{"data":{"slug":"tolitius-cupel","name":"cupel","tagline":"discover LLMs punching above their weight","github_url":"https://github.com/tolitius/cupel","owner":"tolitius","repo":"cupel","owner_avatar_url":"https://avatars.githubusercontent.com/u/136575?v=4","primary_language":"JavaScript","stars":51,"forks":0,"topics":["llm","llm-evaluation","local-llm"],"archived":false,"github_pushed_at":"2026-05-31T03:00:57+00:00","maintenance_label":"Steady","url":"https://www.graphcanon.com/tools/tolitius-cupel","markdown_url":"https://www.graphcanon.com/tools/tolitius-cupel.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/tolitius-cupel","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=tolitius-cupel","description":"discover LLMs punching above their weight","homepage_url":"https://cupel.run","license":"Apache-2.0","open_issues":2,"watchers":0,"ai_summary":null,"readme_excerpt":"## install\n\n```bash\ncurl -fsSL https://cupel.run/install | bash\n```\nor\n```\npip install cupel\n```\nthe UI is bundled in the package\n\n---\n\n## quick start\n\n```bash\ncupel\n```\n\nopens a browser at `localhost:8042`\n\n<img src=\"doc/first-time.png\" alt=\"first time cupel is started\" width=\"76%\">\n\nships with example data (8 models scored by Claude Opus 4.6 on 8 prompts) — the dashboard is populated on first launch\n\n- **LLM-assisted authoring** — describe what you want to test, an LLM drafts the prompt and 0–3 rubric\n- **local + cloud** — oMLX, Ollama, LM Studio, SGLang, OpenRouter, Anthropic, OpenAI\n- **configurable judge** — any model can score responses on a 0–3 rubric with reasoning\n- **thinking model support** — separates `<think>` blocks from answers, only judges the response\n- **multi-turn + tool calling** — multi-step conversations with injected tool results\n- **speed tracking** — tok/s and response times per model\n- **auto-discovery** — probes known ports for local inference servers\n\n---\n\n## license\n\nCopyright © 2026 tolitius\n\nDistributed under the [Apache 2.0](LICENSE) License.","github_created_at":"2026-04-08T07:57:39+00:00","created_at":"2026-07-15T10:40:43.215679+00:00","updated_at":"2026-07-15T10:40:46.072517+00:00","categories":[{"slug":"evaluation-observability","name":"Evaluation & Observability","url":"https://www.graphcanon.com/categories/evaluation-observability","markdown_url":"https://www.graphcanon.com/categories/evaluation-observability.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/evaluation-observability"},{"slug":"inference-serving","name":"Inference & Serving","url":"https://www.graphcanon.com/categories/inference-serving","markdown_url":"https://www.graphcanon.com/categories/inference-serving.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/inference-serving"},{"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":"javascript","name":"javascript"},{"slug":"llm","name":"llm"},{"slug":"llm-evaluation","name":"llm-evaluation"},{"slug":"local-llm","name":"local-llm"}],"trust":{"provenance":{"is_fork":false,"github_id":1204659735,"owner_type":"User","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-15T10:40:44.335Z","maintenance":{"label":"Steady","score":60,"methodology":"github_public_v1","releases_90d":0,"days_since_push":45,"last_release_at":null},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-15T10:40:44.770Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-07-15T10:40:44.116Z"},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-07-15T10:40:44.116Z"},"languages":{"value":["javascript","python"],"source":"github.language+pyproject.toml","observed_at":"2026-07-15T10:40:44.116Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-07-15T10:40:44.116Z"}}}}