{"page":1,"limit":100,"total":1296,"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":13,"has_next":true,"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-gen-01055","name":"atlas-mcp-server","slug":"real-atlas-mcp-server","description":"A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architecture (Projects, Tasks, Knowledge) to manage complex workflows","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y atlas-mcp-server","author":"cyanheads","version":"1.0.0","tags":["mcp","real","typescript","cyanheads","agents"],"source":{"type":"github","url":"https://github.com/cyanheads/atlas-mcp-server","note":"Real MCP server. 476 stars. Language: TypeScript. Last push: 2025-07-22T05:17:41Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":68,"badge_url":"https://www.marketnow.site/api/badge/real-atlas-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-atlas-mcp-server"},{"id":"mn-gen-01703","name":"mcp-page-capture","slug":"real-mcp-page-capture","description":"Capture web page screenshots and return MCP-compatible metadata for automated workflows.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-page-capture","author":"chasesaurabh","version":"1.0.0","tags":["mcp","real","typescript","chasesaurabh"],"source":{"type":"github","url":"https://github.com/chasesaurabh/mcp-page-capture","note":"Real MCP server. 3 stars. Language: TypeScript. Last push: 2025-12-24T04:52:04Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":61,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-page-capture.svg","page_url":"https://www.marketnow.site/s/real-mcp-page-capture"},{"id":"mn-gen-02004","name":"claude-code-skills","slug":"real-claude-code-skills","description":"Plugin suite + bundled MCP servers for Claude Code. Full delivery lifecycle: Agile pipeline with multi-model AI review, project bootstrap, documentation generation, codebase audits, performance optimi","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y claude-code-skills","author":"levnikolaevich","version":"1.0.0","tags":["mcp","real","javascript","levnikolaevich","agile-workflows"],"source":{"type":"github","url":"https://github.com/levnikolaevich/claude-code-skills","note":"Real MCP server. 510 stars. Language: JavaScript. Last push: 2026-07-01T07:11:04Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-claude-code-skills.svg","page_url":"https://www.marketnow.site/s/real-claude-code-skills"},{"id":"mn-gen-05317","name":"jmeter-mcp-server","slug":"real-jmeter-mcp-server","description":"✨ JMeter Meets AI Workflows: Introducing the JMeter MCP Server! 🤯 ","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install jmeter-mcp-server || uvx jmeter-mcp-server","author":"QAInsights","version":"1.0.0","tags":["mcp","real","python","qainsights","apache-jmeter"],"source":{"type":"github","url":"https://github.com/QAInsights/jmeter-mcp-server","note":"Real MCP server. 69 stars. Language: Python. Last push: 2025-06-15T14:06:26Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":63,"badge_url":"https://www.marketnow.site/api/badge/real-jmeter-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-jmeter-mcp-server"},{"id":"mn-res-07667","name":"google-analytics-mcp","slug":"real-google-analytics-mcp","description":"Google Analytics 4 data to AI agents, agentic workflows, and MCP clients. Give agents analysis-ready access to website traffic, user behavior, and performance data with schema discovery, server-side a","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install google-analytics-mcp || uvx google-analytics-mcp","author":"surendranb","version":"1.0.0","tags":["mcp","real","python","surendranb","ai-agent"],"source":{"type":"github","url":"https://github.com/surendranb/google-analytics-mcp","note":"Real MCP server. 224 stars. Language: Python. Last push: 2026-07-04T16:17:09Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-google-analytics-mcp.svg","page_url":"https://www.marketnow.site/s/real-google-analytics-mcp"},{"id":"mn-gen-09097","name":"mistral-mcp","slug":"real-mistral-mcp","description":"Full Mistral AI MCP server — OCR, Voxtral audio, Codestral FIM, durable workflows, document extraction — for Claude Code, Cursor, Windsurf, Zed, Mistral Connectors","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mistral-mcp","author":"Swih","version":"1.0.0","tags":["mcp","real","typescript","swih","agent-skills"],"source":{"type":"github","url":"https://github.com/Swih/mistral-mcp","note":"Real MCP server. 11 stars. Language: TypeScript. Last push: 2026-07-01T14:36:50Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-mistral-mcp.svg","page_url":"https://www.marketnow.site/s/real-mistral-mcp"},{"id":"mn-gen-09401","name":"mcp-n8n-workflow-builder","slug":"real-mcp-n8n-workflow-builder","description":"AI-powered n8n workflow automation through natural language. MCP server enabling Claude AI & Cursor IDE to create, manage, and monitor workflows via Model Context Protocol. Multi-instance support, 17 ","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/salacoste/mcp-n8n-workflow-builder","author":"salacoste","version":"1.0.0","tags":["mcp","real","javascript","salacoste","ai-automation"],"source":{"type":"github","url":"https://github.com/salacoste/mcp-n8n-workflow-builder","note":"Real MCP server. 230 stars. Language: JavaScript. Last push: 2026-04-12T19:52:58Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-n8n-workflow-builder.svg","page_url":"https://www.marketnow.site/s/real-mcp-n8n-workflow-builder"},{"id":"mn-gen-12059","name":"spec-workflow-mcp","slug":"real-spec-workflow-mcp","description":"A Model Context Protocol (MCP) server that provides structured spec-driven development workflow tools for AI-assisted software development, featuring a real-time web dashboard and VSCode extension for","category":"Monitoring","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y spec-workflow-mcp","author":"Pimzino","version":"1.0.0","tags":["mcp","real","typescript","pimzino"],"source":{"type":"github","url":"https://github.com/Pimzino/spec-workflow-mcp","note":"Real MCP server. 4257 stars. Language: TypeScript. Last push: 2026-07-03T19:19:12Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-spec-workflow-mcp.svg","page_url":"https://www.marketnow.site/s/real-spec-workflow-mcp"},{"id":"mn-gen-12294","name":"SunoMCP","slug":"real-sunomcp","description":"MCP server for Suno AI music generation, lyrics, and cover workflows via Ace Data Cloud.","category":"Cloud Platforms","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/AceDataCloud/SunoMCP","author":"AceDataCloud","version":"1.0.0","tags":["mcp","real","python","acedatacloud","ai-music"],"source":{"type":"github","url":"https://github.com/AceDataCloud/SunoMCP","note":"Real MCP server. 30 stars. Language: Python. Last push: 2026-07-05T03:12:54Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-sunomcp.svg","page_url":"https://www.marketnow.site/s/real-sunomcp"},{"id":"mn-gen-12455","name":"task-orchestrator","slug":"real-task-orchestrator","description":"Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y task-orchestrator","author":"jpicklyk","version":"1.0.0","tags":["mcp","real","kotlin","jpicklyk","ai-coding-assistant"],"source":{"type":"github","url":"https://github.com/jpicklyk/task-orchestrator","note":"Real MCP server. 196 stars. Language: Kotlin. Last push: 2026-06-25T12:48:17Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-task-orchestrator.svg","page_url":"https://www.marketnow.site/s/real-task-orchestrator"},{"id":"mn-gen-13146","name":"vibe-check-mcp-server","slug":"real-vibe-check-mcp-server","description":"Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. KISS your over-eage","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/PV-Bhat/vibe-check-mcp-server","author":"PV-Bhat","version":"1.0.0","tags":["mcp","real","typescript","pv-bhat","agentic-ai"],"source":{"type":"github","url":"https://github.com/PV-Bhat/vibe-check-mcp-server","note":"Real MCP server. 496 stars. Language: TypeScript. Last push: 2026-06-12T19:27:11Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-vibe-check-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-vibe-check-mcp-server"},{"id":"mn-amcp-comfypilot","name":"comfy-pilot","slug":"amcp-comfy-pilot","description":"MCP server + embedded terminal that lets Claude Code see and edit your ComfyUI workflows","category":"AI/ML","price":0,"free":true,"sentinel_score":5,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/ConstantineB6/comfy-pilot","author":"ConstantineB6","version":"1.0.0","tags":["mcp","awesome-mcp","python","constantineb6"],"source":{"type":"github","url":"https://github.com/ConstantineB6/comfy-pilot","note":"Imported from awesome-mcp-servers. 221 GitHub stars. Last pushed: 2026-02-16T09:58:06Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/amcp-comfy-pilot.svg","page_url":"https://www.marketnow.site/s/amcp-comfy-pilot"},{"id":"mn-real-mcp-x10","name":"mcp","slug":"real-mcp-10","description":"MCP server for AI agents to operate Sequenzy lifecycle, campaign, and transactional email workflows.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp","author":"Sequenzy","version":"1.0.0","tags":["mcp","real","typescript","sequenzy","ai-agents"],"source":{"type":"github","url":"https://github.com/Sequenzy/mcp","note":"Real MCP server. 2 stars. Language: TypeScript. Last push: 2026-07-03T09:36:24Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-10.svg","page_url":"https://www.marketnow.site/s/real-mcp-10"},{"id":"mn-real-mcptimeplus","name":"mcp-timeplus","slug":"real-mcp-timeplus","description":"Execute SQL queries and manage databases seamlessly with Timeplus. Leverage powerful tools to interact with your data, Kafka topics, and Iceberg tables efficiently. Enhance your data workflows with a ","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install mcp-timeplus || uvx mcp-timeplus","author":"timeplus-io","version":"1.0.0","tags":["mcp","real","python","timeplus-io","clickhouse"],"source":{"type":"github","url":"https://github.com/timeplus-io/mcp-timeplus","note":"Real MCP server. 13 stars. Language: Python. Last push: 2025-07-24T06:04:40Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":63,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-timeplus.svg","page_url":"https://www.marketnow.site/s/real-mcp-timeplus"},{"id":"mn-real-thinairdata","name":"thinair-data","slug":"real-thinair-data","description":"Secure read-only MCP server for PostgreSQL, MySQL, and SQL Server — built for ThinAir Data, operational analytics, reporting, and AI-assisted database workflows.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y thinair-data","author":"ThinAirTelematics","version":"1.0.0","tags":["mcp","real","javascript","thinairtelematics"],"source":{"type":"github","url":"https://github.com/ThinAirTelematics/thinair-data","note":"Real MCP server. 1 stars. Language: JavaScript. Last push: 2026-06-24T08:15:29Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-thinair-data.svg","page_url":"https://www.marketnow.site/s/real-thinair-data"},{"id":"mn-real-agentgate","name":"agent-gate","slug":"real-agent-gate","description":"MCP server that adds a fail-closed quality gate and hash-chained receipt ledger to any AI agent workflow.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install agent-gate || uvx agent-gate","author":"Jott2121","version":"1.0.0","tags":["mcp","real","python","jott2121","ai-agents"],"source":{"type":"github","url":"https://github.com/Jott2121/agent-gate","note":"Real MCP server. 3 stars. Language: Python. Last push: 2026-07-01T12:13:22Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-agent-gate.svg","page_url":"https://www.marketnow.site/s/real-agent-gate"},{"id":"mn-real-mcpservercircleci","name":"mcp-server-circleci","slug":"real-mcp-server-circleci","description":"A specialized server implementation for the Model Context Protocol (MCP) designed to integrate with CircleCI's development workflow. This project serves as a bridge between CircleCI's infrastructure a","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/CircleCI-Public/mcp-server-circleci","author":"CircleCI-Public","version":"1.0.0","tags":["mcp","real","typescript","circleci-public","mcp-server"],"source":{"type":"github","url":"https://github.com/CircleCI-Public/mcp-server-circleci","note":"Real MCP server. 86 stars. Language: TypeScript. Last push: 2026-06-26T14:31:07Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-server-circleci.svg","page_url":"https://www.marketnow.site/s/real-mcp-server-circleci"},{"id":"mn-real-tnl","name":"tnl","slug":"real-tnl","description":"Structured English contracts for AI coding agents — proposed by the agent, approved by you, saved on disk, read by every future session.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y tnl","author":"janaraj","version":"1.0.0","tags":["mcp","real","typescript","janaraj","agent-workflow"],"source":{"type":"github","url":"https://github.com/janaraj/tnl","note":"Real MCP server. 8 stars. Language: TypeScript. Last push: 2026-04-26T12:30:51Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-tnl.svg","page_url":"https://www.marketnow.site/s/real-tnl"},{"id":"mn-real-lightcms","name":"lightcms","slug":"real-lightcms","description":"Self-hosted CMS that works human or headless: full admin UI plus REST and MCP APIs, built-in semantic search and site chat, and content forking, versioning, diff/merge review, templates, approvals, an","category":"Search","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/jonradoff/lightcms","author":"jonradoff","version":"1.0.0","tags":["mcp","real","go","jonradoff","agentic-workflow"],"source":{"type":"github","url":"https://github.com/jonradoff/lightcms","note":"Real MCP server. 22 stars. Language: Go. Last push: 2026-07-04T21:38:52Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-lightcms.svg","page_url":"https://www.marketnow.site/s/real-lightcms"},{"id":"mn-real-kdb","name":"kdb","slug":"real-kdb","description":"Kindly Debugger - Time-Travel Debugging for AI Workflows","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y kdb","author":"Kindly-Software","version":"1.0.0","tags":["mcp","real","unknown","kindly-software"],"source":{"type":"github","url":"https://github.com/Kindly-Software/kdb","note":"Real MCP server. 1 stars. Language: Unknown. Last push: 2025-12-12T14:30:26Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":61,"badge_url":"https://www.marketnow.site/api/badge/real-kdb.svg","page_url":"https://www.marketnow.site/s/real-kdb"},{"id":"mn-real-mcp-x17","name":"mcp","slug":"real-mcp-17","description":"Local stdio MCP server for microservices.sh modules and guarded agent workflows.","category":"Cloud Platforms","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp","author":"microservices-sh","version":"1.0.0","tags":["mcp","real","javascript","microservices-sh","agents"],"source":{"type":"github","url":"https://github.com/microservices-sh/mcp","note":"Real MCP server. 1 stars. Language: JavaScript. Last push: 2026-06-18T08:19:05Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-17.svg","page_url":"https://www.marketnow.site/s/real-mcp-17"},{"id":"mn-real-userfeedbackmcp","name":"user-feedback-mcp","slug":"real-user-feedback-mcp","description":"Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install user-feedback-mcp || uvx user-feedback-mcp","author":"mrexodia","version":"1.0.0","tags":["mcp","real","python","mrexodia","cline"],"source":{"type":"github","url":"https://github.com/mrexodia/user-feedback-mcp","note":"Real MCP server. 54 stars. Language: Python. Last push: 2025-03-26T12:06:07Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":63,"badge_url":"https://www.marketnow.site/api/badge/real-user-feedback-mcp.svg","page_url":"https://www.marketnow.site/s/real-user-feedback-mcp"},{"id":"mn-real-n8nworkflowtestersaf","name":"n8n-workflow-tester-safe","slug":"real-n8n-workflow-tester-safe","description":"Safe MCP server + CLI for testing, inspecting, and operating n8n workflows with a constrained scope","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/Souzix76/n8n-workflow-tester-safe","author":"Souzix76","version":"1.0.0","tags":["mcp","real","typescript","souzix76","automation"],"source":{"type":"github","url":"https://github.com/Souzix76/n8n-workflow-tester-safe","note":"Real MCP server. 1 stars. Language: TypeScript. Last push: 2026-03-30T01:08:35Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-n8n-workflow-tester-safe.svg","page_url":"https://www.marketnow.site/s/real-n8n-workflow-tester-safe"},{"id":"mn-real-springbootstarterswa","name":"spring-boot-starter-swagger-mcp","slug":"real-spring-boot-starter-swagger-mcp","description":"Turn SpringDoc OpenAPI into production-ready MCP tools for Spring Boot: discovery, validation, workflows, and guardrails.","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/Neo1228/spring-boot-starter-swagger-mcp","author":"Neo1228","version":"1.0.0","tags":["mcp","real","java","neo1228","api-gateway"],"source":{"type":"github","url":"https://github.com/Neo1228/spring-boot-starter-swagger-mcp","note":"Real MCP server. 3 stars. Language: Java. Last push: 2026-06-28T11:02:57Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-spring-boot-starter-swagger-mcp.svg","page_url":"https://www.marketnow.site/s/real-spring-boot-starter-swagger-mcp"},{"id":"mn-real-mcpservergithubactio","name":"mcp-server-github-actions","slug":"real-mcp-server-github-actions","description":"MCP server for GitHub Actions — view runs, read logs, re-run jobs, trigger workflows","category":"Version Control","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-server-github-actions","author":"ofershap","version":"1.0.0","tags":["mcp","real","typescript","ofershap","ai"],"source":{"type":"github","url":"https://github.com/ofershap/mcp-server-github-actions","note":"Real MCP server. 5 stars. Language: TypeScript. Last push: 2026-03-10T09:22:17Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":61,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-server-github-actions.svg","page_url":"https://www.marketnow.site/s/real-mcp-server-github-actions"},{"id":"mn-real-moth","name":"moth","slug":"real-moth","description":"A debugging workflow plugin for AI coding agents. Turns terminal failures into source-backed fixes via MCP and structured skills.","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y moth","author":"stfade","version":"1.0.0","tags":["mcp","real","typescript","stfade","ai-coding-agent"],"source":{"type":"github","url":"https://github.com/stfade/moth","note":"Real MCP server. 2 stars. Language: TypeScript. Last push: 2026-05-04T03:31:53Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-moth.svg","page_url":"https://www.marketnow.site/s/real-moth"},{"id":"mn-real-jiragithubmcp","name":"jira-github-mcp","slug":"real-jira-github-mcp","description":"A Model Context Protocol (MCP) server exposing Jira and GitHub actions as AI tools to streamline developer workflows end-to-end.","category":"Version Control","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install jira-github-mcp || uvx jira-github-mcp","author":"TamarEngel","version":"1.0.0","tags":["mcp","real","python","tamarengel"],"source":{"type":"github","url":"https://github.com/TamarEngel/jira-github-mcp","note":"Real MCP server. 2 stars. Language: Python. Last push: 2026-01-09T02:41:39Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":61,"badge_url":"https://www.marketnow.site/api/badge/real-jira-github-mcp.svg","page_url":"https://www.marketnow.site/s/real-jira-github-mcp"},{"id":"mn-real-veris","name":"Veris","slug":"real-veris","description":"Behavioral Verification Infrastructure — MCP-native intelligence layer for autonomous software correctness. 17 MCP tools, semantic workflow grouping, drift detection, counterfactual mode, adversarial ","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/vighriday/Veris","author":"vighriday","version":"1.0.0","tags":["mcp","real","typescript","vighriday","ai-agents"],"source":{"type":"github","url":"https://github.com/vighriday/Veris","note":"Real MCP server. 1 stars. Language: TypeScript. Last push: 2026-05-19T06:17:18Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-veris.svg","page_url":"https://www.marketnow.site/s/real-veris"},{"id":"mn-real-scriptflowmcp","name":"scriptflow-mcp","slug":"real-scriptflow-mcp","description":"  Script workflow management via MCP. Converts AI workflows to persistent scripts, reducing tokens & delays while minimizing hallucination risks.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y scriptflow-mcp","author":"yanmxa","version":"1.0.0","tags":["mcp","real","typescript","yanmxa","agentic-workflows"],"source":{"type":"github","url":"https://github.com/yanmxa/scriptflow-mcp","note":"Real MCP server. 9 stars. Language: TypeScript. Last push: 2025-08-06T03:38:10Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":58,"badge_url":"https://www.marketnow.site/api/badge/real-scriptflow-mcp.svg","page_url":"https://www.marketnow.site/s/real-scriptflow-mcp"},{"id":"mn-real-tarn","name":"tarn","slug":"real-tarn","description":"CLI-first API testing tool. YAML-defined tests, structured JSON output, built for AI-assisted workflows.","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install tarn","author":"NazarKalytiuk","version":"1.0.0","tags":["mcp","real","rust","nazarkalytiuk"],"source":{"type":"github","url":"https://github.com/NazarKalytiuk/tarn","note":"Real MCP server. 5 stars. Language: Rust. Last push: 2026-06-04T13:49:59Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-tarn.svg","page_url":"https://www.marketnow.site/s/real-tarn"},{"id":"mn-real-mcpr","name":"MCPR","slug":"real-mcpr","description":" MCPR enables AI agents to participate in interactive R sessions for professional analysis workflows.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/phisanti/MCPR","author":"phisanti","version":"1.0.0","tags":["mcp","real","html","phisanti","data-analysis"],"source":{"type":"github","url":"https://github.com/phisanti/MCPR","note":"Real MCP server. 26 stars. Language: HTML. Last push: 2026-03-30T07:42:44Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-mcpr.svg","page_url":"https://www.marketnow.site/s/real-mcpr"},{"id":"mn-real-embeddeddebuggermcp","name":"embedded-debugger-mcp","slug":"real-embedded-debugger-mcp","description":"MCP server, CLI, and Codex/Claude skill for embedded debugging with probe-rs, supporting ARM Cortex-M and RISC-V debug workflows.","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install embedded-debugger-mcp","author":"Adancurusul","version":"1.0.0","tags":["mcp","real","rust","adancurusul","ai-skill"],"source":{"type":"github","url":"https://github.com/Adancurusul/embedded-debugger-mcp","note":"Real MCP server. 122 stars. Language: Rust. Last push: 2026-06-24T08:15:23Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-embedded-debugger-mcp.svg","page_url":"https://www.marketnow.site/s/real-embedded-debugger-mcp"},{"id":"mn-real-serialmcpserver","name":"serial-mcp-server","slug":"real-serial-mcp-server","description":"Rust MCP server and CLI for serial/UART devices, with JSON macro automation and agent skills for repeatable timed workflows.","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"cargo install serial-mcp-server","author":"Adancurusul","version":"1.0.0","tags":["mcp","real","rust","adancurusul","agent-skill"],"source":{"type":"github","url":"https://github.com/Adancurusul/serial-mcp-server","note":"Real MCP server. 72 stars. Language: Rust. Last push: 2026-06-25T13:46:44Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-serial-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-serial-mcp-server"},{"id":"mn-real-agenticswmmworkflow","name":"agentic-swmm-workflow","slug":"real-agentic-swmm-workflow","description":"Agentic SWMM is an automated, auditable, and memory-informed framework for reproducible stormwater modelling, integrating QGIS and EPA SWMM through the aiswmm runtime, reusable Skills, and MCP interfa","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install agentic-swmm-workflow || uvx agentic-swmm-workflow","author":"Zhonghao1995","version":"1.0.0","tags":["mcp","real","python","zhonghao1995","agentic-ai"],"source":{"type":"github","url":"https://github.com/Zhonghao1995/agentic-swmm-workflow","note":"Real MCP server. 18 stars. Language: Python. Last push: 2026-07-06T00:50:18Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-agentic-swmm-workflow.svg","page_url":"https://www.marketnow.site/s/real-agentic-swmm-workflow"},{"id":"mn-real-loremcp","name":"lore-mcp","slug":"real-lore-mcp","description":"Advanced MCP server for unified knowledge management with PostgreSQL+pgvector, knowledge graphs, research workflows, and Claude Code integration","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install lore-mcp || uvx lore-mcp","author":"davidgut1982","version":"1.0.0","tags":["mcp","real","python","davidgut1982","ai-agents"],"source":{"type":"github","url":"https://github.com/davidgut1982/lore-mcp","note":"Real MCP server. 3 stars. Language: Python. Last push: 2026-06-02T16:54:20Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-lore-mcp.svg","page_url":"https://www.marketnow.site/s/real-lore-mcp"},{"id":"mn-real-decisionnode","name":"DecisionNode","slug":"real-decisionnode","description":"CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable.","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/decisionnode/DecisionNode","author":"decisionnode","version":"1.0.0","tags":["mcp","real","typescript","decisionnode","agentic-workflow"],"source":{"type":"github","url":"https://github.com/decisionnode/DecisionNode","note":"Real MCP server. 54 stars. Language: TypeScript. Last push: 2026-04-15T23:36:33Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-decisionnode.svg","page_url":"https://www.marketnow.site/s/real-decisionnode"},{"id":"mn-real-agenthold","name":"agenthold","slug":"real-agenthold","description":"Shared versioned state for multi-agent AI workflows. An MCP server.","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install agenthold || uvx agenthold","author":"edobusy","version":"1.0.0","tags":["mcp","real","python","edobusy","ai"],"source":{"type":"github","url":"https://github.com/edobusy/agenthold","note":"Real MCP server. 2 stars. Language: Python. Last push: 2026-05-10T00:02:34Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-agenthold.svg","page_url":"https://www.marketnow.site/s/real-agenthold"},{"id":"mn-real-papersflowmcp","name":"papersflow-mcp","slug":"real-papersflow-mcp","description":"papersflow-mcp is PapersFlow’s production MCP server for literature search, citation verification, related-paper discovery, and authenticated   research workflows across Claude, Codex, Gemini, and oth","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/papersflow-ai/papersflow-mcp","author":"papersflow-ai","version":"1.0.0","tags":["mcp","real","unknown","papersflow-ai","agentic-ai"],"source":{"type":"github","url":"https://github.com/papersflow-ai/papersflow-mcp","note":"Real MCP server. 13 stars. Language: Unknown. Last push: 2026-03-11T23:39:21Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":66,"badge_url":"https://www.marketnow.site/api/badge/real-papersflow-mcp.svg","page_url":"https://www.marketnow.site/s/real-papersflow-mcp"},{"id":"mn-real-subdownloadmcp","name":"subdownload-mcp","slug":"real-subdownload-mcp","description":"Public MCP wrapper for SubDownload.Fetch YouTube transcripts, search videos, browse channels and playlists — instant YouTube data for your AI workflow.","category":"Search","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/SubDownload/subdownload-mcp","author":"SubDownload","version":"1.0.0","tags":["mcp","real","javascript","subdownload"],"source":{"type":"github","url":"https://github.com/SubDownload/subdownload-mcp","note":"Real MCP server. 4 stars. Language: JavaScript. Last push: 2026-04-27T12:05:10Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-subdownload-mcp.svg","page_url":"https://www.marketnow.site/s/real-subdownload-mcp"},{"id":"mn-real-thinairgeo","name":"thinair-geo","slug":"real-thinair-geo","description":"ThinAir Geo MCP server for geocoding, routing, traffic, weather, places, and service-area intelligence for fleet-grade AI workflows.","category":"Web APIs","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y thinair-geo","author":"ThinAirTelematics","version":"1.0.0","tags":["mcp","real","javascript","thinairtelematics"],"source":{"type":"github","url":"https://github.com/ThinAirTelematics/thinair-geo","note":"Real MCP server. 1 stars. Language: JavaScript. Last push: 2026-06-24T08:15:25Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-thinair-geo.svg","page_url":"https://www.marketnow.site/s/real-thinair-geo"},{"id":"mn-real-lokimcpserver","name":"loki-mcp-server","slug":"real-loki-mcp-server","description":"An MCP server for querying Grafana Loki directly with a discovery-first workflow — labels, values, series, and LogQL queries without requiring Grafana.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/incu6us/loki-mcp-server","author":"incu6us","version":"1.0.0","tags":["mcp","real","go","incu6us"],"source":{"type":"github","url":"https://github.com/incu6us/loki-mcp-server","note":"Real MCP server. 5 stars. Language: Go. Last push: 2026-03-25T12:03:33Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-loki-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-loki-mcp-server"},{"id":"mn-real-disruptionintelligen","name":"disruption-intelligence-mcp","slug":"real-disruption-intelligence-mcp","description":"MCP server for commercial disruption intelligence, WARN and layoff signals, company context, geospatial territory analysis, and x402-ready agent workflows.","category":"Finance","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/forgemeshlabs/disruption-intelligence-mcp","author":"forgemeshlabs","version":"1.0.0","tags":["mcp","real","typescript","forgemeshlabs","agent-payments"],"source":{"type":"github","url":"https://github.com/forgemeshlabs/disruption-intelligence-mcp","note":"Real MCP server. 1 stars. Language: TypeScript. Last push: 2026-06-22T14:18:43Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-disruption-intelligence-mcp.svg","page_url":"https://www.marketnow.site/s/real-disruption-intelligence-mcp"},{"id":"mn-real-rippr","name":"rippr","slug":"real-rippr","description":"YouTube transcript ripper for RAG, LLM workflows, and AI research. Chrome extension. Multiple output formats","category":"Browser Automation","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/mrslbt/rippr","author":"mrslbt","version":"1.0.0","tags":["mcp","real","javascript","mrslbt","ai"],"source":{"type":"github","url":"https://github.com/mrslbt/rippr","note":"Real MCP server. 4 stars. Language: JavaScript. Last push: 2026-06-04T03:19:30Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-rippr.svg","page_url":"https://www.marketnow.site/s/real-rippr"},{"id":"mn-real-fitnessinfluencermcp","name":"fitness-influencer-mcp","slug":"real-fitness-influencer-mcp","description":"Fitness content creator workflow automation - MCP server for Claude Desktop","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install fitness-influencer-mcp || uvx fitness-influencer-mcp","author":"MarceauSolutions","version":"1.0.0","tags":["mcp","real","python","marceausolutions"],"source":{"type":"github","url":"https://github.com/MarceauSolutions/fitness-influencer-mcp","note":"Real MCP server. 1 stars. Language: Python. Last push: 2026-01-14T15:02:00Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":61,"badge_url":"https://www.marketnow.site/api/badge/real-fitness-influencer-mcp.svg","page_url":"https://www.marketnow.site/s/real-fitness-influencer-mcp"},{"id":"mn-real-mcpserver-x40","name":"mcp-server","slug":"real-mcp-server-40","description":"The automation engine built for AI agents. Workflows, memory, and 100+ integrations — one API key.","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-server","author":"Agentled","version":"1.0.0","tags":["mcp","real","typescript","agentled"],"source":{"type":"github","url":"https://github.com/Agentled/mcp-server","note":"Real MCP server. 3 stars. Language: TypeScript. Last push: 2026-06-27T08:48:05Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-server-40.svg","page_url":"https://www.marketnow.site/s/real-mcp-server-40"},{"id":"mn-real-n8npromcp","name":"n8n-pro-mcp","slug":"real-n8n-pro-mcp","description":"MCP server for full n8n instance management (incl. queue mode): workflows, executions, tags, credentials, variables, projects, users, audit & health — 51 tools.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y n8n-pro-mcp","author":"helbertparanhos","version":"1.0.0","tags":["mcp","real","typescript","helbertparanhos","automation"],"source":{"type":"github","url":"https://github.com/helbertparanhos/n8n-pro-mcp","note":"Real MCP server. 1 stars. Language: TypeScript. Last push: 2026-06-12T08:11:30Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-n8n-pro-mcp.svg","page_url":"https://www.marketnow.site/s/real-n8n-pro-mcp"},{"id":"mn-real-vekit","name":"ve-kit","slug":"real-ve-kit","description":"The Vibe Coding Kit — a shareable Claude Code framework (BOOTSTRAP + Vibe Board MCP + optional VE Worker). Drop-in skills, RIPER workflow, /review-* audit family. Companion to HuntsDesk/ve-gws.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/HuntsDesk/ve-kit","author":"HuntsDesk","version":"1.0.0","tags":["mcp","real","shell","huntsdesk","agent-framework"],"source":{"type":"github","url":"https://github.com/HuntsDesk/ve-kit","note":"Real MCP server. 2 stars. Language: Shell. Last push: 2026-06-23T20:47:43Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":64,"badge_url":"https://www.marketnow.site/api/badge/real-ve-kit.svg","page_url":"https://www.marketnow.site/s/real-ve-kit"},{"id":"mn-real-mcpdifyworkflowserve","name":"mcp-difyworkflow-server","slug":"real-mcp-difyworkflow-server","description":"mcp-difyworkflow-server is an mcp server Tools application that implements the query and invocation of Dify workflows, supporting the on-demand operation of multiple custom Dify workflows.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/gotoolkits/mcp-difyworkflow-server","author":"gotoolkits","version":"1.0.0","tags":["mcp","real","go","gotoolkits","ai"],"source":{"type":"github","url":"https://github.com/gotoolkits/mcp-difyworkflow-server","note":"Real MCP server. 60 stars. Language: Go. Last push: 2024-12-26T09:02:57Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":63,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-difyworkflow-server.svg","page_url":"https://www.marketnow.site/s/real-mcp-difyworkflow-server"},{"id":"mn-real-allinonemodelcontext","name":"all-in-one-model-context-protocol","slug":"real-all-in-one-model-context-protocol","description":"🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows","category":"Version Control","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/nguyenvanduocit/all-in-one-model-context-protocol","author":"nguyenvanduocit","version":"1.0.0","tags":["mcp","real","unknown","nguyenvanduocit","deepseek"],"source":{"type":"github","url":"https://github.com/nguyenvanduocit/all-in-one-model-context-protocol","note":"Real MCP server. 103 stars. Language: Unknown. Last push: 2025-02-24T07:27:20Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":68,"badge_url":"https://www.marketnow.site/api/badge/real-all-in-one-model-context-protocol.svg","page_url":"https://www.marketnow.site/s/real-all-in-one-model-context-protocol"},{"id":"mn-real-agentfleeto","name":"agent-fleet-o","slug":"real-agent-fleet-o","description":"Open-source AI agent orchestration platform — self-hosted mission control for autonomous multi-agent systems. Visual DAG workflows, 450+ MCP tools, human-in-the-loop approvals. Works with Claude, GPT-","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/escapeboy/agent-fleet-o","author":"escapeboy","version":"1.0.0","tags":["mcp","real","php","escapeboy","agent-orchestration"],"source":{"type":"github","url":"https://github.com/escapeboy/agent-fleet-o","note":"Real MCP server. 38 stars. Language: PHP. Last push: 2026-07-04T05:37:19Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":69,"badge_url":"https://www.marketnow.site/api/badge/real-agent-fleet-o.svg","page_url":"https://www.marketnow.site/s/real-agent-fleet-o"},{"id":"mn-real-heym","name":"heym","slug":"real-heym","description":"Build AI workflows by prompt or visual canvas. Heym is source-available and self-hosted, with agents, RAG, MCP, HITL, observability, evals, token cost tracking and more.","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install heym || uvx heym","author":"heymrun","version":"1.0.0","tags":["mcp","real","python","heymrun","ai-agents"],"source":{"type":"github","url":"https://github.com/heymrun/heym","note":"Real MCP server. 680 stars. Language: Python. Last push: 2026-07-05T21:45:41Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-heym.svg","page_url":"https://www.marketnow.site/s/real-heym"},{"id":"mn-real-rocketrideserver","name":"rocketride-server","slug":"real-rocketride-server","description":"High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all f","category":"Data","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install rocketride-server || uvx rocketride-server","author":"rocketride-org","version":"1.0.0","tags":["mcp","real","python","rocketride-org","ai"],"source":{"type":"github","url":"https://github.com/rocketride-org/rocketride-server","note":"Real MCP server. 4928 stars. Language: Python. Last push: 2026-07-05T20:14:22Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-rocketride-server.svg","page_url":"https://www.marketnow.site/s/real-rocketride-server"},{"id":"mn-real-ruflo","name":"ruflo","slug":"real-ruflo","description":"🌊 The leading agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, R","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y ruflo","author":"ruvnet","version":"1.0.0","tags":["mcp","real","typescript","ruvnet","agentic-ai"],"source":{"type":"github","url":"https://github.com/ruvnet/ruflo","note":"Real MCP server. 63176 stars. Language: TypeScript. Last push: 2026-07-06T02:45:05Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":90,"badge_url":"https://www.marketnow.site/api/badge/real-ruflo.svg","page_url":"https://www.marketnow.site/s/real-ruflo"},{"id":"mn-real-activepieces","name":"activepieces","slug":"real-activepieces","description":"AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/activepieces/activepieces","author":"activepieces","version":"1.0.0","tags":["mcp","real","typescript","activepieces","ai-agent"],"source":{"type":"github","url":"https://github.com/activepieces/activepieces","note":"Real MCP server. 23133 stars. Language: TypeScript. Last push: 2026-07-05T16:17:23Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":90,"badge_url":"https://www.marketnow.site/api/badge/real-activepieces.svg","page_url":"https://www.marketnow.site/s/real-activepieces"},{"id":"mn-real-triggerdev","name":"trigger.dev","slug":"real-trigger-dev","description":"Trigger.dev – build and deploy fully‑managed AI agents and workflows","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y trigger.dev","author":"triggerdotdev","version":"1.0.0","tags":["mcp","real","typescript","triggerdotdev","ai"],"source":{"type":"github","url":"https://github.com/triggerdotdev/trigger.dev","note":"Real MCP server. 15575 stars. Language: TypeScript. Last push: 2026-07-06T02:57:27Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":90,"badge_url":"https://www.marketnow.site/api/badge/real-trigger-dev.svg","page_url":"https://www.marketnow.site/s/real-trigger-dev"},{"id":"mn-real-unstract","name":"unstract","slug":"real-unstract","description":"LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install unstract || uvx unstract","author":"Zipstack","version":"1.0.0","tags":["mcp","real","python","zipstack","ai-agents"],"source":{"type":"github","url":"https://github.com/Zipstack/unstract","note":"Real MCP server. 6689 stars. Language: Python. Last push: 2026-07-05T18:32:11Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-unstract.svg","page_url":"https://www.marketnow.site/s/real-unstract"},{"id":"mn-real-dagu","name":"dagu","slug":"real-dagu","description":"Local-first workflow engine with a Web UI for small teams. Define DAGs in a declarative YAML format. Self-contained and no DBMS required. Use any AI agent to manage your DAGs.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/dagucloud/dagu","author":"dagucloud","version":"1.0.0","tags":["mcp","real","go","dagucloud","agentic-workflow"],"source":{"type":"github","url":"https://github.com/dagucloud/dagu","note":"Real MCP server. 3608 stars. Language: Go. Last push: 2026-07-05T12:09:10Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-dagu.svg","page_url":"https://www.marketnow.site/s/real-dagu"},{"id":"mn-real-pyxiaozhi","name":"py-xiaozhi","slug":"real-py-xiaozhi","description":"Open-source AI assistant ecosystem with MCP integrations, multimodal workflows, IoT support, and cross-platform voice interaction.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install py-xiaozhi || uvx py-xiaozhi","author":"huangjunsen0406","version":"1.0.0","tags":["mcp","real","python","huangjunsen0406","cross-platform"],"source":{"type":"github","url":"https://github.com/huangjunsen0406/py-xiaozhi","note":"Real MCP server. 3389 stars. Language: Python. Last push: 2026-07-04T15:14:15Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-py-xiaozhi.svg","page_url":"https://www.marketnow.site/s/real-py-xiaozhi"},{"id":"mn-real-mcphubnvim","name":"mcphub.nvim","slug":"real-mcphub-nvim","description":"An MCP client for Neovim that seamlessly integrates MCP servers into your editing workflow with an intuitive interface for managing, testing, and using MCP servers with your favorite chat plugins.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/ravitemer/mcphub.nvim","author":"ravitemer","version":"1.0.0","tags":["mcp","real","lua","ravitemer","avante"],"source":{"type":"github","url":"https://github.com/ravitemer/mcphub.nvim","note":"Real MCP server. 1780 stars. Language: Lua. Last push: 2026-01-18T10:00:29Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":81,"badge_url":"https://www.marketnow.site/api/badge/real-mcphub-nvim.svg","page_url":"https://www.marketnow.site/s/real-mcphub-nvim"},{"id":"mn-real-betterchatbot","name":"better-chatbot","slug":"real-better-chatbot","description":"Formerly Better Chatbot. Navigator is an open-source AI workspace for agents, MCP and workflow automation.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/keinsaasforever/better-chatbot","author":"keinsaasforever","version":"1.0.0","tags":["mcp","real","typescript","keinsaasforever","agent"],"source":{"type":"github","url":"https://github.com/keinsaasforever/better-chatbot","note":"Real MCP server. 1138 stars. Language: TypeScript. Last push: 2026-06-11T11:49:45Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-better-chatbot.svg","page_url":"https://www.marketnow.site/s/real-better-chatbot"},{"id":"mn-real-agenticradar","name":"agentic-radar","slug":"real-agentic-radar","description":"A security scanner for your LLM agentic workflows","category":"Security","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install agentic-radar || uvx agentic-radar","author":"splx-ai","version":"1.0.0","tags":["mcp","real","python","splx-ai","agentic-ai"],"source":{"type":"github","url":"https://github.com/splx-ai/agentic-radar","note":"Real MCP server. 992 stars. Language: Python. Last push: 2025-11-27T15:28:44Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":76,"badge_url":"https://www.marketnow.site/api/badge/real-agentic-radar.svg","page_url":"https://www.marketnow.site/s/real-agentic-radar"},{"id":"mn-real-flowlike","name":"flow-like","slug":"real-flow-like","description":"Flow-Like: Strongly Typed Enterprise Scale Workflows. Built for scalability, speed, seamless AI integration and rich customization.","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/Rheosoph/flow-like","author":"Rheosoph","version":"1.0.0","tags":["mcp","real","typescript","rheosoph","agents"],"source":{"type":"github","url":"https://github.com/Rheosoph/flow-like","note":"Real MCP server. 909 stars. Language: TypeScript. Last push: 2026-07-05T10:48:56Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-flow-like.svg","page_url":"https://www.marketnow.site/s/real-flow-like"},{"id":"mn-real-capa","name":"capa","slug":"real-capa","description":"One capabilities.yaml wires skills, tools, rules, sub-agents, MCP servers, and plugins into Cursor, Claude Code, Codex, Windsurf, GitHub Copilot, and 30+ other AI coding agents","category":"Version Control","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y capa","author":"infragate","version":"1.0.0","tags":["mcp","real","typescript","infragate","agentic-workflow"],"source":{"type":"github","url":"https://github.com/infragate/capa","note":"Real MCP server. 678 stars. Language: TypeScript. Last push: 2026-07-03T21:34:29Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-capa.svg","page_url":"https://www.marketnow.site/s/real-capa"},{"id":"mn-real-trpcagentgo","name":"trpc-agent-go","slug":"real-trpc-agent-go","description":"A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/trpc-group/trpc-agent-go","author":"trpc-group","version":"1.0.0","tags":["mcp","real","go","trpc-group","a2a"],"source":{"type":"github","url":"https://github.com/trpc-group/trpc-agent-go","note":"Real MCP server. 1504 stars. Language: Go. Last push: 2026-07-06T01:53:26Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-trpc-agent-go.svg","page_url":"https://www.marketnow.site/s/real-trpc-agent-go"},{"id":"mn-real-ainativelang","name":"ainativelang","slug":"real-ainativelang","description":"AINL helps turn AI from \"a smart conversation\" into \"a structured worker.\"  It is designed for teams building AI workflows that need multiple steps, state and memory, tool use, repeatable execution, v","category":"AI/ML","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install ainativelang || uvx ainativelang","author":"sbhooley","version":"1.0.0","tags":["mcp","real","python","sbhooley","agent-orchestration"],"source":{"type":"github","url":"https://github.com/sbhooley/ainativelang","note":"Real MCP server. 824 stars. Language: Python. Last push: 2026-06-25T08:30:27Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-ainativelang.svg","page_url":"https://www.marketnow.site/s/real-ainativelang"},{"id":"mn-real-ospec","name":"ospec","slug":"real-ospec","description":"Spec-driven, agentic workflow framework for AI coding agents. Turn a request into a verifiable goal loop — plan, act, verify — with durable specs and evidence in your repo. Works with Claude Code, Cod","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"npx -y ospec","author":"clawplays","version":"1.0.0","tags":["mcp","real","javascript","clawplays","agentic-ai"],"source":{"type":"github","url":"https://github.com/clawplays/ospec","note":"Real MCP server. 559 stars. Language: JavaScript. Last push: 2026-06-25T07:15:12Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":79,"badge_url":"https://www.marketnow.site/api/badge/real-ospec.svg","page_url":"https://www.marketnow.site/s/real-ospec"},{"id":"mn-real-claudecodeultimategu","name":"claude-code-ultimate-guide","slug":"real-claude-code-ultimate-guide","description":"The most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines.","category":"Security","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install claude-code-ultimate-guide || uvx claude-code-ultimate-guide","author":"FlorianBruniaux","version":"1.0.0","tags":["mcp","real","python","florianbruniaux","agentic-coding"],"source":{"type":"github","url":"https://github.com/FlorianBruniaux/claude-code-ultimate-guide","note":"Real MCP server. 5340 stars. Language: Python. Last push: 2026-07-04T15:33:58Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":84,"badge_url":"https://www.marketnow.site/api/badge/real-claude-code-ultimate-guide.svg","page_url":"https://www.marketnow.site/s/real-claude-code-ultimate-guide"},{"id":"mn-real-difymcpserver","name":"dify-mcp-server","slug":"real-dify-mcp-server","description":"Model Context Protocol (MCP) Server for dify workflows","category":"Developer Tools","price":0,"free":true,"sentinel_score":8,"review_status":"auto-scanned","risk_level":"red","install":"pip install dify-mcp-server || uvx dify-mcp-server","author":"YanxingLiu","version":"1.0.0","tags":["mcp","real","python","yanxingliu"],"source":{"type":"github","url":"https://github.com/YanxingLiu/dify-mcp-server","note":"Real MCP server. 278 stars. Language: Python. Last push: 2025-04-20T15:08:09Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":68,"badge_url":"https://www.marketnow.site/api/badge/real-dify-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-dify-mcp-server"},{"id":"mn-real-photoshoppythonapimc","name":"photoshop-python-api-mcp-server","slug":"real-photoshop-python-api-mcp-server","description":"A Model Context Protocol (MCP) server that interfaces with Adobe Photoshop's Python API. Enables LLMs to execute image editing operations, automate workflows, and manage Photoshop tasks through struct","category":"Developer Tools","price":0,"free":true,"sentinel_score":7,"review_status":"auto-scanned","risk_level":"red","install":"pip install photoshop-python-api-mcp-server || uvx photoshop-python-api-mcp-server","author":"loonghao","version":"1.0.0","tags":["mcp","real","python","loonghao"],"source":{"type":"github","url":"https://github.com/loonghao/photoshop-python-api-mcp-server","note":"Real MCP server. 274 stars. Language: Python. Last push: 2026-06-26T16:59:26Z. Discovered via auto-discovery."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":74,"badge_url":"https://www.marketnow.site/api/badge/real-photoshop-python-api-mcp-server.svg","page_url":"https://www.marketnow.site/s/real-photoshop-python-api-mcp-server"},{"id":"mn-real-agentlsp","name":"agent-lsp","slug":"real-agent-lsp","description":"MCP server that orchestrates language servers into agent-native workflows. 65 tools, 30 CI-verified languages.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"yellow","install":"go install github.com/blackwell-systems/agent-lsp","author":"blackwell-systems","version":"1.0.0","tags":["mcp","real","go","blackwell-systems","agentskills"],"source":{"type":"github","url":"https://github.com/blackwell-systems/agent-lsp","note":"Real MCP server. 72 stars. Language: Go. Last push: 2026-06-30T02:45:40Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-agent-lsp.svg","page_url":"https://www.marketnow.site/s/real-agent-lsp"},{"id":"mn-real-n8nmcp","name":"n8n-mcp","slug":"real-n8n-mcp","description":"Debugging-first MCP server for n8n. Tools for workflow generation, linting, per-node execution diagnosis, and driving live n8n instances. Built for AI agents.","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y n8n-mcp","author":"AutomateLab-tech","version":"1.0.0","tags":["mcp","real","typescript","automatelab-tech","ai-agent"],"source":{"type":"github","url":"https://github.com/AutomateLab-tech/n8n-mcp","note":"Real MCP server. 12 stars. Language: TypeScript. Last push: 2026-06-08T11:01:41Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-n8n-mcp.svg","page_url":"https://www.marketnow.site/s/real-n8n-mcp"},{"id":"mn-real-openwebsearch","name":"open-webSearch","slug":"real-open-websearch","description":"Multi-engine MCP server, CLI, and local daemon for agent web search and content retrieval — skill-guided workflows, no API keys.","category":"Search","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"yellow","install":"git clone https://github.com/Aas-ee/open-webSearch","author":"Aas-ee","version":"1.0.0","tags":["mcp","real","typescript","aas-ee"],"source":{"type":"github","url":"https://github.com/Aas-ee/open-webSearch","note":"Real MCP server. 1552 stars. Language: TypeScript. Last push: 2026-05-16T07:26:04Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-open-websearch.svg","page_url":"https://www.marketnow.site/s/real-open-websearch"},{"id":"mn-real-n8nmanagermcp","name":"n8n-manager-mcp","slug":"real-n8n-manager-mcp","description":"MCP server for n8n workflow management -- view, create, sync, and manage n8n workflows via AI assistants","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y n8n-manager-mcp","author":"ellmos-ai","version":"1.0.0","tags":["mcp","real","typescript","ellmos-ai","agent-framework"],"source":{"type":"github","url":"https://github.com/ellmos-ai/n8n-manager-mcp","note":"Real MCP server. 2 stars. Language: TypeScript. Last push: 2026-07-06T03:45:04Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-n8n-manager-mcp.svg","page_url":"https://www.marketnow.site/s/real-n8n-manager-mcp"},{"id":"mn-real-skyvern","name":"skyvern","slug":"real-skyvern","description":"Automate browser based workflows with AI","category":"Browser Automation","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install skyvern || uvx skyvern","author":"Skyvern-AI","version":"1.0.0","tags":["mcp","real","python","skyvern-ai","ai"],"source":{"type":"github","url":"https://github.com/Skyvern-AI/skyvern","note":"Real MCP server. 22130 stars. Language: Python. Last push: 2026-07-06T20:19:38Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-skyvern.svg","page_url":"https://www.marketnow.site/s/real-skyvern"},{"id":"mn-real-opik","name":"opik","slug":"real-opik","description":"Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.","category":"AI/ML","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"pip install opik || uvx opik","author":"comet-ml","version":"1.0.0","tags":["mcp","real","python","comet-ml","evaluation"],"source":{"type":"github","url":"https://github.com/comet-ml/opik","note":"Real MCP server. 20363 stars. Language: Python. Last push: 2026-07-06T19:18:51Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-opik.svg","page_url":"https://www.marketnow.site/s/real-opik"},{"id":"mn-real-mcpprojectmanager","name":"mcp-project-manager","slug":"real-mcp-project-manager","description":"🚀 Hierarchical task management server via Model Context   Protocol (MCP). Create ideas → epics → tasks with   AI-powered decomposition and smart workflow automation   for any MCP-compatible AI assist","category":"Developer Tools","price":0,"free":true,"sentinel_score":0,"review_status":"auto-scanned","risk_level":"red","install":"npx -y mcp-project-manager","author":"croffasia","version":"1.0.0","tags":["mcp","real","typescript","croffasia"],"source":{"type":"github","url":"https://github.com/croffasia/mcp-project-manager","note":"Real MCP server. 7 stars. Language: TypeScript. Last push: 2025-07-15T21:25:41Z."},"indexed_at":"2026-09-10","tier":"core","trust_score_100":40,"badge_url":"https://www.marketnow.site/api/badge/real-mcp-project-manager.svg","page_url":"https://www.marketnow.site/s/real-mcp-project-manager"},{"id":"mn-real-n8n","name":"n8n","slug":"real-n8n","description":"Fair-code workflow automation platform with native AI capabilities. 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