{"page":1,"limit":100,"total":14,"total_catalog":69077,"catalog_meta":{"core_certified":59946,"community_indexed":9131,"aggregate_tracked":64349,"total_all":133426,"tiers_doc":"core = evidence-gated (adoption/verification/age) | community = indexed with weak signal, trust<=55 | aggregate = tracking-only inventory (see /api/community)"},"total_pages":1,"has_next":false,"has_prev":false,"sources":{"github":12130,"community-submitted":18,"npm-registry":24788,"pypi":14311,"smithery":6195,"official-registry":9076,"crates":1933,"docker":625,"community-submission":1},"skills":[{"id":"mn-real-mcpevals","name":"mcp-evals","slug":"real-mcp-evals","description":"A Node.js package and GitHub Action for evaluating MCP (Model Context Protocol) tool implementations using LLM-based scoring. This helps ensure your MCP server's tools are working correctly and perfor","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-evals","author":"mclenhard","version":"1.0.0","tags":["mcp","real","typescript","mclenhard"],"source":{"type":"github","url":"https://github.com/mclenhard/mcp-evals","note":"Real MCP server. 129 stars."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-evals.svg","page_url":"https://www.marketnow.site/s/real-mcp-evals"},{"id":"mn-real-mcpeval","name":"mcp-eval","slug":"real-mcp-eval","description":"Evaluate MCP servers for production readiness. Test tools, measure token costs, grade responses, generate visual reports.","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install mcp-eval","author":"Ellypsis-labs","version":"1.0.0","tags":["mcp","real","python","ellypsis-labs"],"source":{"type":"github","url":"https://github.com/Ellypsis-labs/mcp-eval","note":"Real MCP server. 0 stars. Language: Python."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":54,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-eval.svg","page_url":"https://www.marketnow.site/s/real-mcp-eval"},{"id":"mn-py2-00572","name":"arbiter-mcp-evals","slug":"arbiter-mcp-evals","description":"Lightweight framework for generating, running, and reviewing MCP evals.","category":"Version Control","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"uvx arbiter-mcp-evals","author":"Alexander Galea <alex","version":"0.1.0","tags":["mcp","python"],"source":{"type":"pypi","url":"https://pypi.org/project/arbiter-mcp-evals/","note":"Indexed from PyPI with Sentinel Index Heuristics (package age, GitHub repo link, curated lists, injection markers). Downloads from pypistats when available.","repo_url":"https://github.com/zazencodes/arbiter-mcp-evals"},"indexed_at":"2026-09-10","tier":"core","trust_score_100":80,"badge_url":"https://www.marketnow.site/api/badge/arbiter-mcp-evals.svg","page_url":"https://www.marketnow.site/s/arbiter-mcp-evals"},{"id":"mn-py2-07598","name":"mcp-evaluation-server","slug":"mcp-evaluation-server","description":"MCP工具评估助手服务器 - 优化Cherry Studio兼容性","category":"Version Control","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"uvx mcp-evaluation-server","author":"gqy20","version":"0.3.2","tags":["mcp","python"],"source":{"type":"pypi","url":"https://pypi.org/project/mcp-evaluation-server/","note":"Indexed from PyPI with Sentinel Index Heuristics (package age, GitHub repo link, curated lists, injection markers). Downloads from pypistats when available.","repo_url":"https://github.com/gqy20/mcp-evaluation-server"},"indexed_at":"2026-09-10","tier":"core","trust_score_100":80,"badge_url":"https://www.marketnow.site/api/badge/mcp-evaluation-server.svg","page_url":"https://www.marketnow.site/s/mcp-evaluation-server"},{"id":"mn-gh2-01546","name":"bitmcp-eval","slug":"bitmcp-eval-1546","description":"Evaluate how LLM agents actually use your MCP server — recording proxy, claude/codex, optional LLM judge, HTML report.","category":"AI/ML","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/bitmovin/bitmcp-eval","author":"bitmovin","version":"0.0.0","tags":["mcp","github","agents","claude","codex"],"source":{"type":"github","url":"https://github.com/bitmovin/bitmcp-eval","note":"Indexed via GitHub search + awesome-mcp-servers curation. Sentinel Index Heuristics applied (stars, age, activity, typosquat, injection).","stars":6,"language":"TypeScript","last_push":"2026-09-09T23:22:55Z"},"indexed_at":"2026-09-10","tier":"core","trust_score_100":70,"badge_url":"https://www.marketnow.site/api/badge/bitmcp-eval-1546.svg","page_url":"https://www.marketnow.site/s/bitmcp-eval-1546"},{"id":"mn-gh2-01233","name":"mcp-eval-gateway","slug":"mcp-eval-gateway-1233","description":"Run LLM tool-use evaluations against MCP servers with the Vercel AI SDK. ","category":"Cloud Platforms","price":0,"free":true,"sentinel_score":6,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/guillegette/mcp-eval-gateway","author":"guillegette","version":"0.0.0","tags":["mcp","github"],"source":{"type":"github","url":"https://github.com/guillegette/mcp-eval-gateway","note":"Indexed via GitHub search + awesome-mcp-servers curation. Sentinel Index Heuristics applied (stars, age, activity, typosquat, injection).","stars":1,"language":"TypeScript","last_push":"2026-09-02T02:47:32Z"},"indexed_at":"2026-09-10","tier":"core","trust_score_100":60,"badge_url":"https://www.marketnow.site/api/badge/mcp-eval-gateway-1233.svg","page_url":"https://www.marketnow.site/s/mcp-eval-gateway-1233"},{"id":"mn-pyc-01709","name":"mcp-eval-python","slug":"mcp-eval-python","description":"Pytest-style framework for evaluating Model Context Protocol (MCP) servers.","category":"Developer Tools","price":0,"free":true,"sentinel_score":5,"review_status":"auto-scanned","risk_level":"red","install":"uvx mcp-eval-python","author":"Sarmad Qadri <sarmad","version":"0.1.0","tags":["mcp"],"source":{"type":"pypi","url":"https://pypi.org/project/mcp-eval-python/"},"indexed_at":"2026-09-10","tier":"community","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/mcp-eval-python.svg","page_url":"https://www.marketnow.site/s/mcp-eval-python"},{"id":"mn-pyc-03582","name":"pydantic-ai-mcp-evals","slug":"pydantic-ai-mcp-evals","description":"A code-first evaluation framework for testing LLM agents' ability to use MCP tools","category":"AI/ML","price":0,"free":true,"sentinel_score":5,"review_status":"auto-scanned","risk_level":"red","install":"uvx pydantic-ai-mcp-evals","author":"voorhs","version":"0.1.1","tags":["mcp"],"source":{"type":"pypi","url":"https://pypi.org/project/pydantic-ai-mcp-evals/"},"indexed_at":"2026-09-10","tier":"community","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/pydantic-ai-mcp-evals.svg","page_url":"https://www.marketnow.site/s/pydantic-ai-mcp-evals"},{"id":"mn-pyc-03602","name":"python-mcp-eval","slug":"python-mcp-eval","description":"Pytest-style framework for evaluating Model Context Protocol (MCP) servers.","category":"Developer Tools","price":0,"free":true,"sentinel_score":5,"review_status":"auto-scanned","risk_level":"red","install":"uvx python-mcp-eval","author":"Sarmad Qadri <sarmad","version":"0.1.0","tags":["mcp"],"source":{"type":"pypi","url":"https://pypi.org/project/python-mcp-eval/"},"indexed_at":"2026-09-10","tier":"community","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/python-mcp-eval.svg","page_url":"https://www.marketnow.site/s/python-mcp-eval"},{"id":"mn-sm2-04748","name":"hivecivilization/hive-mcp-evaluator","slug":"hivecivilization-hive-mcp-evaluator","description":"MCP server indexed by MarketNow. See source URL for details.","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"npx -y @smithery/cli@latest install hivecivilization/hive-mcp-evaluator","author":"hivecivilization","version":"0.0.0","tags":["mcp"],"source":{"type":"smithery","url":"https://smithery.ai/servers/hivecivilization/hive-mcp-evaluator","use_count":0,"verified":false},"indexed_at":"2026-09-10","tier":"core","trust_score_100":45,"badge_url":"https://www.marketnow.site/api/badge/hivecivilization-hive-mcp-evaluator.svg","page_url":"https://www.marketnow.site/s/hivecivilization-hive-mcp-evaluator"},{"id":"mn-npm2-06522","name":"@buildwithlayer/mcp-evals","slug":"buildwithlayer-mcp-evals","description":"A CLI tool for evaluating MCP servers","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y @buildwithlayer/mcp-evals","author":"ayaanglayer","version":"2.2.0","tags":["mcp"],"source":{"type":"npm-registry","url":"https://www.npmjs.com/package/@buildwithlayer/mcp-evals","note":"Indexed from the public npm registry with Sentinel Index Heuristics (age, weekly downloads, typosquat distance, injection markers)."},"indexed_at":"2026-09-10","tier":"core","npm_downloads_wk":100,"trust_score_100":80,"badge_url":"https://www.marketnow.site/api/badge/buildwithlayer-mcp-evals.svg","page_url":"https://www.marketnow.site/s/buildwithlayer-mcp-evals"},{"id":"mn-npm2-12199","name":"@speakeasy-api/docs-mcp-eval","slug":"speakeasy-api-docs-mcp-eval","description":"Evaluation and benchmarking harness for docs-mcp search quality metrics","category":"Search","price":0,"free":true,"sentinel_score":5,"review_status":"auto-scanned","risk_level":"red","install":"npx -y @speakeasy-api/docs-mcp-eval","author":"GitHub Actions","version":"0.19.1","tags":["mcp"],"source":{"type":"npm-registry","url":"https://www.npmjs.com/package/@speakeasy-api/docs-mcp-eval","note":"Indexed from the public npm registry with Sentinel Index Heuristics (age, weekly downloads, typosquat distance, injection markers)."},"indexed_at":"2026-09-10","tier":"core","npm_downloads_wk":100,"trust_score_100":72,"badge_url":"https://www.marketnow.site/api/badge/speakeasy-api-docs-mcp-eval.svg","page_url":"https://www.marketnow.site/s/speakeasy-api-docs-mcp-eval"},{"id":"mn-npm2-18117","name":"mcp-eval-runner","slug":"mcp-eval-runner","description":"A standardized testing harness for MCP servers and agent workflows","category":"Developer Tools","price":0,"free":true,"sentinel_score":6,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-eval-runner","author":"dbsectrainer","version":"1.0.0","tags":["mcp"],"source":{"type":"npm-registry","url":"https://www.npmjs.com/package/mcp-eval-runner","note":"Indexed from the public npm registry with Sentinel Index Heuristics (age, weekly downloads, typosquat distance, injection markers)."},"indexed_at":"2026-09-10","tier":"core","npm_downloads_wk":27,"trust_score_100":60,"badge_url":"https://www.marketnow.site/api/badge/mcp-eval-runner.svg","page_url":"https://www.marketnow.site/s/mcp-eval-runner"},{"id":"mn-np3-00069","name":"mcp-evals","slug":"np3-mcp-evals","description":"GitHub Action for evaluating MCP server tool calls using LLM-based scoring","category":"AI/ML","price":0,"free":true,"sentinel_score":5,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-evals","author":"Matthew Lenhard","version":"2.0.1","tags":["mcp","mcp","evaluation","github-actions","llm"],"source":{"type":"npm-registry","url":"https://www.npmjs.com/package/mcp-evals","note":"Official/vendor package indexed from the public npm registry, batch 2026-09-12. Trust = index heuristic (base 40 + log10 weekly downloads). 34348 weekly downloads.","repo_url":"https://github.com/mclenhard/mcp-evals"},"indexed_at":"2026-09-12","tier":"core","npm_downloads_wk":34348,"trust_score_100":80,"badge_url":"https://www.marketnow.site/api/badge/np3-mcp-evals.svg","page_url":"https://www.marketnow.site/s/np3-mcp-evals"}],"_links":{"self":"/api/skills?page=1&limit=100&q=mcp-eval","next":null,"prev":null}}