{"adoption": {"forks": 467, "observed_at": "2026-08-28T04:07:56.019488+00:00", "stars": 3312}, "canonical_url": "https://ross.abutalabs.com/products/evalscope", "card": {"archived": false, "artifact_type": "framework", "description": "A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.", "domain": ["large-language-models", "machine-learning", "artificial-intelligence", "developer-tools", "performance"], "enriched": true, "function": ["benchmarking", "testing", "machine-learning", "llm-inference", "rag", "data-visualization"], "health_score": 100, "homepage": "https://evalscope.readthedocs.io/en/latest/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["modelscope/evalscope"], "name": "modelscope/evalscope", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2026-08-26T09:36:54+00:00", "repo": "modelscope/evalscope", "stars": 3312, "tags": ["llm-evaluation", "vlm-evaluation", "stress-testing", "arena-mode", "model-benchmarking", "openai-api", "agent-evaluation"], "topics": ["evaluation", "llm", "performance", "rag", "vlm"], "urls": [], "use_cases": ["benchmark an LLM on MMLU and GSM8K", "stress test inference performance of a model service", "compare two models head-to-head in an arena", "evaluate a vision-language model", "evaluate RAG pipelines with rerankers and embeddings", "run agentic benchmarks like SWE-bench in a sandbox", "visualize evaluation results in a dashboard"], "what_it_is": "EvalScope is a Python framework from the ModelScope community for evaluating large language models, vision-language models, embedding models, and AIGC models against built-in benchmarks like MMLU, C-Eval, and GSM8K. It also provides inference performance stress testing, agent-based evaluation with sandboxed tool use, multi-model arena battles, and a web dashboard for result visualization.", "when_to_avoid": ["you only need simple unit testing of application code rather than model evaluation", "you require a fully managed cloud evaluation service with no local setup", "your models are not reachable via supported API or local inference backends"], "when_to_choose": ["you need a one-command evaluation pipeline for LLMs or VLMs via OpenAI-compatible APIs", "you want both quality benchmarks and inference performance metrics like TTFT and TPOT in one tool", "you need multi-backend support spanning OpenCompass, VLMEvalKit, and RAGEval", "you want pairwise model battles and interactive comparison reports"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/evalscope", "repo": "modelscope/evalscope", "role": "main", "score": 93}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:42:24.081072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e0dba40342428f4b49680145d960c08f9e8375ba2f58144db67d884ce966e98e", "fetched_at": "2026-08-28T04:07:56.019488+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/evalscope"}, {"content_hash": "0022424af9c8f92b5af7de146007ab2a416ca40a7f777d9b983b5e9d704d36c8", "fetched_at": "2026-08-29T09:35:41.606743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/evalscope/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:42:24.081072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e0dba40342428f4b49680145d960c08f9e8375ba2f58144db67d884ce966e98e", "fetched_at": "2026-08-28T04:07:56.019488+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/evalscope"}, {"content_hash": "0022424af9c8f92b5af7de146007ab2a416ca40a7f777d9b983b5e9d704d36c8", "fetched_at": "2026-08-29T09:35:41.606743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/evalscope/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:42:24.081072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e0dba40342428f4b49680145d960c08f9e8375ba2f58144db67d884ce966e98e", "fetched_at": "2026-08-28T04:07:56.019488+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/evalscope"}, {"content_hash": "0022424af9c8f92b5af7de146007ab2a416ca40a7f777d9b983b5e9d704d36c8", "fetched_at": "2026-08-29T09:35:41.606743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/evalscope/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:42:24.081072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e0dba40342428f4b49680145d960c08f9e8375ba2f58144db67d884ce966e98e", "fetched_at": "2026-08-28T04:07:56.019488+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/evalscope"}, {"content_hash": "0022424af9c8f92b5af7de146007ab2a416ca40a7f777d9b983b5e9d704d36c8", "fetched_at": "2026-08-29T09:35:41.606743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/evalscope/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:42:24.081072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e0dba40342428f4b49680145d960c08f9e8375ba2f58144db67d884ce966e98e", "fetched_at": "2026-08-28T04:07:56.019488+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/evalscope"}, {"content_hash": "0022424af9c8f92b5af7de146007ab2a416ca40a7f777d9b983b5e9d704d36c8", "fetched_at": "2026-08-29T09:35:41.606743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/evalscope/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:42:24.081072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e0dba40342428f4b49680145d960c08f9e8375ba2f58144db67d884ce966e98e", "fetched_at": "2026-08-28T04:07:56.019488+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/evalscope"}, {"content_hash": "0022424af9c8f92b5af7de146007ab2a416ca40a7f777d9b983b5e9d704d36c8", "fetched_at": "2026-08-29T09:35:41.606743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/evalscope/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:56.019488+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:42:24.081072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e0dba40342428f4b49680145d960c08f9e8375ba2f58144db67d884ce966e98e", "fetched_at": "2026-08-28T04:07:56.019488+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/evalscope"}, {"content_hash": "0022424af9c8f92b5af7de146007ab2a416ca40a7f777d9b983b5e9d704d36c8", "fetched_at": "2026-08-29T09:35:41.606743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/evalscope/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:42:24.081072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e0dba40342428f4b49680145d960c08f9e8375ba2f58144db67d884ce966e98e", "fetched_at": "2026-08-28T04:07:56.019488+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/evalscope"}, {"content_hash": "0022424af9c8f92b5af7de146007ab2a416ca40a7f777d9b983b5e9d704d36c8", "fetched_at": "2026-08-29T09:35:41.606743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/evalscope/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:42:24.081072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e0dba40342428f4b49680145d960c08f9e8375ba2f58144db67d884ce966e98e", "fetched_at": "2026-08-28T04:07:56.019488+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/evalscope"}, {"content_hash": "0022424af9c8f92b5af7de146007ab2a416ca40a7f777d9b983b5e9d704d36c8", "fetched_at": "2026-08-29T09:35:41.606743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/evalscope/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:42:24.081072+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e0dba40342428f4b49680145d960c08f9e8375ba2f58144db67d884ce966e98e", "fetched_at": "2026-08-28T04:07:56.019488+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/evalscope"}, {"content_hash": "0022424af9c8f92b5af7de146007ab2a416ca40a7f777d9b983b5e9d704d36c8", "fetched_at": "2026-08-29T09:35:41.606743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/evalscope/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 71, "rhythm": 99}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1000, "days_push": 7, "days_rel": 9, "gap_med": 13.0, "n_releases_24m": 49}, "score": 93, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}