{"id":51125371,"url":"https://github.com/mongodben/harbor","last_synced_at":"2026-06-25T07:01:35.937Z","repository":{"id":366615655,"uuid":"1277046921","full_name":"mongodben/harbor","owner":"mongodben","description":"Experiment using Harbor eval framework","archived":false,"fork":false,"pushed_at":"2026-06-22T14:46:48.000Z","size":24022,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-06-22T16:26:36.655Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mongodben.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":"AGENTS.md","dco":null,"cla":null}},"created_at":"2026-06-22T14:31:22.000Z","updated_at":"2026-06-22T14:49:04.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/mongodben/harbor","commit_stats":null,"previous_names":["mongodben/harbor"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/mongodben/harbor","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mongodben%2Fharbor","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mongodben%2Fharbor/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mongodben%2Fharbor/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mongodben%2Fharbor/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mongodben","download_url":"https://codeload.github.com/mongodben/harbor/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mongodben%2Fharbor/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34763482,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-25T02:00:05.521Z","response_time":101,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":[],"created_at":"2026-06-25T07:01:34.071Z","updated_at":"2026-06-25T07:01:35.918Z","avatar_url":"https://github.com/mongodben.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Harbor\n\n [![](https://dcbadge.limes.pink/api/server/https://discord.gg/6xWPKhGDbA)](https://discord.gg/6xWPKhGDbA)\n[![Docs](https://img.shields.io/badge/Docs-000000?style=for-the-badge\u0026logo=mdbook\u0026color=105864)](https://harborframework.com/docs)\n[![Cookbook](https://img.shields.io/badge/Cookbook-000000?style=for-the-badge\u0026logo=mdbook\u0026color=105864)](https://github.com/harbor-framework/harbor-cookbook)\n\n\n\nHarbor is a framework from the creators of [Terminal-Bench](https://www.tbench.ai) for evaluating and optimizing agents and language models. You can use Harbor to:\n\n- Evaluate arbitrary agents like Claude Code, OpenHands, Codex CLI, and more.\n- Build and share your own benchmarks and environments.\n- Conduct experiments in thousands of environments in parallel through providers like Daytona, Modal, LangSmith, Blaxel, and Novita Sandbox.\n- Generate rollouts for RL optimization.\n\nCheck out the [Harbor Cookbook](https://github.com/harbor-framework/harbor-cookbook) for end-to-end examples and guides.\n\n## Installation\n\n```bash tab=\"uv\"\nuv tool install harbor\n```\nor\n```bash tab=\"pip\"\npip install harbor\n```\n\n\n## Example: Running Terminal-Bench-2.0\nHarbor is the official harness for [Terminal-Bench-2.0](https://github.com/laude-institute/terminal-bench-2):\n\n```bash \nexport ANTHROPIC_API_KEY=\u003cYOUR-KEY\u003e \nharbor run --dataset terminal-bench@2.0 \\\n   --agent claude-code \\\n   --model anthropic/claude-opus-4-1 \\\n   --n-concurrent 4 \n```\n\nThis will launch the benchmark locally using Docker. To run it on a cloud provider (like Daytona) pass the `--env` flag as below:\n\n```bash \n\nexport ANTHROPIC_API_KEY=\u003cYOUR-KEY\u003e \nexport DAYTONA_API_KEY=\u003cYOUR-KEY\u003e\nharbor run --dataset terminal-bench@2.0 \\\n   --agent claude-code \\\n   --model anthropic/claude-opus-4-1 \\\n   --n-concurrent 100 \\\n   --env daytona\n```\n\nTo see all supported agents, and other options run:\n\n```bash\nharbor run --help\n```\n\nTo explore all supported third party benchmarks (like SWE-Bench and Aider Polyglot) run:\n\n```bash\nharbor datasets list\n```\n\nTo evaluate an agent and model one of these datasets, you can use the following command:\n\n```bash\nharbor run -d \"\u003cdataset@version\u003e\" -m \"\u003cmodel\u003e\" -a \"\u003cagent\u003e\"\n```\n\n## Citation\n\nIf you use **Harbor** in academic work, please cite it using the “Cite this repository” button on GitHub or the following BibTeX entry:\n\n```bibtex\n@software{Harbor_Framework,\nauthor = {{Harbor Framework Team}},\nmonth = jan,\ntitle = {{Harbor: A framework for evaluating and optimizing agents and models in container environments}},\nurl = {https://github.com/harbor-framework/harbor},\nyear = {2026}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmongodben%2Fharbor","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmongodben%2Fharbor","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmongodben%2Fharbor/lists"}