Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3701 | 83.8888 | mathematica-mcpmcp · ai-agents | Enables AI agents to run Mathematica code, control live notebooks, and verify results through natural language. | 48 stars · 6 forks | No one-command install · Source | |
| 3701 | 83.8888 | groundcobra009-japanese-legal-databasemcp · search | Integrates with Japan's official e-Gov legal database to provide search and retrieval of Japanese laws and regulations for legal research, compliance… | 48 stars · 6 forks | No one-command install · Source | |
| 3701 | 83.8888 | conversational-analysis-enginemcp · back-end | Enables users to optimize LLM responses using Monte Carlo Tree Search (MCTS) through a Model Context Protocol server, enhancing conversation quality… | 48 stars · 6 forks | No one-command install · Source | |
| 3704 | 83.8868 | forgeailab-forgemcp · back-end | Local-first workflow engine for coding agents with isolated git worktrees, CI gates, and review processes, exposing an MCP JSON-RPC endpoint. | 54 stars · 5 forks | No one-command install · Source | |
| 3705 | 83.8543 | openfinclaw-climcp · ai-agents | Enables quant research, strategy generation, backtesting, and paper trading from natural language prompts, integrating with AI agents via an MCP… | 64 stars · 4 forks | No one-command install · Source | |
| 3706 | 83.8486 | kenjihikmatullah-productboardmcp · front-end | Integrates with the Productboard API to enable access to companies, components, features, and products for enhanced product management and feature… | 13 stars · 18 forks | No one-command install · Source | |
| 3707 | 83.8429 | cisco-supportmcp · auth | Integrates with Cisco's Support APIs to search bug databases, retrieve case information, and access product lifecycle data with OAuth2 authentication… | 33 stars · 12 forks | No one-command install · Source | |
| 3707 | 83.8429 | nonatofabio-local-faissmcp · database | Local vector database using FAISS for semantic search and document retrieval | 33 stars · 12 forks | No one-command install · Source | |
| 3707 | 83.8429 | nikhil-sonti-apple-remindersmcp · back-end | Enables AI assistants to manage Apple Reminders on macOS by using AppleScript to directly interact with the Reminders app, providing a simple… | 33 stars · 12 forks | No one-command install · Source | |
| 3710 | 83.8396 | n8n-mcp-2mcp · back-end | A Model Context Protocol server that provides AI assistants with comprehensive access to n8n node documentation, properties, and operations, enabling… | 34 stars · 11 forks | No one-command install · Source | |
| 3710 | 83.8396 | thedigitalninja-fitbitmcp · auth | Integrates with Fitbit to provide access to personal health data including weight measurements, sleep logs, and profile information through OAuth 2.0… | 34 stars · 11 forks | No one-command install · Source | |
| 3710 | 83.8396 | luotocompany-local-code-searchmcp · search | Locally indexes codebases using ChromaDB to enable semantic code search without sending code to external services, featuring real-time updates through… | 34 stars · 11 forks | No one-command install · Source | |
| 3713 | 83.8363 | hevy-mcp-servermcp · back-end | Enables AI assistants to interact with the Hevy fitness tracking API for logging workouts, managing routines, and tracking fitness progress. | 32 stars · 13 forks | No one-command install · Source | |
| 3714 | 83.8328 | mql5-help-mcpmcp · search | Provides AI coding assistants with local access to 4500+ MQL5 documentation files and supplementary ebooks via MCP, enabling efficient search… | 25 stars · 15 forks | No one-command install · Source | |
| 3714 | 83.8328 | hdcola-oraclemcp · database | Provides secure, read-only access to Oracle databases through Python's oracledb library, enabling database schema exploration and SQL query execution… | 25 stars · 15 forks | No one-command install · Source | |
| 3714 | 83.8328 | adeosec-shodanmcp · other | Integrates with Shodan's network intelligence capabilities to provide cybersecurity analysts with tools for host information lookup, vulnerability… | 25 stars · 15 forks | No one-command install · Source | |
| 3717 | 83.8162 | data360-mcp-servermcp · search | Provides LLM agents direct access to World Bank development indicators, enabling search, validation, and retrieval of data on topics like GDP… | 40 stars · 8 forks | No one-command install · Source | |
| 3717 | 83.8162 | truss44-crypto-price-coincapmcp · back-end | Integrates with CoinCap's API to provide real-time cryptocurrency data, enabling price tracking, market analysis, and historical trend examination for… | 40 stars · 8 forks | No one-command install · Source | |
| 3717 | 83.8162 | rabbitmq-mcp-server-2mcp · back-end | Enables AI agents to manage RabbitMQ message brokers through admin APIs, supporting multiple brokers, OAuth authentication, and mutative tools. | 40 stars · 8 forks | No one-command install · Source | |
| 3717 | 83.8162 | chadrik-mayamcp · otheralso listed as maya-mcp-server | Connects to multiple Autodesk Maya sessions through automatic discovery and command port bootstrapping, enabling Python code execution, virtual module… | 40 stars · 8 forks | No one-command install · Source | |
| 3717 | 83.8162 | askdba-mysqlmcp · database | Read-only MySQL database server with vector search and multi-instance support | 40 stars · 8 forks | No one-command install · Source | |
| 3717 | 83.8162 | elgentos-magento2-devmcp · database | Integrates with Magento 2 through n98-magerun2 to provide cache management, module operations, configuration control, database querying, and… | 40 stars · 8 forks | No one-command install · Source | |
| 3717 | 83.8162 | sionic-ai-serverless-ragmcp · back-end | Serverless RAG implementation using FastAPI that provides flexible file upload, processing, and tool integration capabilities with a modular server… | 40 stars · 8 forks | No one-command install · Source | |
| 3725 | 83.8137 | shufersalmcp · browser | Automates Shufersal supermarket shopping by converting recipe links into shopping lists, searching the product catalog with personalized results for… | 19 stars · 16 forks | No one-command install · Source | |
| 3726 | 83.8043 | ryan0204-github-repomcp · github-vcs | Provides a bridge between AI and GitHub repositories, enabling access to repository contents for code analysis and reference during conversations. | 31 stars · 14 forks | No one-command install · Source | |
| 3726 | 83.8043 | kaiten-mcp-servermcp · back-end | MCP server for integrating Kaiten API with Claude Desktop, enabling management of cards, comments, spaces, and boards with advanced features like… | 31 stars · 14 forks | No one-command install · Source | |
| 3728 | 83.7971 | claude-code-docsworkflow · search | A mirror of the Anthropic© PBC documentation site for Claude/Code, but with bonus features like full-text search and query-time updates - a nice… | 53 stars · 5 forks | No one-command install · Source | |
| 3729 | 83.7835 | hekmon8-jenkinsmcp · devops | Integrates with Jenkins CI/CD pipelines to enable automated job management, build monitoring, and artifact handling for streamlined software delivery… | 15 stars · 17 forks | No one-command install · Source | |
| 3729 | 83.7835 | yourtechtribe-odoo-accountingmcp · payments | Connects Odoo ERP systems with accounting data, enabling financial analysts to query vendor bills, customer invoices, payments, and reconciliations… | 15 stars · 17 forks | No one-command install · Source | |
| 3731 | 83.7761 | mcp-server-lightermcp · ai-agents | Exposes Lighter DEX data (volume, points, rank, liquidity, airdrop eligibility) as MCP tools, letting LLM agents query wallet farming stats in natural… | 43 stars · 7 forks | No one-command install · Source | |
| 3732 | 83.7583 | co-reading-kitmcp · other | A low-token human-AI co-reading MCP tool that imports local EPUB/TXT/Markdown books into chunks, enabling AI to read only relevant fragments and write… | 63 stars · 4 forks | No one-command install · Source | |
| 3732 | 83.7583 | cc-web-mcpmcp · back-end | Provides web search and page fetching tools for third-party models (e.g., DeepSeek, Qwen, Kimi) in Claude Code, with configurable search backends… | 63 stars · 4 forks | No one-command install · Source | |
| 3732 | 83.7583 | makabakaxy-mcp2climcp · ai-agents | Converts MCP servers into CLI tools and AI agent skills with 97% token reduction. | 63 stars · 4 forks | No one-command install · Source | |
| 3735 | 83.7560 | spranab-sagamcp · database | SQLite-based project management with hierarchical projects, epics, tasks, subtasks, activity logging, and dashboard analytics. | 37 stars · 9 forks | No one-command install · Source | |
| 3735 | 83.7560 | agent360dk-browsermcp · browser | Real Chrome browser control with CAPTCHA solving and multi-session support. | 37 stars · 9 forks | No one-command install · Source | |
| 3735 | 83.7560 | overpod-mcp-telegrammcp · commsalso listed as overpod-telegram | Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx… | 37 stars · 9 forks | No one-command install · Source | |
| 3735 | 83.7560 | pinkpixel-mindbridgemcp · ai-agents | Bridges multiple LLM providers including OpenAI, Anthropic, Google, DeepSeek, OpenRouter, and Ollama through a unified interface, enabling comparison… | 37 stars · 9 forks | No one-command install · Source | |
| 3735 | 83.7560 | saintdoresh-yfinance-tradermcp · search | Provides real-time stock market data and trading capabilities through yfinance, offering tools for retrieving quotes, company overviews, historical… | 37 stars · 9 forks | No one-command install · Source | |
| 3735 | 83.7560 | geropl-gitmcp · github-vcs | Integrates with Git repositories to enable version control operations and automation, supporting both shell-based commands and the go-git library for… | 37 stars · 9 forks | No one-command install · Source | |
| 3742 | 83.7495 | boweylou-obsidian-enhancedmcp · back-end | Integrates with Obsidian vaults through the Local REST API plugin to provide file operations, search, frontmatter management, Dataview queries, block… | 35 stars · 10 forks | No one-command install · Source | |
| 3742 | 83.7495 | augmented-nature-alphafoldmcp · database | Integrates with DeepMind's AlphaFold Protein Structure Database to retrieve protein structures, analyze confidence scores, and export data for… | 35 stars · 10 forks | No one-command install · Source | |
| 3742 | 83.7495 | xuanwo-opendalmcp · back-end | Integrates with OpenDAL to provide unified access to diverse storage backends, enabling LLMs to read from and write to various storage systems for… | 35 stars · 10 forks | No one-command install · Source | |
| 3745 | 83.7217 | logly-mureomcp · observability | Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md… | 47 stars · 6 forks | No one-command install · Source | |
| 3745 | 83.7217 | ryanmazzolini-godot-gdscript-diagnosticsmcp · back-end | Connects directly to Godot's Language Server Protocol to provide real-time GDScript syntax validation and error detection without requiring a full… | 47 stars · 6 forks | No one-command install · Source | |
| 3745 | 83.7217 | agentskill-mcpmcp · ai-agents | A universal MCP server that enables any MCP-compatible agent to use Anthropic's Claude Agent Skills with progressive disclosure, reducing context… | 47 stars · 6 forks | No one-command install · Source | |
| 3745 | 83.7217 | prisma-mcpmcp · databasealso listed as prisma-mcp-server | Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries). | 47 stars · 6 forks | No one-command install · Source | |
| 3745 | 83.7217 | rag-memorymcp · search | Provides a knowledge graph-enhanced retrieval system that combines vector search with graph-based relationships for persistent memory and contextual… | 47 stars · 6 forks | No one-command install · Source | |
| 3745 | 83.7217 | sunsetcoder-flightradar24mcp · other | Integrates Flightradar24 data to provide real-time flight tracking capabilities. | 47 stars · 6 forks | No one-command install · Source | |
| 3752 | 83.7082 | oh-my-cassettemcp · comms | Chat raw clips into a finished cut. Ingest local media, then drive a persistent multi-turn editing thread on the Cassette agent. | 132 stars · 2 forks | No one-command install · Source | |
| 3753 | 83.6950 | taazkareem-clickupmcp · search | Integrates ClickUp task management with AI systems to enable automated task creation, updates, and retrieval for enhanced project workflow efficiency. | 52 stars · 5 forks | No one-command install · Source | |
| 3753 | 83.6950 | ae-mcpmcp · back-end | Enables MCP clients to drive Adobe After Effects via a Python server and CEP panel, supporting inspection, mutation, preview, checkpoint/revert… | 52 stars · 5 forks | No one-command install · Source | |
| 3753 | 83.6950 | overleaf-mcp-servermcp · back-end | Enables MCP clients to manage Overleaf projects via Git sync, including listing, reading, writing, and syncing files. | 52 stars · 5 forks | No one-command install · Source | |
| 3753 | 83.6950 | deepsrt-youtube-summarizermcp · search | Integrates with DeepSRT's API to generate multi-language video summaries in narrative or bullet-point formats, leveraging content caching and CDN edge… | 52 stars · 5 forks | No one-command install · Source | |
| 3753 | 83.6950 | vanto-beanquerymcp · other | Enables querying and analyzing Beancount ledger files using Beancount Query Language (BQL) for personal finance tracking, expense analysis, and… | 52 stars · 5 forks | No one-command install · Source | |
| 3758 | 83.6554 | stackloklabs-osvmcp · database | Integrates with the Open Source Vulnerabilities (OSV) database to enable querying vulnerabilities by package versions, commits, or IDs for security… | 42 stars · 7 forks | No one-command install · Source | |
| 3758 | 83.6554 | perseusmcp · ai-agentsalso listed as tcconnally-perseus | MCP server with 24 tools for live workspace state resolution. Pre-resolves git status, service health, file queries, memory federation, and… | 42 stars · 7 forks | No one-command install · Source | |
| 3758 | 83.6554 | proximomcp · back-end | Enables management of Proxmox VE infrastructure via its REST API and execution of commands inside LXC containers via SSH, with built-in trust layers… | 42 stars · 7 forks | No one-command install · Source | |
| 3758 | 83.6554 | oevortex-ddg-searchmcp · search | Provides web search capabilities through DuckDuckGo, enabling content retrieval, URL processing, and metadata extraction with customizable filtering… | 42 stars · 7 forks | No one-command install · Source | |
| 3758 | 83.6554 | cocoindex-code-mcp-servermcp · search | A Model Context Protocol (MCP) server that provides a RAG (Retrieval Augmented Generation) tool with hybrid search capabilities combining vector… | 42 stars · 7 forks | No one-command install · Source | |
| 3758 | 83.6554 | soufianetahiri-dnspymcp · search | Enables .NET reverse engineering workflows through the dnSpy and ILSpy ecosystem with type listing, method decompilation, IL inspection, string… | 42 stars · 7 forks | No one-command install · Source | |
| 3758 | 83.6554 | themesberg-flowbitemcp · front-end | Access to 60+ Tailwind CSS UI components and AI-powered theme generation | 42 stars · 7 forks | No one-command install · Source | |
| 3758 | 83.6554 | mingolladaniele-todoist-taskmastermcp · other | Integrates with Todoist task management to retrieve, filter, and display tasks using flexible query options without switching contexts. | 42 stars · 7 forks | No one-command install · Source | |
| 3758 | 83.6554 | nahmanmate-code-researchmcp · search | Integrates with programming resources like Stack Overflow, MDN, GitHub, npm, and PyPI to enable efficient code lookup, documentation retrieval, and… | 42 stars · 7 forks | No one-command install · Source | |
| 3768 | 83.6553 | dweekly-quicken-macmcp · other | Read-only access to Quicken for Mac financial data including transactions, spending, and portfolios. | 39 stars · 8 forks | No one-command install · Source | |
| 3768 | 83.6553 | blender-mcpmcp · front-end | Enables AI-powered control of Blender through natural language, allowing users to create, manipulate, and automate 3D scenes, objects, materials… | 39 stars · 8 forks | No one-command install · Source | |
| 3768 | 83.6553 | arrismo-kaggle-mcpmcp · other | Connects to Kaggle, ability to download and analyze datasets. | 39 stars · 8 forks | No one-command install · Source | |
| 3768 | 83.6553 | vezlo-src-to-kbmcp · ai-agents | Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for… | 39 stars · 8 forks | No one-command install · Source | |
| 3768 | 83.6553 | stass-exif-metadatamcp · other | Extracts and analyzes image metadata offline from JPEG, PNG, TIFF, and HEIC formats, providing tools for reading EXIF, GPS, XMP, and other data… | 39 stars · 8 forks | No one-command install · Source | |
| 3773 | 83.6456 | john-zhang-xero-accountingmcp · back-end | Integrates with Xero Accounting Software to access financial data including accounts, transactions, contacts, invoices, and more through authenticated… | 23 stars · 15 forks | No one-command install · Source | |
| 3773 | 83.6456 | thomaswawra-spotifymcp · back-end | Integrates with Spotify Web API to enable music search, playback control, and playlist management for applications needing music data and content… | 23 stars · 15 forks | No one-command install · Source | |
| 3775 | 83.6315 | pspdfkit-nutrient-document-engine-mcp-servermcp · front-end | Self-hosted MCP server for Nutrient Document Engine. On-premises document processing with natural language control — designed for HIPAA, SOC 2, and… | 62 stars · 4 forks | No one-command install · Source | |
| 3775 | 83.6315 | paiml-ruchymcp · other | Code analysis, scoring, linting, formatting, and transpilation tools for the Ruchy programming language | 62 stars · 4 forks | No one-command install · Source | |
| 3777 | 83.6198 | thoughtspotmcp · auth | OAuth-based analytics data querying from ThoughtSpot instances | 33 stars · 11 forks | No one-command install · Source | |
| 3777 | 83.6198 | enemyrr-mysqlmcp · database | Integrates with MySQL databases to enable secure query execution, schema management, and CRUD operations for structured data access and manipulation | 33 stars · 11 forks | No one-command install · Source | |
| 3777 | 83.6198 | xraywu-pdf-extractionmcp · search | Extracts text and performs OCR on PDF files using Python libraries for tasks like document analysis and content indexing. | 33 stars · 11 forks | No one-command install · Source | |
| 3780 | 83.6135 | evil-mcp-servermcp · back-end | Simulates malicious behaviors and attack vectors for security testing and educational demonstrations. | 31 stars · 13 forks | No one-command install · Source | |
| 3780 | 83.6135 | philflowio-davmcp · ai-agents | AI-orchestrated calendars, contacts, and tasks across any CalDAV/CardDAV platform — 26 field-agnostic tools. | 31 stars · 13 forks | No one-command install · Source | |
| 3782 | 83.6108 | danielkennedy1-pdf-tools-mcpmcp · other | PDF download, view & manipulation utilities. | 32 stars · 12 forks | No one-command install · Source | |
| 3783 | 83.5726 | patsnap-patent-literature-searchmcp · database | Search 200M+ patents and scientific literature in natural language using PatSnap's global R&D intelligence database. | 78 stars · 3 forks | No one-command install · Source | |
| 3784 | 83.5703 | statamic-mcp-servermcp · back-end | Enables AI assistants to manage Statamic CMS content, including blueprints, entries, assets, users, and system operations, through a secure… | 36 stars · 9 forks | No one-command install · Source | |
| 3784 | 83.5703 | claude-session-restorecli · back-end | Efficiently restore context from previous Claude Code sessions by analyzing session files and git history. Features multi-factor data collection… | 36 stars · 9 forks | No one-command install · Source | |
| 3786 | 83.5545 | alphaonedev-ai-memorymcp · ai-agents | Persistent memory for AI agents with semantic, smart, and autonomous retrieval tiers. | 46 stars · 6 forks | No one-command install · Source | |
| 3786 | 83.5545 | lanchuske-local-mcpmcp · other | Native macOS app exposing 82 system-level tools via MCP for AI assistant integration. | 46 stars · 6 forks | No one-command install · Source | |
| 3788 | 83.5433 | gh-qrussell-wemomcp · other | Control WeMo smart home devices — discover, toggle, adjust brightness, and manage HomeKit codes. | 51 stars · 5 forks | No one-command install · Source | |
| 3788 | 83.5433 | node-runner-mcp-servermcp · back-end | Enables running Node.js scripts and npm commands with permission prompts via node-notifier, including server management, script execution with stdin… | 51 stars · 5 forks | No one-command install · Source | |
| 3790 | 83.5422 | linxule-lotus-wisdommcp · otheralso listed as lotus-wisdom | Problem-solving framework inspired by Buddhist philosophy | 34 stars · 10 forks | No one-command install · Source | |
| 3790 | 83.5422 | biothings-mcpmcp · back-endalso listed as longevity-genie-biothings-mcp | Provides a Model Context Protocol server for accessing and querying biomedical data from BioThings services, including gene, variant, chemical, and… | 34 stars · 10 forks | No one-command install · Source | |
| 3790 | 83.5422 | keturiosakys-bluesky-context-servermcp · back-end | Query and analyze data from the decentralized social network. | 34 stars · 10 forks | No one-command install · Source | |
| 3795 | 83.5398 | rblank9-cross-claudemcp · database | Message bus enabling communication between AI instances across platforms through shared channels, threaded conversations, and data exchange with both… | 17 stars · 16 forks | No one-command install · Source | |
| 3796 | 83.5100 | adityaarsharma-librecrawlmcp · back-end | MCP server wrapping LibreCrawl for SEO auditing and web crawling. | 41 stars · 7 forks | No one-command install · Source | |
| 3796 | 83.5100 | boam79-gov-supportmcp · search | Search and manage South Korean government subsidy applications across Bizinfo, K-Startup, and SMEs24 with 12 tools for discovery, eligibility, and… | 41 stars · 7 forks | No one-command install · Source | |
| 3796 | 83.5100 | nahmanmate-better-authmcp · auth | Integrates with Better-Auth to simplify authentication processes. | 41 stars · 7 forks | No one-command install · Source | |
| 3799 | 83.4727 | verygoodplugins-robinhoodmcp · other | Read-only research tools for analyzing Robinhood portfolio data, holdings, and market fundamentals. | 38 stars · 8 forks | No one-command install · Source | |
| 3799 | 83.4727 | oanhduong-token-ninjamcp · ai-agents | MCP server intercepting deterministic shell commands for local execution, bypassing LLM token usage with 765 built-in patterns. | 38 stars · 8 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.