Mcp Ecosystem Scanner

🔬 MCP Ecosystem Scanner

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> The most comprehensive automated registry of Model Context Protocol servers. > Discovers, validates, and quality-scores every MCP server on GitHub — daily.

> 454 servers catalogued | 10 categories | Last scan: 2026-07-09 10:44 UTC

Why This Exists

MCP is the open standard that lets AI agents (Claude, GPT, Gemini, etc.) connect to external tools and data. The ecosystem is exploding — but discovery is fragmented. The official registry is young, awesome-lists are manually curated, and there's no automated way to know which servers are well-maintained vs. abandoned.

This scanner crawls GitHub daily, validates each repo as a genuine MCP server, and scores its quality based on documentation, tests, CI, maintenance activity, and community adoption.

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📊 Ecosystem Overview

| Metric | Value | |--------|-------| | Total MCP Servers | 454 | | Combined GitHub Stars | 1.3M | | Average Quality Score | 16.1/100 | | New This Month | 1 | | Categories | 10 |

Languages: TypeScript: 208 · Python: 202 · Go: 13 · JavaScript: 10 · Unknown: 8 · C#: 4

Transports: stdio: 233 · sse: 348 · streamable-http: 114 · unknown: 69

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🆕 New This Month

| Server | Stars | Language | Category | Quality | |--------|-------|----------|----------|---------| | darknet-mcp-server | ⭐ 199 | TypeScript | web | ░░░░░░░░░░ 0 |

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🏆 Top Servers by Quality Score

| Rank | Server | Quality | Stars | Description | Category | Transport | |------|--------|---------|-------|-------------|----------|-----------| | 1 | private-gpt | █████████░ 90 | 57.3k | Complete API layer for private AI applications on local models: RAG, s | ai-ml | SSE | | 2 | semiotic | █████████░ 90 | 2.7k | React data visualization library for streaming, networks, and AI-assis | other | stdio SSE | | 3 | ha-mcp | █████████░ 90 | 3.9k | The Unofficial and Awesome Home Assistant MCP Server | dev-tools | stdio SSE HTTP | | 4 | agent-scan | █████████░ 90 | 2.8k | Security scanner for AI agents, MCP servers and agent skills. | other | stdio SSE | | 5 | Windows-MCP | █████████░ 90 | 6.4k | MCP Server for Computer Use in Windows | other | stdio SSE HTTP | | 6 | notebooklm-mcp-cli | █████████░ 90 | 5.3k | Programmatic access to Google NotebookLM — via command-line interface | productivity | SSE | | 7 | context-mode | █████████░ 89 | 18.7k | Context window optimization for AI coding agents. Sandboxes tool outpu | files | stdio SSE | | 8 | fast-agent | █████████░ 89 | 3.9k | Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP/A | other | stdio SSE HTTP | | 9 | Figma-Context-MCP | █████████░ 89 | 15.4k | MCP server to provide Figma layout information to AI coding agents lik | other | stdio | | 10 | playwright-mcp | █████████░ 89 | 34.9k | Playwright MCP server | web | stdio SSE | | 11 | mcporter | █████████░ 89 | 4.8k | Call MCPs via TypeScript, masquerading as simple TypeScript API. Or pa | other | stdio SSE HTTP | | 12 | fastmcp | █████████░ 88 | 26.1k | 🚀 The fast, Pythonic way to build MCP servers and clients. | ai-ml | SSE | | 13 | core | █████████░ 88 | 3.6k | A framework helps you quickly build AI Native IDE products. MCP Client | other | — | | 14 | csharp-sdk | █████████░ 88 | 4.4k | The official C# SDK for Model Context Protocol servers and clients. Ma | dev-tools | SSE | | 15 | registry | █████████░ 88 | 7.0k | A community driven registry service for Model Context Protocol (MCP) s | files | SSE | | 16 | optillm | █████████░ 88 | 4.2k | Optimizing inference proxy for LLMs | ai-ml | stdio SSE | | 17 | googleworkspacemcp | █████████░ 88 | 2.8k | Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tas | productivity | stdio SSE HTTP | | 18 | python-sdk | █████████░ 88 | 23.6k | The official Python SDK for Model Context Protocol servers and clients | dev-tools | stdio SSE HTTP | | 19 | gpt-researcher | █████████░ 88 | 28.2k | An autonomous agent that conducts deep research on any data using any | ai-ml | SSE | | 20 | linkedin-mcp-server | █████████░ 88 | 2.7k | Open-source MCP server for LinkedIn. Give Claude and any MCP-compatibl | ai-ml | stdio SSE HTTP | | 21 | EvoScientist | █████████░ 88 | 4.1k | 🔬 Harness Vibe Research with Self-evolving AI Scientists | dev-tools | SSE | | 22 | ida-pro-mcp | █████████░ 87 | 10.0k | AI-powered reverse engineering assistant that bridges IDA Pro with lan | other | stdio SSE | | 23 | mcp-atlassian | █████████░ 87 | 5.5k | MCP server for Atlassian tools (Confluence, Jira) | productivity | SSE | | 24 | typescript-sdk | █████████░ 87 | 12.8k | The official TypeScript SDK for Model Context Protocol servers and cli | dev-tools | stdio HTTP | | 25 | mcp-context-forge | █████████░ 87 | 4.1k | An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, | dev-tools | stdio SSE HTTP | | 26 | tabularis | █████████░ 87 | 3.7k | Open-source desktop SQL workspace for PostgreSQL, MySQL/MariaDB, SQLit | data | stdio | | 27 | brightdata-mcp | █████████░ 87 | 2.5k | A powerful Model Context Protocol (MCP) server that provides an all-in | web | SSE | | 28 | mobile-mcp | █████████░ 86 | 5.4k | Model Context Protocol Server for Mobile Automation and Scraping (iOS, | other | stdio SSE | | 29 | CodeGraphContext | █████████░ 86 | 3.9k | An MCP server plus a CLI tool that indexes local code into a graph dat | data | SSE | | 30 | headroom | █████████░ 86 | 58.0k | Compress tool outputs, logs, files, and RAG chunks before they reach t | ai-ml | SSE |

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📂 Servers by Category

Ai Ml (82 servers)

| Server | Stars | Quality | Description | |--------|-------|---------|-------------| | headroom | ⭐ 58.0k | 86 | Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 60 | | private-gpt | ⭐ 57.3k | 90 | Complete API layer for private AI applications on local models: RAG, skills, too | | gpt-researcher | ⭐ 28.2k | 88 | An autonomous agent that conducts deep research on any data using any LLM provid | | fastmcp | ⭐ 26.1k | 88 | 🚀 The fast, Pythonic way to build MCP servers and clients. | | Qwen-Agent | ⭐ 16.7k | 72 | Agent framework and applications built upon Qwen>=3.0, featuring Function Callin | | DeepCode | ⭐ 16.0k | 86 | "DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)" | | pal-mcp-server | ⭐ 11.6k | 72 | The power of Claude Code / GeminiCLI / CodexCLI + Gemini / OpenAI / OpenRouter | | [mcp-use | ⭐ 10.3k | 74 | The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Serve | | mcp-agent | ⭐ 8.4k | 71 | Build effective agents using Model Context Protocol and simple workflow patterns | | awesome-agent-skills | ⭐ 5.9k | 37 | Tutorials, Guides and Agent Skills Directories | | awesome-mcp-servers | ⭐ 5.7k | 34 | Awesome MCP Servers - A curated list of Model Context Protocol servers | | claude-code-ultimate-guide | ⭐ 5.4k | 72 | The most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP | | 5ire | ⭐ 5.3k | 86 | 5ire is a cross-platform desktop AI assistant, MCP client. It compatible with ma | | mcp-ui | ⭐ 5.0k | 68 | UI over MCP. Create next-gen UI experiences with the protocol and SDK! | | claude-code-guide | ⭐ 4.4k | 64 | Claude Code Guide - Setup, Commands, workflows, agents, skills & tips-n-tricks g | | ...and 67 more | | | |

Cloud (8 servers)

| Server | Stars | Quality | Description | |--------|-------|---------|-------------| | mcp | ⭐ 9.4k | 72 | Open source MCP Servers for AWS | | mcp-server-cloudflare | ⭐ 3.9k | 71 | — | | skills | ⭐ 2.7k | 74 | Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents | | azure-devops-mcp | ⭐ 1.9k | 0 | The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to | | mcp-server-azure-devops | ⭐ 377 | 0 | An MCP server for Azure DevOps | | run-model-context-protocol-servers-with-aws-lambda | ⭐ 373 | 0 | Run existing Model Context Protocol (MCP) stdio-based servers in AWS Lambda func | | sample-serverless-mcp-servers | ⭐ 239 | 0 | Sample implementations of AI Agents and MCP Servers running on AWS Serverless co | | Lambda-MCP-Server | ⭐ 234 | 0 | Creates a simple MCP tool server with "streaming" HTTP. |

Data (30 servers)

| Server | Stars | Quality | Description | |--------|-------|---------|-------------| | CodeGraphContext | ⭐ 3.9k | 86 | An MCP server plus a CLI tool that indexes local code into a graph database to p | | tabularis | ⭐ 3.7k | 87 | Open-source desktop SQL workspace for PostgreSQL, MySQL/MariaDB, SQLite and 13+ | | dbhub | ⭐ 3.1k | 64 | Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Se | | mcp-server-mysql | ⭐ 1.9k | 0 | A Model Context Protocol server that provides read-only access to MySQL database | | pg-aiguide | ⭐ 1.8k | 0 | MCP server and Claude plugin for Postgres skills and documentation. Helps AI cod | | mysqlmcpserver | ⭐ 1.3k | 0 | A Model Context Protocol (MCP) server that enables secure interaction with MySQL | | nocturnememory | ⭐ 1.3k | 0 | A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. | | mongodb-mcp-server | ⭐ 1.1k | 0 | A Model Context Protocol server to connect to MongoDB databases and MongoDB Atla | | yargi-mcp | ⭐ 1.0k | 0 | MCP Server For Turkish Legal Databases | | mcp-neo4j | ⭐ 977 | 0 | Neo4j Labs Model Context Protocol servers | | supabase-mcp-server | ⭐ 828 | 0 | Query MCP enables end-to-end management of Supabase via chat interface: read & w | | mcp-gateway-registry | ⭐ 778 | 0 | Enterprise-ready MCP Gateway & Registry that centralizes AI development tools wi | | mcp-security-hub | ⭐ 713 | 0 | A growing collection of MCP servers bringing offensive security tools to AI assi | | mcp-for-security | ⭐ 619 | 0 | MCP for Security: A collection of Model Context Protocol servers for popular sec | | mcp-server-neon | ⭐ 617 | 0 | MCP server for interacting with Neon Management API and databases | | ...and 15 more | | | |

Dev Tools (86 servers)

| Server | Stars | Quality | Description | |--------|-------|---------|-------------| | TrendRadar | ⭐ 60.4k | 64 | ⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, | | python-sdk | ⭐ 23.6k | 88 | The official Python SDK for Model Context Protocol servers and clients | | typescript-sdk | ⭐ 12.8k | 87 | The official TypeScript SDK for Model Context Protocol servers and clients | | hexstrike-ai | ⭐ 10.2k | 43 | HexStrike AI MCP Agents is an advanced MCP server that lets AI agents (Claude, G | | modelcontextprotocol | ⭐ 8.6k | 74 | Specification and documentation for the Model Context Protocol | | git-mcp | ⭐ 8.2k | 67 | Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP ser | | jscpd | ⭐ 5.9k | 74 | Copy/paste detector for programming source code, supports 223 formats. AI-ready | | aci | ⭐ 4.8k | 66 | ACI.dev is the open source tool-calling platform that hooks up 600+ tools into a | | go-sdk | ⭐ 4.8k | 74 | The official Go SDK for Model Context Protocol servers and clients. Maintained i | | notion-mcp-server | ⭐ 4.5k | 66 | Official Notion MCP Server | | csharp-sdk | ⭐ 4.4k | 88 | The official C# SDK for Model Context Protocol servers and clients. Maintained i | | EvoScientist | ⭐ 4.1k | 88 | 🔬 Harness Vibe Research with Self-evolving AI Scientists | | mcp-context-forge | ⭐ 4.1k | 87 | An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or

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Source & license

This open-source MCP server is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: PurpleHaze2320
• Source: PurpleHaze2320/mcp-ecosystem-scanner
• License: MIT

Install and usage instructions live in the source repository linked above.