{"data":{"slug":"ruc-datalab-coda-bench","name":"CoDA-Bench","tagline":"CoDA-Bench is a benchmark for code agents on data-intensive tasks. 🎈代码智能体能搞定数据密集型任务吗?","github_url":"https://github.com/ruc-datalab/CoDA-Bench","owner":"ruc-datalab","repo":"CoDA-Bench","owner_avatar_url":"https://avatars.githubusercontent.com/u/76154266?v=4","primary_language":"Python","stars":39,"forks":0,"topics":["agent","agentic","agentic-ai","ai","benchmark","code-agent","code-generation","coding-agent","data-analysis","data-engineering","data-intensive","data-science","evaluation","icml","kaggle","llm","llm-agent","llm-evaluation","sandbox"],"archived":false,"github_pushed_at":"2026-06-17T01:34:24+00:00","maintenance_label":"Active","url":"https://www.graphcanon.com/tools/ruc-datalab-coda-bench","markdown_url":"https://www.graphcanon.com/tools/ruc-datalab-coda-bench.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/ruc-datalab-coda-bench","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=ruc-datalab-coda-bench","description":"CoDA-Bench is a benchmark for code agents on data-intensive tasks. 🎈代码智能体能搞定数据密集型任务吗? ","homepage_url":"https://coda-bench.github.io/","license":"MIT","open_issues":0,"watchers":0,"ai_summary":null,"readme_excerpt":"## 🚀 Quick Start\n\n<img src=\"./assets/overview.png\" style=\"height: 20em\">\n\n---\n\n### Installation\n\n```bash\ngit clone https://github.com/ruc-datalab/CoDA-Bench.git\ncd CoDA-Bench\npip install -e .\n```\n\n---\n\n### Run Evaluation (Docker Mode)\n\n**Step 1: Build Docker Image**\n```bash\ncd docker\n./build_all.sh\ncd ..\n```\n\n**Step 2: Set API Credentials**\n```bash\nexport LLM_API_KEY=\"your-api-key\"\nexport LLM_BASE_URL=\"https://api.openai.com/v1\"  # Optional\n```\n\n**Step 3: Run Evaluation**\n```bash\n\n---\n\n### Why Docker?\n\nDocker mode provides **secure isolation**:\n- ✅ Agents cannot access benchmark answers\n- ✅ Network-restricted environment (only LLM API accessible)\n- ✅ Resource limits (memory, CPU, timeout)\n- ✅ Reproducible across different machines\n\nSee [docker/README.md](docker/README.md) for detailed Docker documentation.\n\n---\n\n## 📄 License\n\nMIT License. See [LICENSE](LICENSE) for details.\n\nIndividual Kaggle datasets may have their own licenses.","github_created_at":"2026-05-29T04:39:31+00:00","created_at":"2026-07-15T10:39:43.675896+00:00","updated_at":"2026-07-15T10:39:46.401997+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"},{"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":"vector-databases","name":"Vector Databases","url":"https://www.graphcanon.com/categories/vector-databases","markdown_url":"https://www.graphcanon.com/categories/vector-databases.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/vector-databases"}],"tags":[{"slug":"agent","name":"agent"},{"slug":"agentic","name":"agentic"},{"slug":"agentic-ai","name":"agentic-ai"},{"slug":"ai","name":"ai"},{"slug":"benchmark","name":"benchmark"},{"slug":"code-agent","name":"code-agent"},{"slug":"code-generation","name":"code-generation"},{"slug":"coding-agent","name":"coding-agent"}],"trust":{"provenance":{"is_fork":false,"github_id":1253011729,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-15T10:39:44.647Z","maintenance":{"label":"Active","score":82,"methodology":"github_public_v1","releases_90d":0,"days_since_push":28,"last_release_at":null},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-15T10:39:45.103Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-07-15T10:39:44.399Z"},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-07-15T10:39:44.399Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-07-15T10:39:44.399Z"},"license_spdx":{"value":"MIT","source":"github.license","observed_at":"2026-07-15T10:39:44.399Z"}}}}