Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | 73.5683 | sinmb79-gongmun-doctormcp · back-end | Local MCP server for proofreading Korean official documents (.hwpx/.hwp) with 10 tools covering spelling, grammar, and style correction. | 23 stars · 2 forks | No one-command install · Source | |
| 1901 | 73.5683 | supathings-mcpmcp · back-end | Things 3 MCP server for macOS with 37 tools for reading, writing, and planning tasks. | 23 stars · 2 forks | No one-command install · Source | |
| 1901 | 73.5683 | vaibhavgeek-twitter-rapidapimcp · back-end | Fetches tweets from multiple Twitter profiles using the Twitter API through RapidAPI, enabling direct access to timeline data for social media… | 23 stars · 2 forks | No one-command install · Source | |
| 1904 | 73.5663 | abacatepay-mcpmcp · back-end | MCP server for integrating with Abacate Pay API, enabling management of customers, billings, PIX QR codes, and discount coupons via AI assistants like… | 36 forks | No one-command install · Source | |
| 1905 | 73.4724 | optimai-search-mcpmcp · back-end | Enables Web3-focused web searches via the OptimAI External Search API, providing tools to start, retrieve, list, and cancel searches from any… | 13 stars · 7 forks | No one-command install · Source | |
| 1905 | 73.4724 | specifai-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for Specifai project integration and automation with any MCP-compatible AI tool. This server currently exposes… | 13 stars · 7 forks | No one-command install · Source | |
| 1905 | 73.4724 | jupiterbak-alteryxmcp · back-end | Integrates with Alteryx Server's REST API to enable workflow execution, collection management, user administration, schedule automation, job… | 13 stars · 7 forks | No one-command install · Source | |
| 1905 | 73.4724 | x-twitter-v2-mcp-servermcp · back-end | An MCP server for interacting with the Twitter/X API v2, enabling AI assistants to retrieve tweets, post content, reply, quote, and more… | 13 stars · 7 forks | No one-command install · Source | |
| 1905 | 73.4724 | scrapezymcp · back-end | Integrates with the Scrapezy API to extract structured data from websites based on user-specified prompts, enabling flexible web scraping for data… | 13 stars · 7 forks | No one-command install · Source | |
| 1905 | 73.4724 | rizamcp · back-end | Provides a secure bridge between LLMs and Riza's isolated code interpreter API, enabling writing, saving, editing, and executing code safely in a… | 13 stars · 7 forks | No one-command install · Source | |
| 1911 | 73.4694 | census-mcp-server-2mcp · back-end | Query U.S. Census Bureau data, variables, and geography via MCP. | 9,002 installs | No commit datelisted | No one-command install · Source |
| 1912 | 73.4240 | alosies-gitlabmcp · back-end | Integrates with GitLab's API to manage projects, issues, merge requests, pipelines, and CI/CD workflows with 22 specialized tools including pipeline… | 9 stars · 8 forks | No one-command install · Source | |
| 1912 | 73.4240 | mcp-bpmn-servermcp · back-end | Enables AI agents to create, manipulate, and manage BPMN 2.0 diagrams programmatically, with support for Mermaid conversion, auto-layout, and file… | 9 stars · 8 forks | No one-command install · Source | |
| 1912 | 73.4240 | quentincody-shopify-storefront-mcp-servermcp · back-endalso listed as shopify-storefront-mcp-server | Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store… | 9 stars · 8 forks | No one-command install · Source | |
| 1916 | 73.3877 | smigolsmigol-llmkitmcp · back-end | Track AI API costs across 11 LLM providers with budget enforcement, per-session breakdowns, and multi-provider routing. | 16 stars · 4 forks | No one-command install · Source | |
| 1916 | 73.3877 | noteplan-mcp-servermcp · back-end | Enables AI assistants to manage NotePlan notes, tasks, calendar events, reminders, and plugins through natural language. | 16 stars · 4 forks | No one-command install · Source | |
| 1916 | 73.3877 | django-admin-mcpmcp · back-end | Expose Django admin models to MCP clients for CRUD, admin actions, model introspection, and more via HTTP with token authentication. | 16 stars · 4 forks | No one-command install · Source | |
| 1916 | 73.3877 | gb-studio-mcp-servermcp · back-end | Enables creation, validation, and manipulation of Game Boy Studio projects through the Model Context Protocol, allowing AI agents to generate game… | 16 stars · 4 forks | No one-command install · Source | |
| 1916 | 73.3877 | power-bi-report-mcp-servermcp · back-end | Build Power BI reports with natural language through an MCP server that connects AI assistants to Power BI's PBIR file format for creating pages… | 16 stars · 4 forks | No one-command install · Source | |
| 1916 | 73.3877 | wd041216-bit-free-web-search-ultimatemcp · back-end | Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-First** paradigm — instructs LLMs to retrieve real-time information… | 16 stars · 4 forks | No one-command install · Source | |
| 1916 | 73.3877 | campertunity-mcp-servermcp · back-end | Search campgrounds around the world on campertunity, check availability, and provide booking links | 16 stars · 4 forks | No one-command install · Source | |
| 1916 | 73.3877 | isaac-levine-foragemcp · back-end | Self-improving tool discovery for AI agents that finds, installs, and uses new servers automatically. | 16 stars · 4 forks | No one-command install · Source | |
| 1924 | 73.1823 | silly-geese-estnltkmcp · back-end | Hosted MCP server exposing the EstNLTK Estonian NLP toolkit with 20 tools for morphology, NER, lemmatization, and spell-checking. | 18 stars · 3 forks | No one-command install · Source | |
| 1924 | 73.1823 | urbanwatcherkr-korean-landmcp · back-end | Provides Korean spatial land data from the V-World API with 7 tools for geospatial queries and parcel information. | 18 stars · 3 forks | No one-command install · Source | |
| 1924 | 73.1823 | serial-mcp-servermcp · back-end | Allows AI agents to interact with serial devices via RS232/UART, enabling port listing, connection, read/write, control line manipulation, and… | 18 stars · 3 forks | No one-command install · Source | |
| 1924 | 73.1823 | ida-domain-mcpmcp · back-end | Headless MCP server for IDA Pro enabling on-demand database loading and programmatic reverse engineering workflows via MCP tools. | 18 stars · 3 forks | No one-command install · Source | |
| 1924 | 73.1823 | deutsche-bahn-mcp-servermcp · back-end | Provides unified access to Deutsche Bahn APIs for real-time railway data, station information, timetables, disruptions, parking, and accessibility… | 18 stars · 3 forks | No one-command install · Source | |
| 1924 | 73.1823 | sufetchmcp · back-end | MCP server that enables AI assistants to explore and generate code for type-safe OpenAPI clients from various cloud APIs like DigitalOcean, Hetzner… | 18 stars · 3 forks | No one-command install · Source | |
| 1930 | 73.1548 | ctxdebugmcp · back-end | MCP server that connects WinDbg, IDA Pro, and x64dbg to AI assistants for reverse engineering and Windows security research, offering 160+ tools for… | 22 stars · 2 forks | No one-command install · Source | |
| 1930 | 73.1548 | riseup-mcp-servermcp · back-end | MCP server for programmatic read-only access to RiseUp cashflow data, allowing AI assistants to retrieve budget information via natural language. | 22 stars · 2 forks | No one-command install · Source | |
| 1930 | 73.1548 | wrenchpilot-it-toolsmcp · back-end | Provides 50+ developer utilities including cryptographic operations, text processing, data format conversion, network calculations, and encoding… | 22 stars · 2 forks | No one-command install · Source | |
| 1930 | 73.1548 | google-maps-a2a-servermcp · back-end | An A2A-compliant server that provides Google Maps capabilities | 22 stars · 2 forks | No one-command install · Source | |
| 1934 | 73.1460 | tranzact-tempo-fillermcp · back-end | Integrates with Atlassian Tempo's time tracking API to retrieve, create, and delete JIRA worklogs with support for bulk operations and automated… | 5 stars · 9 forks | No one-command install · Source | |
| 1934 | 73.1460 | mcp-prow-servermcp · back-end | Enables users to interact with Prow CI/CD systems, retrieving build logs and diagnosing PR build issues through natural language. | 5 stars · 9 forks | No one-command install · Source | |
| 1934 | 73.1460 | sure-mcp-servermcp · back-end | Integrates the Sure self-hosted personal finance platform with Claude Desktop, enabling account management, transaction operations, category viewing… | 5 stars · 9 forks | No one-command install · Source | |
| 1937 | 73.0122 | pyrimidmcp · back-end | Agent-commerce protocol server for discovering and purchasing MCP tools with USDC payments on Base blockchain. | 32 forks | No one-command install · Source | |
| 1937 | 73.0122 | bioe234-mcp-startermcp · back-end | Framework for building bioengineering automation tools that AI assistants can call via the Model Context Protocol, handling server registration and… | 32 forks | No one-command install · Source | |
| 1939 | 73.0120 | yincongcyincong-victoriametrics-mcp-servermcp · back-end | An MCP server for interacting with VictoriaMetrics database. | 8 stars · 8 forks | No one-command install · Source | |
| 1939 | 73.0120 | swiss-ephemeris-mcp-servermcp · back-end | Provides astronomical calculations using the Swiss Ephemeris library, including planetary positions, houses, chart points, and asteroids for any date… | 8 stars · 8 forks | No one-command install · Source | |
| 1941 | 72.9268 | victoriatraces-mcp-servermcp · back-end | Provides access to your VictoriaTraces instance and seamless integration with VictoriaTraces APIs and documentation for querying traces, services, and… | 14 stars · 5 forks | No one-command install · Source | |
| 1941 | 72.9268 | telegram-business-bridgemcp · back-end | Connect any AI agent to your personal Telegram messages through the official Business API, enabling message history search and draft replies with… | 14 stars · 5 forks | No one-command install · Source | |
| 1941 | 72.9268 | bamboohrmcp · back-end | Full BambooHR API coverage for employees, time off, hiring, benefits, training, goals, reports, webhooks, and file management. | 14 stars · 5 forks | No one-command install · Source | |
| 1941 | 72.9268 | mertcankaraoglu-sshmcp · back-end | Enables secure remote command execution through SSH connections with persistent sessions, real-time output streaming, and clean connection management… | 14 stars · 5 forks | No one-command install · Source | |
| 1941 | 72.9268 | kasarlabs-cairo-codermcp · back-end | Integrates with the Cairo Coder API to provide expert-level Cairo and Starknet development assistance, enabling smart contract generation, code… | 14 stars · 5 forks | No one-command install · Source | |
| 1941 | 72.9268 | rishabkoul-iterm2mcp · back-end | Enables AI interaction with iTerm2 terminals on macOS through AppleScript and Node.js, allowing command execution, output capture, and terminal… | 14 stars · 5 forks | No one-command install · Source | |
| 1947 | 72.8435 | theyahia-wildberries-mcpmcp · back-end | Wildberries Seller API MCP server providing 15 tools for managing products, prices, stocks, orders, sales, warehouses, supplies, statistics… | 13 stars · 6 forks | No one-command install · Source | |
| 1947 | 72.8435 | youtube-music-mcp-servermcp · back-end | Enables AI assistants to search YouTube Music, manage playlists, and create smart recommendations using natural language. | 13 stars · 6 forks | No one-command install · Source | |
| 1947 | 72.8435 | sap-rfc-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides seamless integration with SAP systems through RFC (Remote Function Call) connections. This server… | 13 stars · 6 forks | No one-command install · Source | |
| 1947 | 72.8435 | github-graphql-mcp-servermcp · back-endalso listed as quentincody-github-graphql-mcp-server | Enables executing arbitrary GraphQL queries and mutations against GitHub's API through a single MCP tool. | 13 stars · 6 forks | No one-command install · Source | |
| 1947 | 72.8435 | task-planner-mcp-servermcp · back-end | Enables AI assistants to create, manage, and break down tasks into subtasks with priorities, and track progress through a hierarchical task list. | 13 stars · 6 forks | No one-command install · Source | |
| 1953 | 72.8035 | pete-builds-unifimcp · back-end | MCP server for managing self-hosted UniFi gateways with 41 tools covering VLANs, firewalls, and DHCP. | 21 stars · 2 forks | No one-command install · Source | |
| 1953 | 72.8035 | mariyafilippova-stravamcp · back-end | Integrates with Strava's API to retrieve and analyze fitness data, enabling workout planning, progress tracking, and performance analysis for athletic… | 21 stars · 2 forks | No one-command install · Source | |
| 1953 | 72.8035 | ringbackmcp · back-end | Let your AI agent call your phone and talk to you — MCP servers for live, interruptible voice calls + tiered alerts, using free self-hosted pieces… | 21 stars · 2 forks | No one-command install · Source | |
| 1953 | 72.8035 | akhilraghav0-hamrmcp · back-end | Go framework for building MCP servers with struct-tag schema definitions, pre-built tool collections, middleware, and token cost optimization. | 21 stars · 2 forks | No one-command install · Source | |
| 1953 | 72.8035 | martijn-devrev-ultimate64mcp · back-end | Controls real Commodore 64 hardware through the Ultimate 64/II+ REST API, enabling program execution, music playback, disk image management, memory… | 21 stars · 2 forks | No one-command install · Source | |
| 1953 | 72.8035 | chatwise-raindropmcp · back-end | Integrates with Raindrop.io bookmarking service to enable searching, creating, and retrieving bookmarks and collections through authenticated API… | 21 stars · 2 forks | No one-command install · Source | |
| 1953 | 72.8035 | geelen-cloudflare-workersmcp · back-end | Cloudflare Workers-based MCP implementation enables AI assistants to execute custom serverless logic at the edge. | 21 stars · 2 forks | No one-command install · Source | |
| 1960 | 72.7776 | world-bank-servermcp · back-end | Exposes World Bank development data to AI agents via local CSV resources and live API tools, enabling queries about GDP, population, and other… | 31 forks | No one-command install · Source | |
| 1961 | 72.7224 | otg-mcpmcp · back-end | Enables interaction with Open Traffic Generators (OTG) through a standardized API, allowing configuration, traffic control, and metrics collection via… | 15 stars · 4 forks | No one-command install · Source | |
| 1961 | 72.7224 | sidpad03-unified-gatewaymcp · back-end | Self-hosted aggregation and routing layer that connects multiple MCP backends behind a single managed endpoint. | 15 stars · 4 forks | No one-command install · Source | |
| 1961 | 72.7224 | kisti-mcpmcp · back-end | Integrates with KISTI's ScienceON, NTIS, and DataON APIs to search and retrieve scientific papers, patents, reports, national R\&D projects, and… | 15 stars · 4 forks | No one-command install · Source | |
| 1961 | 72.7224 | strava-coach-mcp-servermcp · back-end | Enables AI assistants to access Strava running data, route planning, and weather information for intelligent running coaching. | 15 stars · 4 forks | No one-command install · Source | |
| 1961 | 72.7224 | claude-sidekickmcp · back-end | A Model Context Protocol (MCP) server that connects Claude to local Ollama models, enabling offloading of simpler tasks to save Claude tokens. | 15 stars · 4 forks | No one-command install · Source | |
| 1961 | 72.7224 | mirror-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides a reflect tool, enabling LLMs to engage in self-reflection and introspection through recursive… | 15 stars · 4 forks | No one-command install · Source | |
| 1961 | 72.7224 | oorlogsbronnen-mcp-servermcp · back-endalso listed as r-huijts-oorlogsbronnen-mcp | Enables natural language search and exploration of the Dutch WWII Oorlogsbronnen archives, allowing users to query historical documents, photographs… | 15 stars · 4 forks | No one-command install · Source | |
| 1961 | 72.7224 | owasp-mcp-servermcp · back-end | A WebSocket-based MCP server for OWASP ZAP security scanning, enabling real-time control and monitoring of security assessments. | 15 stars · 4 forks | No one-command install · Source | |
| 1970 | 72.7024 | gh-cptrodgers-mcprmcp · back-end | Proxy layer for MCP apps providing tunnel, debug, deploy, and monitor capabilities through one endpoint. | 30 stars · 1 fork | No one-command install · Source | |
| 1971 | 72.6445 | configcat-mcp-servermcp · back-end | Provides access to ConfigCat's management API for feature flag and configuration management, enabling CRUD operations on entities like feature flags… | 17 stars · 3 forks | No one-command install · Source | |
| 1971 | 72.6445 | apex-log-mcp-servermcp · back-end | An MCP server that gives AI assistants tools to analyze Salesforce Apex debug logs for performance bottlenecks, slow methods, and governor limit… | 17 stars · 3 forks | No one-command install · Source | |
| 1971 | 72.6445 | yahoo-finance-mcp-server-2mcp · back-end | Provides real-time stock market data for Claude Desktop and MCP-compatible clients, enabling natural language queries for quotes, historical prices… | 17 stars · 3 forks | No one-command install · Source | |
| 1971 | 72.6445 | ckanthony-chiselmcp · back-end | Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100× fewer tokens), and read large files with targeted… | 17 stars · 3 forks | No one-command install · Source | |
| 1971 | 72.6445 | mrafaeldie12-nano-banana-promcp · back-end | Integrates with Google's Gemini API to generate, edit, and analyze images with configurable aspect ratios, natural language editing instructions, and… | 17 stars · 3 forks | No one-command install · Source | |
| 1971 | 72.6445 | filesystem-mcp-server-ssemcp · back-end | Node.js server implementing Model Context Protocol (MCP) for filesystem operations, enabling read/write files, directory management, search, and… | 17 stars · 3 forks | No one-command install · Source | |
| 1977 | 72.5659 | telegram-bot-mcp-servermcp · back-end | Enables AI assistants to interact with the Telegram Bot API, supporting messaging, user management, and bot configuration with intelligent message… | 7 stars · 8 forks | No one-command install · Source | |
| 1977 | 72.5659 | cisco-secure-firewall-fmc-mcp-connectormcp · back-end | MCP server that exposes high-level tooling for Cisco Secure Firewall Management Center (FMC), allowing discovery of FMC profiles and searching access… | 7 stars · 8 forks | No one-command install · Source | |
| 1977 | 72.5659 | arr-suite-mcp-servermcp · back-end | Enables AI assistants to manage media automation services like Sonarr, Radarr, Prowlarr, Bazarr, Overseerr, and Plex through natural language… | 7 stars · 8 forks | No one-command install · Source | |
| 1980 | 72.4921 | sendmux-email-inbox-api-sendingmcp · back-end | Sendmux is an email inbox API and email API for AI agents. Use this MCP server to let authorised agents work with Sendmux mailboxes, inbound email… | 73 stars | No one-command install · Source | |
| 1981 | 72.3012 | dedalus-mcp-documentation-servermcp · back-end | An MCP server that serves documentation and enables AI-powered search, Q\&A, and document analysis for developer tools and guides. | 4 stars · 9 forks | No one-command install · Source | |
| 1982 | 72.2906 | mcpd-proxymcp · back-end | An MCP server that acts as a proxy between IDEs and the mcpd daemon, exposing all mcpd-managed MCP servers through a unified interface. | 20 stars · 2 forks | No one-command install · Source | |
| 1982 | 72.2906 | xphileby-c64umcp · back-end | Controls Commodore 64 Ultimate hardware through REST API, enabling program execution, machine state management, floppy drive operations, and screen… | 20 stars · 2 forks | No one-command install · Source | |
| 1982 | 72.2906 | jbenton-guardianda7emcp · back-end | Integrates with The Guardian's Open Platform API to search articles, retrieve full content, browse sections, and perform analytical operations like… | 20 stars · 2 forks | No one-command install · Source | |
| 1985 | 72.1304 | servonautmcp · back-end | Manage AWS, Hetzner, OVH, and custom SSH servers from AI agents — commands, logs, CloudWatch/CloudTrail, IP banning, and S3, with guard tiers and a… | 28 stars · 1 fork | No one-command install · Source | |
| 1985 | 72.1304 | websearch-deepseekmcp · back-end | A general MCP server providing web search capabilities using DeepSeek's native online search API. | 28 stars · 1 fork | No one-command install · Source | |
| 1987 | 72.1123 | jw-org-mcpmcp · back-end | An MCP server that provides controlled, verifiable access to official jw.org content, enabling AI applications to search articles, retrieve full… | 13 stars · 5 forks | No one-command install · Source | |
| 1987 | 72.1123 | vast-admin-mcp-servermcp · back-end | MCP server for VAST Data administration, enabling AI assistants to monitor, list, and manage VAST clusters. | 13 stars · 5 forks | No one-command install · Source | |
| 1987 | 72.1123 | khan2a-telephony-mcp-servermcp · back-end | 💬 - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS… | 13 stars · 5 forks | No one-command install · Source | |
| 1987 | 72.1123 | gh-madhan-g-p-devdocsmcp · back-end | Local developer documentation server with project-specific context awareness. | 13 stars · 5 forks | No one-command install · Source | |
| 1987 | 72.1123 | sapo-mcpmcp · back-end | Model Context Protocol server for Sapo.vn POS & e-commerce platform, providing 105 tools across 4 modes for managing orders, inventory, customers, and… | 13 stars · 5 forks | No one-command install · Source | |
| 1987 | 72.1123 | mcp-server-runescapemcp · back-endalso listed as stefan-xyz-mcp-server-runescape | MCP server for interacting with RuneScape and Old School RuneScape data, including item prices, player hiscores, and more. | 13 stars · 5 forks | No one-command install · Source | |
| 1987 | 72.1123 | henilcalagiya-google-sheetsmcp · back-end | Integrates with Google Sheets API to provide spreadsheet automation through 25 specialized tools for sheet management, table operations, CRUD… | 13 stars · 5 forks | No one-command install · Source | |
| 1987 | 72.1123 | openweathermap-mcp-servermcp · back-end | Provides weather data, forecasts, air quality, and location services via OpenWeatherMap API integration. | 13 stars · 5 forks | No one-command install · Source | |
| 1987 | 72.1123 | wangtsiao-weibohotmcp · back-end | Provides real-time access to Weibo trending topics through a TypeScript/Node.js server that delivers Chinese social media insights for conversation… | 13 stars · 5 forks | No one-command install · Source | |
| 1987 | 72.1123 | giovanni-cocco-postman-tool-generationmcp · back-end | Integrates with Postman Tool Generation API to convert API collections into type-safe code for AI frameworks, enabling rapid development of AI-powered… | 13 stars · 5 forks | No one-command install · Source | |
| 1998 | 72.0943 | emicklei-melrose-mcpmcp · back-end | Plays [Melrōse](https://melrōse.org) music expressions as MIDI | 12 stars · 6 forks | No one-command install · Source | |
| 1998 | 72.0943 | canvas-mcp-servermcp · back-end | Enables AI assistants to manage Canvas LMS courses, announcements, rubrics, assignments, modules, pages, and student data via the Canvas API. | 12 stars · 6 forks | No one-command install · Source | |
| 1998 | 72.0943 | hong-kong-finance-data-mcp-servermcp · back-end | Provides access to Hong Kong financial data like business registrations, mortgage statistics, and HIBOR rates through a FastMCP interface. | 12 stars · 6 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.