https://www.graphcanon.com/categories/developer-tools.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/developer-tools"}],"tags":[{"slug":"artificial-intelligence","name":"artificial-intelligence"},{"slug":"python","name":"python"},{"slug":"llm-agent","name":"llm-agent"},{"slug":"typescript","name":"typescript"}],"trust":{"provenance":{"is_fork":false,"github_id":727495773,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-11T23:17:21.057Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":1,"days_since_push":1,"last_release_at":"2026-06-24T03:47:55Z"},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T23:17:21.480Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"mcp":{"source":"repo_scan","observed_at":"2026-07-12T04:41:32.972Z","server_manifest":false},"scan":{"source":"repo_scan","observed_at":"2026-07-12T04:41:32.972Z"},"languages":{"value":["python","javascript"],"source":"github.language+package.json","observed_at":"2026-07-12T04:41:32.972Z"},"license_spdx":{"value":"MIT","source":"github.license","observed_at":"2026-07-12T04:41:32.972Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["When looking for high customization options in your development process, Mirascope provides extensive control over large language model setups.","For developers that wish to build from scratch or significantly alter foundational components of AI models without constraints typical of traditional frameworks."],"when_not_to_use":["If you require a fully integrated framework with predefined guidelines and minimal configuration options, Mirascope's anti-framework approach might not meet your needs.","For teams preferring standardization and ease-of-use in developing LLMs, Mirascope’s extensive customization options may lead to increased development time and complexity."],"source":"enrich:decision_facts","observed_at":"2026-07-12T04:41:54.231Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"Mirascope stands out as a LLM Anti-Framework, emphasizing flexibility and customization through a Python-based toolset."}]}}