Leaderboard
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5001 | 22.527 | ssh-bridge-mcpmcp · auth | An MCP server that enables LLMs to operate on remote Linux machines via SSH, providing tools for running… | 1 star | Manual · Source | |
| 5002 | 22.527 | cituna-mcp-servermcp · search | Brings Cituna's AI visibility tracking, audits, and Google Search Console data into Claude via MCP. | 1 star | Manual · Source | |
| 5003 | 22.527 | pmgs-referencemcp · database | Provides read-only access to JPO Patent Map Guidance System classification records via SQLite, enabling… | 1 star | Manual · Source | |
| 5004 | 22.527 | chrome-for-aimcp · browser | Enables AI agents to drive real Google Chrome with stealth and captcha handling, using Patchright to avoid bot… | 1 star | Manual · Source | |
| 5005 | 22.527 | atproto-mcp-servermcp · auth | An MCP server for interacting with the AT Protocol (ATProto) ecosystem, including Bluesky, providing tools for… | 1 star | Manual · Source | |
| 5006 | 22.527 | smartcutmcp · back-end | SmartCut is a hosted cutting-optimisation API. It turns a list of parts and available stock into machine-ready… | 1 star | Manual · Source | |
| 5007 | 22.527 | form4api-mcpmcp · ai-agents | Real-time SEC Form 4 insider trading data — transactions with post-trade returns, cluster-buy signals, Form… | 1 star | Manual · Source | |
| 5008 | 22.527 | jlceda-mcpmcp · front-end | Enables Claude Code to directly operate 嘉立创EDA Professional for reading PCB/schematic designs, moving… | 1 star | Manual · Source | |
| 5009 | 22.527 | papermoon-mkdocs-mcpmcp · search | Enables searching, reading, and navigating MkDocs documentation sites through MCP tools for keyword, semantic… | 1 star | Manual · Source | |
| 5010 | 22.527 | deskcert-mcp-servermcp · devops | Exposes a run_suite tool to evaluate whether an AI agent is safe to operate internal web apps, scoring task… | 1 star | Manual · Source | |
| 5011 | 22.527 | memtrustmcp · ai-agents | MCP server exposing a "run" tool that benchmarks agent-memory backends and returns a reproducible JSON report. | 1 star | Manual · Source | |
| 5012 | 22.527 | understanding-graphmcp · ai-agents | Enables AI agents to maintain persistent, inspectable understanding through typed, revisable updates, and to… | 1 star | Manual · Source | |
| 5013 | 22.527 | heumcp · back-end | Manages HEU Legal e-signature documents, prompts signers, and downloads signed PDFs via API. | 1 star | Manual · Source | |
| 5014 | 22.527 | agent-cold-emailmcp · devops | Agent-native cold-email infrastructure providing ~12 high-level tools for domain setup, mailbox provisioning… | 1 star | Manual · Source | |
| 5015 | 22.527 | scavengemcp · other | Enables deterministic web evidence collection by inspecting a field (price or availability) on a web page and… | 1 star | Manual · Source | |
| 5016 | 22.527 | savee-mcp-servermcp · search | Enables conversational access to your saved visual inspiration on Savee, including listing saves, boards… | 1 star | Manual · Source | |
| 5017 | 22.527 | toolforge-mcp-servermcp · ai-agents | Enables AI agents to securely discover, execute, and observe tools with role-based access control and audit… | 1 star | Manual · Source | |
| 5018 | 22.527 | hapi-mcp-servermcp · front-end | Enables developers to define, expose, and consume APIs using the Model Context Protocol with API-first design… | 1 star | Manual · Source | |
| 5019 | 22.527 | dcc-mcp-fptmcp · search | Bridges AI assistants to Autodesk ShotGrid (Flow Production Tracking) data, enabling CRUD, search, batch… | 1 star | Manual · Source | |
| 5020 | 22.527 | abb-robotstudio-mcp-servermcp · observability | MCP server for ABB RobotStudio and robot controllers, exposing 55 tools via SDK and RWS transports for… | 1 star | Manual · Source | |
| 5021 | 22.527 | gloria-aimcp · search | Real-time curated crypto news with sentiment analysis, recaps, and search. | 1 star | Manual · Source | |
| 5022 | 22.527 | speclawmcp · ai-agents | Local MCP server that gives AI agents a project constitution (LAWS.md), a code graph (Compass), and a… | 1 star | Manual · Source | |
| 5023 | 22.527 | databricks-domo-migration-accelerator-mcp-servermcp · back-end | Enables conversational assessment and migration of Domo estates to Databricks, allowing AI clients to… | 1 star | Manual · Source | |
| 5024 | 22.527 | 9botmcp · observability | Automate and manage WhatsApp groups, communities, and channels with scheduling, moderation, analytics, and… | 1 star | Manual · Source | |
| 5025 | 22.527 | crawlora-mcpmcp · search | Hosted MCP server for structured public web data — 319 tools across search, maps, commerce, social & finance… | 1 star | Manual · Source | |
| 5026 | 22.527 | ottasiamcp · other | Find where to watch any movie or TV show across 30 Asian and Middle Eastern streaming markets. Works with… | 1 star | Manual · Source | |
| 5027 | 22.527 | mcp-a2ui-vegamcp · other | Enables creating and editing live, interactive dashboards with Vega-Lite charts via A2UI in MCP hosts, with… | 1 star | Manual · Source | |
| 5028 | 22.527 | signetmcp · other | A provider-neutral MCP human approval gateway that requires explicit confirmation before executing write… | 1 star | Manual · Source | |
| 5029 | 22.527 | mcp-google-gscmcp · search | Enables querying Google Search Console search analytics (clicks, impressions, CTR, position) with flexible… | 1 star | Manual · Source | |
| 5030 | 22.527 | anypoint-connectmcp · observability | CLI + MCP toolkit for Anypoint Platform that enables deploying applications, tailing logs, pulling metrics… | 1 star | Manual · Source | |
| 5031 | 22.527 | cricketstudio-mcpmcp · back-end | 29 MCP tools for IPL 2026, IPL historical (18 seasons), and Major League Cricket. Free, no API key. | 1 star | Manual · Source | |
| 5032 | 22.527 | apc-agentmcp · payments | MCP server for AWS Payment Cryptography that gives AI coding assistants direct access to the APC control plane… | 1 star | Manual · Source | |
| 5033 | 22.527 | cx-programmer-mcpmcp · observability | MCP server for editing OMRON CX-Programmer ladder logic projects, supporting sections, rungs, symbols, and… | 1 star | Manual · Source | |
| 5034 | 22.527 | algovoimcp · payments | MCP server for AlgoVoi stablecoin payment infrastructure, enabling crypto payment links, on-chain… | 1 star | Manual · Source | |
| 5035 | 22.527 | print-blocksmcp · other | Enables printing structured documents to ESC/POS thermal printers via a CUPS queue, with tools for printer… | 1 star | Manual · Source | |
| 5036 | 22.527 | signalintmcp · back-end | Signalint is an MCP server that provides JavaScript and TypeScript diagnostics by running Oxlint, TypeScript… | 1 star | Manual · Source | |
| 5037 | 22.527 | pymemsim-mcpmcp · back-end | Exposes membrane simulation capabilities through an MCP server, enabling gas hollow-fiber membrane simulations… | 1 star | Manual · Source | |
| 5038 | 22.527 | groupdocs-comparisonmcp · ai-agents | Compares documents and inspects source metadata using GroupDocs.Comparison via AI agents. | 1 star | Manual · Source | |
| 5039 | 22.527 | modelforgemcp · back-end | Financial model factory MCP server: turns a spec into a live-formula Excel workbook. 14 templates (LBO, DCF… | 1 star | Manual · Source | |
| 5040 | 22.527 | maxaeo-ai-visibility-mcpmcp · search | Enables AI agents to check whether a public website is crawlable, understandable, and ready for AI search… | 1 star | Manual · Source | |
| 5041 | 22.527 | runewardmcp · browser | Governed execution cells for AI agents via MCP; provides shell, code, file, and browser tools inside isolated… | 1 star | Manual · Source | |
| 5042 | 22.527 | lanhu-mcp-servermcp · front-end | Enables AI coding tools to read Lanhu design data and automate Design to Code, including project browsing… | 1 star | Manual · Source | |
| 5043 | 22.527 | subaco-hivemcp · ai-agents | An MCP server for multi-agent collaboration, providing team messaging and long-term semantic memory with… | 1 star | Manual · Source | |
| 5044 | 22.527 | agentdomains-mcp-servermcp · ai-agents | Enables MCP-speaking agents to claim and manage free subdomains under makes.fyi or agentdomains.co, including… | 1 star | Manual · Source | |
| 5045 | 22.527 | utel-mcpmcp · back-end | An MCP server that wraps the UTEL IP-telephony REST API as MCP tools, enabling LLM agents to make… | 1 star | Manual · Source | |
| 5046 | 22.527 | igor-pro-bridgemcp · other | Exposes a running Igor Pro instance to MCP clients, enabling command execution, wave data reading, compilation… | 1 star | Manual · Source | |
| 5047 | 22.527 | hireme-mcpmcp · ai-agents | Enables AI agents to vet a developer's shipped products, check fixed pricing and availability, and submit… | 1 star | Manual · Source | |
| 5048 | 22.527 | docuqueue-mcp-servermcp · back-end | Enables creating professional documents (invoices, contracts, certificates, proposals, reports) via the… | 1 star | Manual · Source | |
| 5049 | 22.527 | theepicsaxguy-opencollective-hetznermcp · payments | Combines OpenCollective financial data with Hetzner and Cloudflare invoice management for automated… | 1 star | Manual · Source | |
| 5050 | 22.527 | printqueueapp-mcp-servermcp · back-end | Enables managing a print queue for office documents via a WinUI GUI, supporting file drag-and-drop, queue… | 1 star | Manual · Source | |
| 5051 | 22.527 | thinking-promptsmcp · ai-agents | Enables any MCP client to surface twelve structured thinking frameworks for clarifying questions, learning… | 1 star | Manual · Source | |
| 5052 | 22.527 | mapbox-docsmcp · back-end | Provides AI assistants with instant access to Mapbox documentation, API references, SDK docs, and code… | 1 star | Manual · Source | |
| 5053 | 22.527 | k-investmcp · ai-agents | Read-only MCP server that connects LLMs to personal investment accounts (Toss Securities, KIS), market data… | 1 star | Manual · Source | |
| 5054 | 22.527 | toriimcp · auth | Torii is an OAuth 2.1 authorization server and gateway for MCP servers, providing tool-level RBAC, audit… | 1 star | Manual · Source | |
| 5055 | 22.527 | uacosmcp · ai-agents | Local-first code intelligence and safety layer for AI coding agents. MCP server exposes dependency graph… | 1 star | Manual · Source | |
| 5056 | 22.527 | auto-skill-connectormcp · database | Enables Claude to search and install skills from a database of ~200k scraped Claude skills, MCP servers, and… | 1 star | Manual · Source | |
| 5057 | 22.527 | guarftrain-mcp-servermcp · observability | Enables external agents to monitor and control ML training runs via 35 MCP tools. Covers training status… | 1 star | Manual · Source | |
| 5058 | 22.527 | orchestratekit-mcpmcp · front-end | Enables Cursor and Claude Desktop to design production-ready AI workflows by exposing a structured registry of… | 1 star | Manual · Source | |
| 5059 | 22.527 | tell-ai-ui-criticmcp · front-end | An MCP server that captures rendered UI, diagnoses design tells and consistency drift, and generates redesign… | 1 star | Manual · Source | |
| 5060 | 22.527 | bhagavad-gitamcp · other | Enables access to the Bhagavad Gita, a Hindu scripture, through natural language queries and integration with… | 1 star | Manual · Source | |
| 5061 | 22.527 | pipeworx-io-bismcp · other | Bank for International Settlements statistics — central bank rates, FX, banking, and credit data via the… | 1 star | Manual · Source | |
| 5062 | 22.527 | mcp-canada-tendersmcp · back-end | Access Canada government procurement opportunities from CanadaBuys open data, enabling tender searches and… | 1 star | Manual · Source | |
| 5063 | 22.527 | mcp-clevelandartmcp · back-end | Enables querying the Cleveland Museum of Art's open access API to search artworks by filters like type… | 1 star | Manual · Source | |
| 5064 | 22.527 | mcp-data-nymcp · search | MCP server for accessing data.ny.gov datasets via the Socrata Open Data API, enabling search, query, metadata… | 1 star | Manual · Source | |
| 5065 | 22.527 | payments-gatewaymcp · payments | A generic MCP + REST payments gateway enabling agents to charge and accept payments without holding spending… | 1 star | Manual · Source | |
| 5066 | 22.527 | mcp-dbpediamcp · ai-agents | Enables querying DBpedia's structured knowledge graph using SPARQL and lookup tools, allowing AI agents to… | 1 star | Manual · Source | |
| 5067 | 22.527 | mcp-decodomcp · back-end | Enables web scraping via the Decodo API, providing AI agents with access to data extraction through the… | 1 star | Manual · Source | |
| 5068 | 22.527 | pipeworx-eu-funding-tendersmcp · search | Enables searching and retrieving detailed information on EU grant calls and tenders from the EU Funding &… | 1 star | Manual · Source | |
| 5069 | 22.527 | mcp-firecrawlmcp · search | Web scraping and search MCP server that wraps Firecrawl API for URL discovery and web search with optional… | 1 star | Manual · Source | |
| 5070 | 22.527 | mcp-gdeltmcp · database | Enables querying the GDELT database for global events, language, and tone data through natural language. | 1 star | Manual · Source | |
| 5071 | 22.527 | pipeworx-geomcp · back-end | Provides geographic utilities including IP geolocation, postal code lookup, and timezone data via free public… | 1 star | Manual · Source | |
| 5072 | 22.527 | mcp-gitlab-publicmcp · back-end | Wraps GitLab's public REST API v4 to allow AI agents to interact with GitLab public data without… | 1 star | Manual · Source | |
| 5073 | 22.527 | mcp-harvard-artmcp · search | Enables searching and retrieving details from the Harvard Art Museums collection. | 1 star | Manual · Source | |
| 5074 | 22.527 | mcp-kitsumcp · search | Enables searching and retrieving anime and manga data from Kitsu's catalogue, including top lists and… | 1 star | Manual · Source | |
| 5075 | 22.527 | mcp-lens-orgmcp · search | Enables patent and scholarly works search on Lens.org. Supports natural language queries and direct tool… | 1 star | Manual · Source | |
| 5076 | 22.527 | social-signalmcp · other | Provides keyless tools to measure social media topic volume and account activity across Bluesky, Mastodon… | 1 star | Manual · Source | |
| 5077 | 22.527 | mcp-opendata-canadamcp · other | Enables querying Canadian open data from the Canada CKAN catalogue (open.canada.ca) through a Pipeworx… | 1 star | Manual · Source | |
| 5078 | 22.527 | mcp-owidmcp · other | Enables access to Our World in Data charts and indicators through natural language queries via Pipeworx… | 1 star | Manual · Source | |
| 5079 | 22.527 | mcp-sports-game-oddsmcp · back-end | Wraps the Sports Game Odds API to provide sports game odds data through natural language queries. | 1 star | Manual · Source | |
| 5080 | 22.527 | mcp-stackexchangemcp · back-end | Wraps the StackExchange API v2.3 to enable reading StackExchange data (questions, answers, etc.) without… | 1 star | Manual · Source | |
| 5081 | 22.527 | mcp-ted-eumcp · other | Retrieves Tenders Electronic Daily (EU public procurement) notices by publication number. | 1 star | Manual · Source | |
| 5082 | 22.527 | mcp-wikidata-sparqlmcp · other | Enables querying Wikidata via SPARQL, with convenience tools for instances, subclasses, properties, and… | 1 star | Manual · Source | |
| 5083 | 22.527 | pipeworx-io-zenquotesmcp · back-end | Inspirational quotes via the ZenQuotes API — fetch random quotes, quotes by author, and today's featured… | 1 star | Manual · Source | |
| 5084 | 22.527 | scrapingdogmcp · browser | Wraps Scrapingdog, a proxy-based web scraping service, enabling AI agents to scrape web pages through a simple… | 1 star | Manual · Source | |
| 5085 | 22.527 | mcp-ranchermcp · devops | Operates Rancher-managed Kubernetes through any MCP client with capability detection, generic resource access… | 1 star | Manual · Source | |
| 5086 | 22.527 | screen-usemcp · front-end | Enables AI agents to see, locate UI elements, and operate any Windows desktop app through natural language… | 1 star | Manual · Source | |
| 5087 | 22.527 | protoos-mcpmcp · back-end | Provides a JSON-RPC MCP server that exposes policy-governed agent tools, including paid tools, tool muxing… | 1 star | Manual · Source | |
| 5088 | 22.527 | claude-fleet-monitormcp · observability | Enables Claude Code sessions to query fleet status, focus terminals, and manage sessions programmatically via… | 1 star | Manual · Source | |
| 5089 | 22.527 | yubinkim444-repo-memorymcp · ai-agents | Shared, git-tracked working memory for AI agents collaborating on the same codebase. | 1 star | Manual · Source | |
| 5090 | 22.527 | forge-neo-mcpmcp · ai-agents | Enables AI agents to generate images on a local Stable Diffusion Forge Neo instance, automatically inferring… | 1 star | Manual · Source | |
| 5091 | 22.527 | hac-mcpmcp · other | Provides AI assistants with programmatic access to SAP Commerce Cloud's Hybris Administration Console (HAC)… | 1 star | Manual · Source | |
| 5092 | 22.527 | multidim-mcpmcp · ai-agents | Provides deterministic structured thinking grids and validation for AI agents, enabling consistent multi-lens… | 1 star | Manual · Source | |
| 5093 | 22.527 | io-github-brightdotdev-darwin-ragmcp · search | A local-first RAG engine that ingests documents (PDF, Markdown, images, etc.) and provides hybrid search… | 1 star | Manual · Source | |
| 5094 | 22.527 | pixabay-mcp-servermcp · back-end | MCP server for the Pixabay API, providing tools to search and fetch royalty-free images and videos. | 1 star | Manual · Source | |
| 5095 | 22.527 | tianshang301-tianshangcadmcp · back-end | Modern CAD CLI + MCP Server: 2D/3D drawing, editing, measurement, validation, batch automation, real-time… | 1 star | Manual · Source | |
| 5096 | 22.527 | yodmcpmcp · ai-agents | A production-oriented Agent Operating System kernel that provides multi-graph memory, durable tasks, portable… | 1 star | Manual · Source | |
| 5097 | 22.527 | superagenticmcpmcp · ai-agents | Enables a production-grade MCP-native router and multi-agent control plane, letting agents plan tasks, route… | 1 star | Manual · Source | |
| 5098 | 22.527 | licenseguardmcp · back-end | LicenseGuard is an MCP server that checks whether dependency licenses impose legal obligations based on your… | 1 star | Manual · Source | |
| 5099 | 22.527 | local-apple-datamcp · back-end | MCP server for privacy-gated local Apple data access including Mail, Messages, Notes, Calendar, Contacts… | 1 star | Manual · Source | |
| 5100 | 22.527 | mlua-swarmmcp · ai-agents | MCP server that executes Blueprint workflows (flow.ir) with swarm operations, dispatching agent steps to… | 1 star | Manual · Source |
Score colour 3+ signals · 2 · 1Tie order: signals, last commit, starsGitHub data: or later