Leaderboard
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5201 | 77.522 | mcp-webdriveragentmcp · other | Provides tools to build, package, and sign WebDriverAgent for iOS, enabling natural language automation of… | 25 stars · 4 forks | Manual · Source | |
| 5201 | 77.522 | databuttonmcp · front-end | Enables planning and scaffolding of business applications with React frontends and Python backends, helping… | 25 stars · 4 forks | Manual · Source | |
| 5203 | 77.504 | wpfleger96-pagerdutymcp · back-end | Exposes PagerDuty API functionality to LLMs. | 8 stars · 11 forks | Manual · Source | |
| 5203 | 77.504 | mcp-server-for-npm-package-infomcp · back-end | Provides a tool to fetch npm package information via the Model Context Protocol. | 8 stars · 11 forks | Manual · Source | |
| 5203 | 77.504 | irahulpandey-promptlabmcp · ai-agents | Transforms basic user queries into optimized prompts for AI systems by automatically detecting content type… | 8 stars · 11 forks | Manual · Source | |
| 5206 | 77.480 | sportsdata-mcpmcp · back-end | An MCP server that exposes sports-data APIs from multiple providers (AFL, Sportsbet, Entain, NRL) as… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | everything-mcpmcp · search | The definitive MCP server for voidtools Everything - lightning-fast file search for AI agents. | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | maple-auction-mcpmcp · auth | Enables natural language search of the MapleStory auction house through Claude, using the browser's login… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | reclaim-ai-mcp-servermcp · back-end | Enables MCP-compatible clients to manage Reclaim.ai tasks, including listing, creating, updating, completing… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | yaddyvirus-darktablemcp · other | Controls Darktable photo editing software via natural language, supporting RAW and JPEG processing… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | wechat-mcp-servermcp · database | Enables Claude Code to read encrypted WeChat chat history from local database, search messages, view sessions… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | ontology-mcp-self-healingmcp · observability | Self-healing MCP server that monitors database schema changes, detects differences, and automatically updates… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | sketch-mcp-servermcp · front-end | A Sketch file processing MCP server that enables AI tools to analyze Sketch design files and generate code… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | tcsenpai-gitbookmcp · search | Automatically scrapes and indexes GitBook documentation sites to provide searchable access to content with… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | zukai-neon-postgresqlmcp · database | Enables management of Neon PostgreSQL database projects, branches, and schemas through natural language… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | cloudwerx-diffugenmcp · back-end | CloudWerx's DiffuGen provides a flexible image generation server that supports multiple stable diffusion… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | dhravya-apple-native-appsmcp · other | Enables native macOS integration with Apple applications like Contacts, Notes, Messages, Mail, Reminders… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | videocapturemcp · other | Provides webcam access for capturing still images with camera control features including brightness… | 19 stars · 7 forks | Manual · Source | |
| 5206 | 77.480 | turlockmike-chessmcp · other | Integrates with chess engines and libraries to provide game analysis, move generation, and position evaluation… | 19 stars · 7 forks | Manual · Source | |
| 5220 | 77.460 | gmailmcp · comms | Manage Gmail end-to-end: send, draft, reply, forward, and bulk-modify or delete messages and threads. Organize… | 32,715 installs | No commit dateListed | Manual · Source |
| 5221 | 77.433 | saleor-commercemcp · other | Interact with the Saleor Commerce platform to fetch information about products, orders and customers. | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | aringad-fattureincloudmcp · payments | Integrates with Fatture in Cloud to manage Italian electronic invoicing workflows including invoice creation… | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | madarmcp · ai-agents | Give your coding agent the repo context it needs before it starts searching. Madar builds a local graph of… | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | twolven-puppeteermcp · browser | Integrates with Puppeteer to provide browser automation capabilities for web navigation, interaction, and data… | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | instagram-direct-messagesmcp · back-end | Enables reading and sending Instagram direct messages through a Python server that authenticates with… | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | pyspark-mcp-servermcp · back-end | A server implementation of MCP for Apache Spark that provides query plans and catalog information to AI… | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | quevin-dayonemcp · database | Integrates with Day One Journal through CLI and database access to create, read, and search journal entries… | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | rkirkendall-medplummcp · search | Integrates with Medplum's FHIR healthcare platform to enable creating, reading, updating, and searching… | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | hardik-id-azure-resource-graphmcp · back-end | Enables querying and retrieving detailed information about Azure resources across subscriptions through Azure… | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | redditmcp · search | Provides read-only access to Reddit content through PRAW for searching subreddits, retrieving posts and… | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | kira-pgr-image-toolkitmcp · back-end | Provides image manipulation capabilities through Gemini models and third-party APIs for generating images from… | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | sarthakkimtani-together-ai-image-generationmcp · front-end | Integrates with Together AI's Flux.1 Schnell model to generate images from text prompts for creative and… | 18 stars · 8 forks | Manual · Source | |
| 5221 | 77.433 | jake-peterson-tradovatemcp · back-end | Provides a robust trading API integration for Tradovate, enabling algorithmic traders to access market data… | 18 stars · 8 forks | Manual · Source | |
| 5234 | 77.407 | kokkai-giji-mcpmcp · back-end | MCP server that provides tools and prompts for searching Japanese Diet (国会) proceedings using the National… | 38 stars · 2 forks | Manual · Source | |
| 5235 | 77.367 | infrawisemcp · devops | CLI-first infrastructure intelligence platform that analyzes AWS services, databases, and IaC to provide… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | ykq007-tavily-bridgemcp · search | Provides managed access to Tavily's search and research APIs with encrypted key storage, automatic rotation… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | mareurs-codescoutmcp · search | IDE-grade code intelligence with LSP integration, semantic search, and persistent project memory. | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | recommend-agentic-trust-layermcp · ai-agents | Enables agents to verify claims with evidence-based truth scores and confidence levels by running a… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | screenboxmcp · browser | Provides AI agents with isolated virtual desktops containing a real Chromium browser, enabling them to see… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | m1ndmcp · ai-agents | m1nd is a local MCP runtime that gives coding agents graph-native memory of a codebase: structure, docs… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | lad-mcp-servermcp · front-end | A project-aware AI design and code review server that uses dual reviewers via OpenRouter to catch… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | aws-cost-savermcp · devops | Enables scanning AWS accounts for cost optimization opportunities by reading resource configurations and… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | fellowtraveler-rust-filesystemmcp · other | Provides secure filesystem operations within allowed directories for controlled file management and data… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | springdocs-mcpmcp · search | Enables users to access and search Spring ecosystem documentation, guides, tutorials, and best practices… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | value-investing-agentmcp · ai-agents | An AI-powered MCP server for value investors. Analyze stocks using principles from Benjamin Graham and Warren… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | huangfeng19820712-mysqlmcp · database | Provides MySQL database operations including CRUD execution, transaction management, table introspection, and… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | zellij-mcp-servermcp · ai-agents | Enables comprehensive management of Zellij terminal workspace sessions, including session, pane, tab, plugin… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | jmstar85-security-infrastructuremcp · search | Integrates with Splunk SIEM, CrowdStrike EDR, and Microsoft MISP to enable cross-platform threat hunting… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | the-freetech-company-authenticated-cloud-runmcp · back-end | Enables secure hosting on Google Cloud Run with user-based IAM authentication, providing controlled access to… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | pvinis-playwright-stealthmcp · browser | Enables stealth web browsing automation with Playwright for tasks like navigation, form filling, and… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | limitless-lifelogmcp · search | Enables AI access to personal lifelogs recorded via the Limitless Pendant, providing tools for retrieving… | 22 stars · 5 forks | Manual · Source | |
| 5235 | 77.367 | mondweep-youtube-musicmcp · browser | Enables YouTube Music playback via Google Chrome, allowing voice-activated song selection and mood-based… | 22 stars · 5 forks | Manual · Source | |
| 5253 | 77.350 | r3-yamauchi-kintonemcp · back-end | Integrates with Kintone's low-code platform API, enabling data retrieval, record creation, and workflow… | 11 stars · 10 forks | Manual · Source | |
| 5253 | 77.350 | caretdev-irismcp · database | Provides a bridge to InterSystems IRIS databases for executing SQL queries and managing production items… | 11 stars · 10 forks | Manual · Source | |
| 5253 | 77.350 | jiramcp · back-end | Integrates with Jira's REST API to enable issue management, task creation, and project tracking capabilities. | 11 stars · 10 forks | Manual · Source | |
| 5253 | 77.350 | strickvl-beemindermcp · back-end | Integrates with the Beeminder API to enable retrieval and analysis of personal productivity goals and progress… | 11 stars · 10 forks | Manual · Source | |
| 5253 | 77.350 | umshere-uiflowchartcreatormcp · front-end | Generates UI flowcharts based on input specifications, enabling visual representation of user interfaces and… | 11 stars · 10 forks | Manual · Source | |
| 5258 | 77.332 | alikarami-mikromcpmcp · auth | Manage MikroTik RouterOS devices with typed tools, dry-run mode, RBAC, audit logs, and rollback. | 61 stars · 1 fork | Manual · Source | |
| 5258 | 77.332 | greadmcp · github-vcs | Provides AI agents with access to source code of all public GitHub repos, with integration for docs repos and… | 61 stars · 1 fork | Manual · Source | |
| 5258 | 77.332 | astro-mcpmcp · search | Enables AI models to interact with Astro projects by providing runtime information, documentation search… | 61 stars · 1 fork | Manual · Source | |
| 5258 | 77.332 | mandarwagh9-machineauthidentity · auth | Use when agents need to reach APIs and tools with their own credentials and permission scopes. | 61 stars · 1 fork | Manual · Source | |
| 5262 | 77.325 | distill-kuramcp · ai-agents | Enables agents to store and recall long-term memories by semantic relevance rather than exact keywords, with… | 29 stars · 3 forks | Manual · Source | |
| 5262 | 77.325 | jrmc-adonis-mcpmcp · auth | Enables AI clients to interact with AdonisJS applications through tools, resources, and prompts. Integrates… | 29 stars · 3 forks | Manual · Source | |
| 5262 | 77.325 | figma-context-mcpmcp · front-end | An MCP server that gives AI coding tools access to Figma design data for accurate one-shot implementation of… | 29 stars · 3 forks | Manual · Source | |
| 5262 | 77.325 | nicktcode-swissgroceriesmcp · other | Real-time Swiss grocery shopping across Migros, Coop, Aldi, Denner, Lidl, and more with price comparison and… | 29 stars · 3 forks | Manual · Source | |
| 5262 | 77.325 | grok-image-mcpmcp · ai-agents | MCP server for generating and editing images using xAI's Grok image model, supporting text prompts, batch… | 29 stars · 3 forks | Manual · Source | |
| 5267 | 77.314 | pythonanywhere-mcp-servermcp · back-end | Enables AI tools to manage files, web apps, and scheduled tasks on PythonAnywhere through the Model Context… | 17 stars · 9 forks | Manual · Source | |
| 5267 | 77.314 | mcp-server-for-vs-codemcp · back-end | Enables AI assistants to interact with VS Code for language intelligence, debugging, and code execution. | 17 stars · 9 forks | Manual · Source | |
| 5267 | 77.314 | mcp-as-a-judgemcp · ai-agents | A validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and… | 17 stars · 9 forks | Manual · Source | |
| 5267 | 77.314 | emzimmer-mozilla-readability-parsermcp · ai-agents | Integrates Mozilla's Readability algorithm to extract and transform webpage content into clean, LLM-optimized… | 17 stars · 9 forks | Manual · Source | |
| 5271 | 77.278 | colour-memory-cultural-color-intelligence-for-aimcp · ai-agents | The world's only historically grounded colour archive built for AI agents. Thousands of named colours across… | 15,140 installs | No commit dateListed | Manual · Source |
| 5272 | 77.259 | kysigned-mcpmcp · other | Enables management of e-signature envelopes — create, check status, list, send reminders, and void — through… | 37 stars · 2 forks | Manual · Source | |
| 5272 | 77.259 | trip2gmcp · search | Self-hosted knowledge mesh with built-in MCP server enabling AI agents to search and retrieve notes across… | 37 stars · 2 forks | Manual · Source | |
| 5272 | 77.259 | adird-corporate-dystopia-toolkitmcp · other | Provides a satirical corporate dystopia toolkit with HR-related tools that parody toxic workplace behaviors… | 37 stars · 2 forks | Manual · Source | |
| 5275 | 77.249 | messagesmcp · comms | Enables fuzzy search and browsing of Apple Messages (iMessage/SMS) with contact resolution, filtering by… | 20 stars · 6 forks | Manual · Source | |
| 5275 | 77.249 | browseai-devmcp · devops | Research infrastructure for agents providing real-time web search, evidence extraction, and structured… | 20 stars · 6 forks | Manual · Source | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5275 | 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 | |
| 5296 | 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 | |
| 5297 | 77.163 | samik081-proxmox-vemcp · other | Manage Proxmox VE virtual machines, containers, storage, and clusters. | 24 stars · 4 forks | Manual · Source | |
| 5297 | 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 | |
| 5297 | 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 | |
| 5297 | 77.163 | csv-editormcp · other | Provides pandas-powered CSV file operations including data loading, filtering, transformation, statistical… | 24 stars · 4 forks | Manual · Source |
Score colour 3+ signals · 2 · 1Tie order: signals, last commit, starsGitHub data: or later