Awesome Mcp Registry

Awesome MCP Registry

A self-curating directory of Model Context Protocol servers — a Continuous AI experiment. Discovered from GitHub and the Official MCP Registry, analyzed by GPT-4.1-mini weekly and scored with a published, reproducible [trust formula](METHODOLOGY.md).

> Our bet: curation is a job for AI, not gatekeepers. No maintainers deciding what's "in", no PR queues, no politics — just a Continuous AI workflow that discovers, judges, and re-judges every server on merit, week after week. This list is a small proof of a bigger idea: that AI can own a real, useful, self-maintaining system end to end. Humans set the rules once; the AI runs it.

Trending This Week

| Server | Stars | Δ 7 days | |--------|-------|----------| | DeusData/codebase-memory-mcp | 30231 | +3934 | | headroomlabs-ai/headroom | 58598 | +1999 | | wonderwhy-er/DesktopCommanderMCP | 7822 | +1577 | | ChromeDevTools/chrome-devtools-mcp | 46707 | +859 | | upstash/context7 | 58948 | +359 |

Databases (3)

| Server | Trust | Stars | Description | |--------|-------|-------|-------------| | googleapis/mcp-toolbox | [92/100](SCORES.md#googleapismcp-toolbox) | 15933 (+79/wk) | An open source MCP server in Go that connects AI agents and applications to enterprise databases, offering tools for querying, schema exploration, and code generation. | | googleapis/mcp-toolbox | [92/100](SCORES.md#googleapismcp-toolbox) | 15933 (+79/wk) | An open source MCP server in Go that connects AI agents and applications to enterprise databases, providing generic and customizable database tools. | | benborla/mcp-server-mysql | [85/100](SCORES.md#benborlamcp-server-mysql) | 1937 (+27/wk) | An MCP server providing read-only access to MySQL databases, enabling LLMs to inspect schemas and run queries via the Model Context Protocol. |

Dev Tools (12)

| Server | Trust | Stars | Description | |--------|-------|-------|-------------| | github/github-mcp-server | [97/100](SCORES.md#githubgithub-mcp-server) | 31373 (+175/wk) | An MCP server hosted by GitHub that exposes tools for repository management, issue and PR automation, CI/CD monitoring, and code analysis via a natural language interface. | | ChromeDevTools/chrome-devtools-mcp | [91/100](SCORES.md#chromedevtoolschrome-devtools-mcp) | 46707 (+859/wk) | An MCP server that exposes Chrome DevTools functionality to AI coding agents for browser automation, debugging, and performance analysis. | | oraios/serena | [90/100](SCORES.md#oraiosserena) | 26346 (+243/wk) | A Python-based MCP server offering semantic code editing and refactoring tools designed as an IDE for AI coding agents. | | mobile-next/mobile-mcp | [87/100](SCORES.md#mobile-nextmobile-mcp) | 5422 (+51/wk) | A Model Context Protocol server providing platform-agnostic mobile automation and interaction for iOS and Android devices, including emulators and real hardware. | | getsentry/XcodeBuildMCP | [86/100](SCORES.md#getsentryxcodebuildmcp) | 6066 (+35/wk) | An MCP server and CLI providing tools for AI agents to interact with iOS and macOS projects using Xcode build tools. | | getsentry/XcodeBuildMCP | [86/100](SCORES.md#getsentryxcodebuildmcp) | 6066 (+35/wk) | An MCP server and CLI providing tools for AI agents to interact with iOS and macOS projects using Xcode. | | bgauryy/octocode | [79/100](SCORES.md#bgauryyoctocode) | 886 (+10/wk) | An MCP server providing semantic code research and context generation tools for local and GitHub codebases via a CLI and AI assistant integration. | | Pimzino/spec-workflow-mcp | [78/100](SCORES.md#pimzinospec-workflow-mcp) | 4268 (+13/wk) | An MCP server providing structured spec-driven development workflow tools with a real-time dashboard and VSCode extension for AI-assisted software development. | | DeusData/codebase-memory-mcp | [77/100](SCORES.md#deusdatacodebase-memory-mcp) ⚠ | 30231 (+3934/wk) | A high-performance MCP server that indexes codebases into a persistent knowledge graph for fast code intelligence and structural queries across 158 languages. | | Jpisnice/shadcn-ui-mcp-server | [72/100](SCORES.md#jpisniceshadcn-ui-mcp-server) | 2851 (+21/wk) | An MCP server providing AI assistants access to shadcn/ui v4 components, blocks, demos, and metadata across multiple frontend frameworks. | | wonderwhy-er/DesktopCommanderMCP | [71/100](SCORES.md#wonderwhy-erdesktopcommandermcp) ⚠ | 7822 (+1577/wk) | An MCP server enabling AI-driven terminal control, file search, and file editing capabilities for development workflows. | | tadata-org/fastapimcp | [62/100](SCORES.md#tadata-orgfastapi_mcp) | 11938 (+1/wk) | A FastAPI extension that exposes FastAPI endpoints as authenticated MCP tools for clients to consume. |

Cloud (1)

| Server | Trust | Stars | Description | |--------|-------|-------|-------------| | containers/kubernetes-mcp-server | [87/100](SCORES.md#containerskubernetes-mcp-server) | 1797 (+45/wk) | A Kubernetes and OpenShift focused MCP server implementing CRUD and management operations on cluster resources, Helm charts, and Tekton pipelines. |

Productivity (7)

| Server | Trust | Stars | Description | |--------|-------|-------|-------------| | sooperset/mcp-atlassian | [97/100](SCORES.md#soopersetmcp-atlassian) | 5542 (+45/wk) | An MCP server providing integration with Atlassian tools like Confluence and Jira for querying and managing issues and documents. | | czlonkowski/n8n-mcp | [91/100](SCORES.md#czlonkowskin8n-mcp) | 22250 (+106/wk) | An MCP server providing AI assistants deep access to n8n workflow automation nodes, properties, operations, and templates to enable workflow building. | | coddingtonbear/obsidian-local-rest-api | [85/100](SCORES.md#coddingtonbearobsidian-local-rest-api) | 2634 (+49/wk) | A secure local REST API and MCP server providing authenticated access to Obsidian vault files and commands. | | jacob-bd/notebooklm-mcp-cli | [84/100](SCORES.md#jacob-bdnotebooklm-mcp-cli) | 5419 (+247/wk) | An MCP server providing programmatic access to Google NotebookLM through a CLI with multiple notebook management tools. | | zcaceres/markdownify-mcp | [84/100](SCORES.md#zcaceresmarkdownify-mcp) | 2785 (+14/wk) | An MCP server that converts various file types and web content into Markdown format. | | haris-musa/excel-mcp-server | [74/100](SCORES.md#haris-musaexcel-mcp-server) | 4013 (+28/wk) | An MCP server enabling AI agents to create, read, and manipulate Excel files remotely or locally without requiring Microsoft Excel. | | CursorTouch/Windows-MCP | [71/100](SCORES.md#cursortouchwindows-mcp) ⚠ | 6397 (+73/wk) | Windows-MCP is an MCP server enabling AI agents to interact with Windows OS for UI automation, application control, and file navigation. |

Web Scraping (3)

| Server | Trust | Stars | Description | |--------|-------|-------|-------------| | firecrawl/firecrawl-mcp-server | [89/100](SCORES.md#firecrawlfirecrawl-mcp-server) | 6916 (+90/wk) | An MCP server providing web scraping, search, and interactive web browsing tools for LLM clients. | | brightdata/brightdata-mcp | [83/100](SCORES.md#brightdatabrightdata-mcp) | 2494 (+4/wk) | A MCP server providing real-time web data access and scraping tools that enable AI agents to interact with live web content and package metadata. | | epiral/bb-browser | [82/100](SCORES.md#epiralbb-browser) | 5953 (+16/wk) | An MCP server that exposes commands to control a real Chrome browser session for AI agents to interact with websites using the user's login state. |

AI & ML (25)

| Server | Trust | Stars | Description | |--------|-------|-------|-------------| | xberg-io/xberg | [95/100](SCORES.md#xberg-ioxberg) | 8610 (+16/wk) | An MCP server providing document intelligence tools for extracting text, metadata, images, and structured information from a wide variety of document formats. | | yusufkaraaslan/SkillSeekers | [94/100](SCORES.md#yusufkaraaslanskillseekers) | 14435 (+73/wk) | Skill Seekers is an MCP server that converts various documentation sources into structured AI skills and knowledge assets for Claude and other AI systems. | | 1Panel-dev/MaxKB | [93/100](SCORES.md#1panel-devmaxkb) | 22045 (+227/wk) | MaxKB is an open-source platform providing enterprise-grade AI agents with retrieval-augmented generation, workflow orchestration, and multi-model integration exposed via an MCP-compatible server. | | modelscope/FunASR | [93/100](SCORES.md#modelscopefunasr) | 19156 (+261/wk) | FunASR is an industrial-grade speech recognition MCP server offering multilingual ASR, speaker diarization, emotion detection, and streaming capabilities via a Python package. | | microsoft/playwright-mcp | [89/100](SCORES.md#microsoftplaywright-mcp) | 34968 (+255/wk) | A Model Context Protocol server providing browser automation capabilities through Playwright's accessibility tree for LLM-driven web interactions. | | triggerdotdev/trigger.dev | [89/100](SCORES.md#triggerdotdevtriggerdev) | 15627 (+62/wk) | Trigger.dev is an open-source platform for building and deploying durable AI agents and workflows with retries, queues, and observability. | | GLips/Figma-Context-MCP | [89/100](SCORES.md#glipsfigma-context-mcp) | 15371 (+66/wk) | An MCP server that provides simplified Figma design data to AI coding agents to enable accurate one-shot UI implementation. | | upstash/context7 | [87/100](SCORES.md#upstashcontext7) | 58948 (+359/wk) | Context7 is an MCP server providing up-to-date, version-specific code documentation and examples for programming libraries and frameworks to enhance LLM prompts. | | mrexodia/ida-pro-mcp | [84/100](SCORES.md#mrexodiaida-pro-mcp) | 10043 (+157/wk) | An MCP server integrating IDA Pro with language models to assist reverse engineering tasks. | | idosal/git-mcp | [79/100](SCORES.md#idosalgit-mcp) | 8244 (+13/wk) | GitMCP is a remote MCP server that provides AI tools access to the latest documentation and code from any GitHub project to improve code correctness and reduce hallucinations. | | blazickjp/arxiv-mcp-server | [79/100](SCORES.md#blazickjparxiv-mcp-server) | 2950 (+20/wk) | An MCP server enabling AI assistants to search, access, and analyze arXiv papers through a programmatic interface. | | perplexityai/modelcontextprotocol | [79/100](SCORES.md#perplexityaimodelcontextprotocol) | 2375 (+9/wk) | An MCP server implementation providing AI assistants with real-time web search and conversational tools via the Perplexity API Platform. | | robotmcp/ros-mcp-server | [79/100](SCORES.md#robotmcpros-mcp-server) | 1342 (+10/wk) | A Python MCP server that connects large language models to ROS-based robots, enabling two-way interaction and control without modifying robot source code. | | xpzouying/xiaohongshu-mcp | [78/100](SCORES.md#xpzouyingxiaohongshu-mcp) | 14631 (+121/wk) | A Go-based MCP server providing AI assistant access to xiaohongshu.com data with tools for login management and content publishing. | | bgauryy/octocode | [76/100](SCORES.md#bgauryyoctocode) | 886 (+10/wk) | Octocode is an MCP server and CLI for semantic code research and context generation, enabling AI agents and developers to search and analyze codebases across local and external repositories. | | headroomlabs-ai/headroom | [75/100](SCORES.md#headroomlabs-aiheadroom) ⚠ | 58598 (+1999/wk) | An MCP server that compresses tool outputs, logs, files, and RAG chunks to reduce token usage before reaching large language models. | | zylon-ai/private-gpt | [75/100](SCORES.md#zylon-aiprivate-gpt) ⚠ | 57330 | PrivateGPT is an open-source API layer that connects local OpenAI-compatible inference servers to provide production-ready AI applications with tools, retrieval, and MCP integration. | | qdrant/mcp-server-qdrant | [72/100](SCORES.md#qdrantmcp-server-qdrant) | 1461 (+7/wk) | An MCP server that provides a semantic memory layer on top of the Qdrant vector search engine, exposing tools to store and retrieve information. | | sansan0/TrendRadar | [71/100](SCORES.md#sansan0trendradar) ⚠ | 60472 (+219/wk) | TrendRadar is an AI-driven public opinion and trend monitoring MCP server that aggregates multi-platform news, provides AI analysis, and supports smart alerts with multi-channel push notifications. | | kucherenko/jscpd | [68/100](SCORES.md#kucherenkojscpd) ⚠ | 5868 (+31/wk) | A copy/paste detector for source code that includes an AI-ready MCP server exposing clone detection and reporting tools. |

...and 5 more. See [knownservers.json](data/knownservers.json) for the full list.

Security (3)

| Server | Trust | Stars | Description | |--------|-------|-------|-------------| | casdoor/casdoor | [93/100](SCORES.md#casdoorcasdoor) | 13922 (+47/wk) | Casdoor is an open-source AI-first identity and access management server and MCP gateway supporting multiple authentication protocols and providing a web UI. | | 0x4m4/hexstrike-ai | [72/100](SCORES.md#0x4m4hexstrike-ai) | 10269 (+122/wk) | HexStrike AI MCP Agents is an MCP server enabling AI agents to autonomously run over 150 cybersecurity tools for automated penetration testing and security research. | | LaurieWired/GhidraMCP | [60/100](SCORES.md#lauriewiredghidramcp) | 9473 (+72/wk) | An MCP server integrating with Ghidra to expose reverse engineering tools like decompilation, method renaming, and code analysis to MCP clients. |

Monitoring (1)

| Server | Trust | Stars

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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: sunnamed434
• Source: sunnamed434/awesome-mcp-registry
• License: MIT

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