Leaderboard
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4901 | 77.249 | browseai-devmcp · devops | Research infrastructure for agents providing real-time web search, evidence extraction, and structured… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | olgasafonova-mediawikimcp · search | Integrates with MediaWiki wikis for searching, reading, editing pages, and analyzing wiki content and link… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | federal-contracting-toolsmcp · back-end | Eight MCP servers covering SAM.gov, USASpending.gov, GSA CALC+, eCFR, and Federal Register for U.S. federal… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | rm-mcpmcp · search | Enables AI assistants to read, search, and traverse your reMarkable tablet library, including handwritten… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | webpage-mcpmcp · browser | Enables AI assistants to control your webpage via MCP, allowing navigation, screenshots, clicks, content… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | devcycle-mcp-servermcp · ai-agents | Enables AI coding assistants like Cursor and Claude to manage DevCycle feature flags directly from the… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | pumpfun-claims-botmcp · observability | Monitors Solana PumpFun on-chain activity and broadcasts rich, intelligence-enriched Telegram cards for GitHub… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | agy-mcpmcp · other | Wraps Google Antigravity CLI into 11 typed MCP tools, enabling any MCP client to invoke agy for code review… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | blockworldmcp · ai-agents | Enables AI agents to build voxel structures in a 3D world using primitive shape tools like boxes, cylinders… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | maven-decoder-mcp-servermcp · ai-agents | A comprehensive MCP server for analyzing Maven jar files in the local repository, enabling AI agents to… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | shopline-asgard-ai-platformmcp · back-end | Wraps the Shopline Open API into 19 tools for querying orders, products, inventory, customer analytics, and… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | huaqiu-electronics-kicadmcp · back-end | Exposes KiCad PCB and schematic editor capabilities as tools through a custom IPC API integration. | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | pcdck-ozon-mcpmcp · back-end | Knowledge-rich MCP server for the full Ozon Seller + Performance API (466 methods, 15 MCP tools)… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | agentwebsearch-mcpmcp · browser | An MCP server that provides web search and content fetching using real Chrome browsers via CDP, bypassing bot… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | mcp-code-indexermcp · search | Enables AI agents to intelligently navigate and understand codebases by providing instant file descriptions… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | puppeteer-mcp-servermcp · browser | Self-hosted MCP server for browser automation using Puppeteer, with tools for navigation, screenshots, mouse… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | simctl-mcpmcp · back-end | A Model Context Protocol server implementation for iOS Simulator control, providing tools for device… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | zim-mcp-servermcp · search | Enables large language models to directly access and search content in ZIM files, allowing offline question… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | heejunshin-mariadbmcp · database | Bridges Claude with MariaDB databases for read-only SQL query execution, enabling data exploration through… | 20 stars · 6 forks | Manual · Source | |
| 4901 | 77.249 | quantgeekdev-fiscal-datamcp · back-end | Integrates with the US Treasury's Fiscal Data API to fetch, analyze, and generate reports on treasury… | 20 stars · 6 forks | Manual · Source | |
| 4921 | 77.236 | openmarkdownmcp · ai-agents | Local-first Markdown editor whose MCP server lets a coding agent and a human co-edit the same .md file — it… | 60 stars · 1 fork | Manual · Source | |
| 4922 | 77.163 | samik081-proxmox-vemcp · other | Manage Proxmox VE virtual machines, containers, storage, and clusters. | 24 stars · 4 forks | Manual · Source | |
| 4922 | 77.163 | nirholas-binance-usmcp · back-end | Integrates with Binance.US cryptocurrency exchange API to enable spot trading, wallet management, market data… | 24 stars · 4 forks | Manual · Source | |
| 4922 | 77.163 | morimcp · ai-agents | Mori (森) is a shared memory layer for AI coding agents — one that compounds. | 24 stars · 4 forks | Manual · Source | |
| 4922 | 77.163 | csv-editormcp · other | Provides pandas-powered CSV file operations including data loading, filtering, transformation, statistical… | 24 stars · 4 forks | Manual · Source | |
| 4922 | 77.163 | gh-jmedure-ableton-livemcp · other | Controls Ableton Live for music production workflows. | 24 stars · 4 forks | Manual · Source | |
| 4922 | 77.163 | vibe-composer-midimcp · other | Enables real-time music composition and playback through natural language commands using the JZZ MIDI library… | 24 stars · 4 forks | Manual · Source | |
| 4922 | 77.163 | paper-investmcp · back-end | Provides realistic paper trading capabilities through Paper Invest's API, enabling trade execution, portfolio… | 24 stars · 4 forks | Manual · Source | |
| 4922 | 77.163 | cert-manager-mcp-servermcp · devops | Enables management and troubleshooting of cert-manager certificates and resources in Kubernetes, including… | 24 stars · 4 forks | Manual · Source | |
| 4922 | 77.163 | mcp-korean-spellmcp · ai-agents | Provides Korean spell checking and grammar correction via a single tool. It integrates into MCP clients like… | 24 stars · 4 forks | Manual · Source | |
| 4922 | 77.163 | erniebrodeur-grepmcp · back-end | Exposes the system grep binary's functionality for searching files with regular expressions, supporting common… | 24 stars · 4 forks | Manual · Source | |
| 4922 | 77.163 | elysia-mcp-servermcp · ai-agents | Enables creating high-performance MCP servers using Bun and Elysia, exposing resources, tools, and prompts to… | 24 stars · 4 forks | Manual · Source | |
| 4933 | 77.137 | enzymemcp · search | Enables interaction with a knowledge base via Enzyme's concept graph, exposing init, petri, catalyze, and… | 59 stars · 1 fork | Manual · Source | |
| 4934 | 77.079 | pyghidra-litemcp · back-end | Token-efficient MCP server for Ghidra-based reverse engineering. Analyze ELF, Mach-O, and PE binaries with… | 36 stars · 2 forks | Manual · Source | |
| 4934 | 77.079 | autonomo-mcpmcp · front-end | Gives AI coding assistants live, structured access to running apps' state and UI elements, enabling real-time… | 36 stars · 2 forks | Manual · Source | |
| 4936 | 77.066 | alexsmirnov-development-automationmcp · back-end | Provides a development automation server with modular architecture for fetching web content, accessing… | 10 stars · 10 forks | Manual · Source | |
| 4936 | 77.066 | conorbronsdon-gws-mcp-servermcp · comms | Google Workspace MCP server exposing 23 curated tools for Drive, Sheets, Calendar, Docs, and Gmail via the gws… | 10 stars · 10 forks | Manual · Source | |
| 4936 | 77.066 | grazer-mcpmcp · ai-agents | Multi-platform content discovery for AI agents over MCP — graze worthy content across BoTTube and an… | 10 stars · 10 forks | Manual · Source | |
| 4936 | 77.066 | twikit-mcpmcp · back-end | An MCP server for interacting with Twitter/X using browser cookies without an API key, enabling tweet… | 10 stars · 10 forks | Manual · Source | |
| 4936 | 77.066 | gh-tomjwxf-scopeblindmcp · back-end | Scan, protect, and monitor APIs from AI coding tools with device-level rate limiting. | 10 stars · 10 forks | Manual · Source | |
| 4936 | 77.066 | dropbox-dash-mcp-servermcp · search | Exposes Dropbox Dash search and file metadata via STDIO, enabling users to search across company content and… | 10 stars · 10 forks | Manual · Source | |
| 4936 | 77.066 | semantic-scholar-mcpmcp · search | An MCP server that provides access to Semantic Scholar's academic paper database, enabling paper search… | 10 stars · 10 forks | Manual · Source | |
| 4936 | 77.066 | yuru-sha-mysqlmcp · database | Integrates with MySQL databases to enable read-only schema inspection and query execution, ensuring data… | 10 stars · 10 forks | Manual · Source | |
| 4936 | 77.066 | dcspark-cryptowallet-evmmcp · other | Enables direct interaction with Ethereum and EVM-compatible blockchains for wallet creation, balance checking… | 10 stars · 10 forks | Manual · Source | |
| 4945 | 77.043 | lensesmcp · other | Explore, transform, and join data in Kafka topics across multiple clusters | 28 stars · 3 forks | Manual · Source | |
| 4945 | 77.043 | nirholas-mcp-notifymcp · comms | Monitor the MCP Registry for new servers and changes with real-time notifications via Discord, Slack, Email… | 28 stars · 3 forks | Manual · Source | |
| 4945 | 77.043 | schemacrawler-schemacrawler-mcp-server-usagemcp · database | Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain… | 28 stars · 3 forks | Manual · Source | |
| 4945 | 77.043 | izan-iomcp · browser | Turns your Chrome browser into an MCP server, allowing AI clients to control browser actions like clicking… | 28 stars · 3 forks | Manual · Source | |
| 4945 | 77.043 | robotmemmcp · search | Persistent memory system for robotic agents with hybrid BM25 and vector search, spatial retrieval, and… | 28 stars · 3 forks | Manual · Source | |
| 4945 | 77.043 | nervsystems-openstreetmapmcp · back-end | Integrates with OpenStreetMap to provide location-based services including geocoding, points of interest… | 28 stars · 3 forks | Manual · Source | |
| 4945 | 77.043 | jtsang4-nettunemcp · back-end | Network diagnostics and TCP optimization tool for Linux servers with automated tuning profiles and safe… | 28 stars · 3 forks | Manual · Source | |
| 4945 | 77.043 | danielzhao1990-interactionmcp · other | Enables high-frequency communication between users and AI tools through multiple interface options, providing… | 28 stars · 3 forks | Manual · Source | |
| 4945 | 77.043 | fiveohhwon-workflowsmcp · observability | Provides workflow management and automation through step-by-step execution with branching logic, conditional… | 28 stars · 3 forks | Manual · Source | |
| 4945 | 77.043 | gojue-moling-minecraftmcp · back-end | Bridges AI assistants with Minecraft servers, enabling command execution for block manipulation, entity… | 28 stars · 3 forks | Manual · Source | |
| 4945 | 77.043 | scarletlabs-votarsmcp · search | Integrates with Votars platform to provide access to meeting transcripts, enabling retrieval and analysis of… | 28 stars · 3 forks | Manual · Source | |
| 4945 | 77.043 | tanevanwifferen-inceptionmcp · back-end | Enables MCP clients communicating with other MCP clients through this MCP server. | 28 stars · 3 forks | Manual · Source | |
| 4957 | 77.015 | mhajder-ghostfoliomcp · other | Python integration for Ghostfolio portfolio management, supporting account queries, transaction imports, and… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | xexr-libsqlmcp · database | Provides secure database operations for libSQL/SQLite databases | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | deception-remote-mcp-servermcp · devops | Simulates sensitive internal tools as a honeypot to detect unauthorized access and AI agent behaviors using… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | pixelpandamcp · other | Image editing and AI product photography with free local tools and premium generation features. | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | houtini-geo-analyzermcp · search | AI search optimization analysis with actionable findings and gap analysis. | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | bwvimcp · front-end | MCP server for AI agents to make structured design decisions with direction, palette, typography, layout, and… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | segundo-c-rebromcp · devops | Self-hosted personal knowledge graph running on Cloudflare, connecting to Claude as an MCP server for… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | huoji120-researchmcp · search | Web research via DuckDuckGo search with local knowledge caching and markdown synthesis. | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | hackbrowser-mcpmcp · browser | Enables AI agents to perform security testing on web applications by controlling a Firefox browser with 39… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | tavily-proxymcp · search | A Cloudflare Worker that proxies requests to the Tavily API with automatic key rotation from a pool, providing… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | sequa-ai-sequa-mcpmcp · other | Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | serverless-dna-mkdocsmcp · search | Enables AI to search and retrieve content from MkDocs documentation sites by leveraging existing Lunr.js… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | longevity-genie-opengenesmcp · database | Provides access to the OpenGenes database containing aging and longevity research data including experimental… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | data-everything-mcp-server-templatesmcp · back-end | One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | codex-cli-mcp-toolmcp · ai-agents | An MCP server that allows Claude Code to interact with the OpenAI Codex CLI. | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | temporal-invoice-mcpmcp · payments | Enables managing invoice workflows using Temporal, allowing submission, approval, rejection, and status… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | bsmi021-file-operationsmcp · observability | Enhances file and directory management with streaming, patching, and change tracking for advanced… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | bnmmcp · back-end | Integrates with Bank Negara Malaysia's public APIs to provide direct access to Malaysian financial and… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | code-mergemcp · other | Enables code analysis and merging from multiple files in a project with efficient handling of file trees… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | grumpydevmcp · other | Provides brutally honest, sarcastic code reviews from a simulated grumpy senior developer with 40+ years of… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | ethereum-rpc-mpc-servermcp · back-end | An MCP server that bridges AI models with Ethereum blockchains via all JSON-RPC calls, enabling natural… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | sentrymcp · observability | Integrates with Sentry's error tracking platform to enable detailed issue analysis, project management, and… | 21 stars · 5 forks | Manual · Source | |
| 4957 | 77.015 | maoxiaoke-create-server-scaffoldmcp · back-end | Streamlines MCP server creation with a structured development protocol and example templates, offering an… | 21 stars · 5 forks | Manual · Source | |
| 4980 | 77.006 | pubmed-mcp-servermcp · search | Search PubMed/Europe PMC, fetch articles and full text (PMC/EPMC/Unpaywall), citations, MeSH terms. | 13,948 installs | No commit dateListed | Manual · Source |
| 4981 | 76.935 | xiaolai-codex-octopusmcp · ai-agents | MCP server that spawns multiple specialized OpenAI Codex agents with distinct personalities and constraints… | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | ajtgjmdjp-edinetmcp · search | Access Japanese financial disclosures from EDINET with company search and statement retrieval. | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | xuanmu-bugbounty-mcpmcp · other | 独立自包含的SRC挖洞专用MCP工具包，提供32个侦察、漏洞检测、认证安全、信息提取等工具，零外部依赖，即装即用。 | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | zacccck-claude-mcp-read-email-attachmentsmcp · ai-agents | Remote HTTP MCP server that reads Outlook email attachments via Microsoft Graph. Parses PDF, Word (with… | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | termux-browser-pilotmcp · browser | Real browser automation for Termux/Android. Runs Firefox or Chromium on Xvfb on your phone with a persistent… | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | haravan-pluginmdmcp · other | Manages Haravan e-commerce stores through 70 tools covering customers, orders, products, and inventory. | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | vibeforge1111-xmcpmcp · observability | X/Twitter integration with 70+ tools across research, engagement, publishing, social actions, lists, and DMs… | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | google-sheets-mcp-server-2mcp · ai-agents | Enables to read, write, format cells, create charts, use formulas, and manage Google Sheets spreadsheets… | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | xiaok-etherscanmcp · back-end | Provides a bridge to the Etherscan API for querying Ethereum blockchain data including account balances… | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | dindicoelho-inoreadermcp · search | Integrates with Inoreader RSS feed reader to provide subscription management, article retrieval with… | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | toolprint-graphql-forgemcp · back-end | Automatically converts any GraphQL API into individual tools through schema introspection and intelligent… | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | streen9-azure-resource-managementmcp · observability | Integrates with Azure services to enable cloud resource management, including provisioning virtual machines… | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | lucasoeth-mitmproxymcp · back-end | Integrates mitmproxy for network traffic analysis, debugging, and API testing. | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | scimcp-owlmcp · other | Enables AI systems to manipulate Web Ontology Language (OWL) ontologies by adding, removing, and finding… | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | open-docsmcp · search | Crawls and indexes technical documentation sites with multi-language support using jieba-wasm and Lunr.js for… | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | mcp-analystmcp · ai-agents | Enables Claude to analyze local CSV or Parquet files, handling larger datasets without uploading full files. | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | acashmoney-biomcp · ai-agents | Enabling agent-based biomedical R&D via protein structure analysis capabilities | 18 stars · 7 forks | Manual · Source | |
| 4981 | 76.935 | d3-mcp-servermcp · back-end | Provides D3 visualization documentation, chart recommendations, and code generation through the MCP protocol. | 18 stars · 7 forks | Manual · Source | |
| 4999 | 76.885 | rag-ratmcp · search | Local repo-intelligence MCP for coding agents: indexes source, symbols, call graphs, git/GitHub history, and… | 17 stars · 8 forks | Manual · Source | |
| 4999 | 76.885 | karayaman-lichessmcp · back-end | Integrates with the Lichess chess platform to enable natural language-driven gameplay, analysis, and… | 17 stars · 8 forks | Manual · Source |
Score colour 3+ signals · 2 · 1Tie order: signals, last commit, starsGitHub data: or later