{"id":13624188,"url":"https://github.com/athina-ai/athina-evals","last_synced_at":"2025-12-29T23:22:38.970Z","repository":{"id":209482677,"uuid":"722056770","full_name":"athina-ai/athina-evals","owner":"athina-ai","description":"Python SDK for running evaluations on LLM generated responses","archived":false,"fork":false,"pushed_at":"2025-04-15T15:21:24.000Z","size":1933,"stargazers_count":276,"open_issues_count":2,"forks_count":17,"subscribers_count":5,"default_branch":"main","last_synced_at":"2025-04-15T15:42:19.594Z","etag":null,"topics":["evaluation","evaluation-framework","evaluation-metrics","llm-eval","llm-evaluation","llm-evaluation-toolkit","llm-ops","llmops"],"latest_commit_sha":null,"homepage":"https://docs.athina.ai","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/athina-ai.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-11-22T10:46:44.000Z","updated_at":"2025-04-15T15:21:00.000Z","dependencies_parsed_at":"2023-12-01T23:25:45.135Z","dependency_job_id":"15774578-9a00-4c52-b0c5-3a1c81bde226","html_url":"https://github.com/athina-ai/athina-evals","commit_stats":null,"previous_names":["athina-ai/athina-evals"],"tags_count":52,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/athina-ai%2Fathina-evals","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/athina-ai%2Fathina-evals/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/athina-ai%2Fathina-evals/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/athina-ai%2Fathina-evals/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/athina-ai","download_url":"https://codeload.github.com/athina-ai/athina-evals/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":249148389,"owners_count":21220523,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["evaluation","evaluation-framework","evaluation-metrics","llm-eval","llm-evaluation","llm-evaluation-toolkit","llm-ops","llmops"],"created_at":"2024-08-01T21:01:39.903Z","updated_at":"2025-12-29T23:22:38.929Z","avatar_url":"https://github.com/athina-ai.png","language":"Python","funding_links":[],"categories":["Python","Tools","A01_文本生成_文本对话","*Ops for AI","LLMOps"],"sub_categories":["大语言对话模型及数据","LLMOps","LLM Evaluation \u0026 Testing"],"readme":"# Overview\n\nAthina is an Observability and Experimentation platform for AI teams.\n\nThis SDK is an open-source repository of [50+ preset evals](https://docs.athina.ai/evals/preset-evals/overview). You can also use [custom evals](https://docs.athina.ai/evals/custom-evals/overview).\n\nThis SDK also serves as a companion to [Athina IDE](https://athina.ai/develop) where you can prototype pipelines, run experiments and evaluations, and compare datasets.\n\n---\n\n### Quick Start\nFollow [this notebook](https://github.com/athina-ai/athina-evals/blob/main/examples/run_eval_suite.ipynb) for a quick start guide.\n\nTo get an Athina API key, sign up at https://app.athina.ai\n\n---\n\n### Run Evals\n\nThese evals can be run [programmatically](https://athina.ai/videos/run-evals-programmatically.mp4), or [via the UI](https://docs.athina.ai/ide/run-eval) on Athina IDE.\n\n\u003cimg width=\"1530\" alt=\"image\" src=\"https://github.com/athina-ai/athina-evals/assets/7515552/98494736-31b6-458f-bd0a-a5b2cbca9d70\"\u003e\n\n---\n\n### Compare datasets side-by-side ([Docs](https://docs.athina.ai/ide/compare-datasets))\n\nOnce a dataset is logged to Athina IDE, you can also compare it against another dataset.\n\n![image](https://github.com/athina-ai/athina-evals/assets/7515552/90640acc-495e-45e0-b590-d6ddee8c5727)\n\n\nOnce you run evals using Athina, they will be visible in [Athina IDE](https://athina.ai/develop) where you can run experiments, evals, and compare datasets side-by-side.\n\n---\n\n### Preset Evals\n\n\n\n---\n\n### Athina Steps\n\nTo use CodeExecutionV2, you need to install e2b.\n\n```bash\npip install e2b-code-interpreter\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fathina-ai%2Fathina-evals","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fathina-ai%2Fathina-evals","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fathina-ai%2Fathina-evals/lists"}