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 | 55.529 | modmind-mcp-servermcp · back-end | Provides a local stdio MCP interface that forwards tool calls to an already-running ModMind bridge for Minecraft automation. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | nooonmcp · back-end | A lightweight, read-only MCP server for Notion that enables searching, reading pages, and querying databases with token-efficient output and smart… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | nasa-pds-registry-mcp-servermcp · back-end | Provides access to the NASA Planetary Data System Registry API, enabling human-in-the-loop search and exploration of planetary data products… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | mcp-ollama-pythonmcp · back-end | A Python MCP server that exposes local Ollama models as tools for AI assistants, enabling chat, generation, embeddings, and model management without… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | appstoreconnect-mcpmcp · back-end | MCP server for Apple App Store Connect API, enabling management of apps, subscriptions, pricing, and more from MCP-compatible clients. Features… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | kubeview-mcpmcp · back-end | Read-only MCP server for safe Kubernetes inspection, diagnosis, and debugging. Supports Kubernetes core, Helm, Argo Workflows, and Argo CD. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | codex-from-chatgptmcp · back-end | A personal MCP bridge that lets ChatGPT drive a local Codex CLI, translating instructions into Codex app-server threads and returning compact… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | headhunter-api-mcp-servermcp · back-end | Enables AI assistants to access and manage HeadHunter job platform data, including vacancies, resumes, negotiations, and employer settings via 167+… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | capital-com-public-api-mcp-servermcp · back-end | The Capital.com MCP Server lets your AI assistant talk to your trading account directly. Market data, position checks, trade previews – all in plain… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | org-mcpmcp · back-end | A Python-based MCP server that provides access to local Org mode files, enabling querying and management of org notes, agenda, and TODOs through… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | mcp-email-servermcp · back-end | Enables LLMs to read, send, and manage emails via POP3 and SMTP with TLS support. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | easy-mcp-proxymcp · back-end | Enables aggregation, filtering, transformation, and composition of tools from multiple MCP servers through a single proxy with tool views. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | ibm-mdm-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides AI assistants with seamless access to IBM Master Data Management (MDM) services through… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | cmeans-clipboardmcp · back-end | System clipboard MCP server for reading and writing tables, text, code, JSON, URLs, and images. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | bilibili-mcp-server-2mcp · back-end | Bilibili MCP server enabling video search, comment management, danmaku, user info, dynamics, live streaming analysis, and more via 31 tools. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | glassbead-tc-audiusmcp · back-end | Integrates with Audius music platform API, enabling user searches, track streaming, and playlist management for music discovery and artist analytics. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | scopeblind-verify-mcpmcp · back-end | Offline verification of signed artifacts -- receipts, manifests, audit bundles. Ed25519 + JCS. No accounts, no API calls. Apache-2.0. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | coding-agent-mcp-servermcp · back-end | Provides coding agent capabilities including file operations, terminal commands, search functionality, and utility operations. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | uk-law-mcp-servermcp · back-end | Query 3,241 UK statutes directly from Claude, Cursor, or any MCP-compatible client. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | knowbe4-mcp-servermcp · back-end | Enables AI assistants to interact with KnowBe4 security awareness training data via the KnowBe4 Reporting REST API. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | sjs-neos-mcpmcp · back-end | Core MCP server implementation for Neos CMS 9.x, enabling interaction with Neos sites through tools and resources. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | sap-s-4hana-mcp-servermcp · back-end | Enables interaction with SAP S/4HANA systems via OData, allowing service discovery, metadata exploration, field value retrieval, and CRUD operations… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | helixirmcp · back-end | MCP server that provides AI agents with accurate, hallucination-free access to web component APIs by reading the library's Custom Elements Manifest. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | mcp-server-usddmcp · back-end | Enables management of USDD protocol vaults, PSM swaps, savings, and token transfers across TRON, Ethereum, and BSC, plus protocol analytics and… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | b-nnett-codex-plusplusmcp · back-end | Kanban-style issue tracking MCP server with Linear sync support for per-project task management. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | agent-commmcp · back-end | MCP server that enables AI coding agents to communicate, share state, and coordinate work in real time via MCP tools or REST API. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | varaprasadreddy9676-remotebridgemcp · back-end | Bridges AI coding tools with remote servers via SSH sync, command execution, and log feedback. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | razemcp · back-end | Raze is an MCP server that integrates with AI assistants to analyze, validate, and prove smart contract security issues using deterministic Foundry… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | jq-docs-mcpmcp · back-end | MCP server that provides AI with documentation for 221 JointQuant API functions and 2,479 data table fields, enabling accurate code generation without… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | centry-digital-bukku-mcpmcp · back-end | MCP server enabling AI assistants to manage invoices, contacts, products, and other accounting data through the Bukku API. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | mistmind-mcp-servermcp · back-end | Enables LLMs to interact with the Juniper Mist API via a dynamic index and sandboxed code execution, allowing search and execution of all 1,011… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | pavelpiha-specrunmcp · back-end | Converts OpenAPI specifications into callable tools for querying API endpoints. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | mcp-obsidian-ekmcp · back-end | MCP server providing tools to interact with Obsidian via the Local REST API community plugin. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | odooforge-mcp-servermcp · back-end | Enables AI assistants to fully control and manage Odoo 18 ERP instances through 79 tools, including configuration, data operations, reporting, and… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | apple-reminders-mcp-servermcp · back-end | Enables AI assistants to manage Apple Reminders lists and reminders on macOS, including creating, updating, completing, and deleting reminders. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | netmiko-mcp-servermcp · back-end | Enables management of network devices via SSH using Netmiko, supporting command execution, configuration management, and concurrent operations across… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | diffpilotmcp · back-end | A local AI code review MCP server that provides tools for pre-PR review, diff analysis, secret scanning, and commit message generation, all running… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | n-lia-montewalkmcp · back-end | Integrates with financial markets through yfinance, Alpaca paper trading, and CoinGecko APIs to provide market data analysis, portfolio optimization… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | trading212-mcp-servermcp · back-end | Enables AI agents to manage Trading212 brokerage accounts, including portfolio analysis, order placement (demo mode), and investment pie management. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | android-forensics-adb-mcp-servermcp · back-end | Enables forensic investigators to acquire data from Android devices via ADB, including device backup, artifact collection, and secure command… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | redalert-mcp-servermcp · back-end | An intelligent game assistant for Red Alert, based on LangGraph and MCP, providing asynchronous architecture and multimodal AI control for game… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | salesforce-mcp-2mcp · back-end | An MCP server that provides comprehensive access to Salesforce Tooling API for metadata management, SOQL queries, code analysis, and debugging through… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | office365-mcp-servermcp · back-end | Provides 45 tools for managing Office 365 via Microsoft Graph API, enabling email, calendar, file, contact, Teams, and task operations through natural… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | poll-the-people-customgpt-mcpmcp · back-end | An MCP server for accessing all of CustomGPT.ai's anti-hallucination RAG-as-a-service API endpoints. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | rss-reader-mcpmcp · back-end | An MCP server for RSS feed aggregation and article content extraction, allowing users to subscribe to feeds and extract full article content as… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | mcp-vulnerability-scannermcp · back-end | Enables scanning IP addresses for vulnerabilities using Nmap and API-based checks, supporting both single and batch scans with detailed reports. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | nextcloud-mcp-servermcp · back-end | Enables AI agents to perform file operations and sharing management on NextCloud servers via the Model Context Protocol. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | aerodrome-finance-mcp-servermcp · back-end | Enables AI assistants to perform Aerodrome Finance DEX operations on Base chain, including token swaps, liquidity management, and market analysis… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | lunar-calendar-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for Chinese traditional calendar functions, including BaZi calculation, calendar conversion, Huangli query… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | camunda-engine-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that enables AI assistants to interact with Camunda Platform workflow engine. Provides 21 specialized tools for… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | spoonacular-mcpmcp · back-end | Enables AI assistants to search for recipes, get nutritional information, find ingredients, and more through the Spoonacular Food API using natural… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | processon-mcp-server-processonmcp · back-end | Converts structured Markdown into ProcessOn mind maps via API, enabling AI agents and tools to create mind maps programmatically. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | usda-nutrition-mcp-servermcp · back-end | Provides access to USDA FoodData Central database, enabling food search, nutrition details, and comparison for dietary analysis via MCP. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | math-mcp-servermcp · back-end | A Python-based MCP server providing mathematical computation tools and plotting utilities for a wide range of math topics including calculus, matrix… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | motion-mcp-servermcp · back-end | An open-source MCP server enabling AI assistants to interact with the Motion API for intelligent task and project management. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | mcp-server-salesforcemcp · back-end | Provides AI agents with secure access to Salesforce data and operations, enabling natural language interaction with CRM for sales, marketing, and… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | pottekkat-dicedbmcp · back-end | Enables AI applications to interact with DiceDB database servers for key-value operations without requiring direct database credentials or connection… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | rss-mcp-servermcp · back-end | Enables RSS feed management using the Fever API, supporting retrieval of feeds, groups, and items with read/save actions. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | danielmackay-heromcp · back-end | Provides a .NET-based superhero team management API for creating and managing heroes with various superpowers, forming teams, and executing missions… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | bbangjooo-installermcp · back-end | Streamlines MCP server discovery and installation by integrating with the Smithery registry to search available servers, collect configuration… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | whatsapp-business-api-mcp-servermcp · back-end | Enables sending messages, managing templates, uploading media, and configuring webhooks for WhatsApp Business via the MCP protocol. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | sanxfxteam-gemini-image-generatormcp · back-end | Provides image generation capabilities through Google's Gemini 2 API, enabling text-to-image creation with configurable parameters like aspect ratio… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | mcp-server-with-docker-redis-and-timescaledbmcp · back-end | A FastAPI-based MCP server orchestrated with Docker Compose, integrating Redis caching and TimescaleDB for time-series data management. | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | manolaz-amoca-solanamcp · back-end | Integrates with the Solana blockchain to enable wallet management, token trading, portfolio analysis, and NFT operations through Helius API and… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | quantgeekdev-filesystemmcp · back-end | Provides a robust filesystem server enabling precise file system interactions like reading, writing, creating directories, moving files, and… | 5 stars · 2 forks | No one-command install · Source | |
| 3701 | 55.529 | sheshiyer-deepseekmcp · back-end | Integrates with the DeepSeek API to provide code generation, completion, and optimization across multiple languages using tool chaining and caching… | 5 stars · 2 forks | No one-command install · Source | |
| 3767 | 55.510 | mcppediamcp · back-end | Search, evaluate, and compare 17,000+ MCP servers from the [MCPpedia](https://mcppedia.org) catalog. Every server is scored on **security… | 3,642 installs | No commit datelisted | No one-command install · Source |
| 3768 | 55.256 | flask-toolsmcp · back-end | Provides a collection of MCP servers for computational chemistry tasks including molecular generation and retrosynthesis. Also offers property… | 6 forks | No one-command install · Source | |
| 3768 | 55.256 | deco-site-loadersmcp · back-end | Transforms Deco site loaders into dynamic tools by extracting schemas from metadata, enabling seamless discovery and invocation of website… | 6 forks | No one-command install · Source | |
| 3768 | 55.256 | tdx-mcpmcp · back-end | 基于通达信行情服务器的 MCP Server，为 AI 助手提供实时 A 股、期货、港股等行情数据及技术指标。 | 6 forks | No one-command install · Source | |
| 3768 | 55.256 | opnsense-mcp-servermcp · back-end | Enables natural language management of OPNsense firewalls through AI clients, providing tools for firewall rules, system health, VPN monitoring, and… | 6 forks | No one-command install · Source | |
| 3768 | 55.256 | toolhouse-mcp-servermcp · back-end | Enables MCP clients to access and use a vast library of tools from Toolhouse for enhanced AI capabilities. | 6 forks | No one-command install · Source | |
| 3773 | 55.207 | mind-mcp-servermcp · back-end | Enables AI agents to persist and retrieve memories via a personal knowledge graph, with tools for emotional intelligence, CRM, life management, social… | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | gx3-mcp-servermcp · back-end | Provides read-only analysis of Mitsubishi GX Works3 PLC projects via MCP, enabling device tracing, cross-referencing, ladder inspection, linting, and… | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | kurigram-mcpmcp · back-end | MCP server to debug Telegram bots by controlling your Telegram user session over MTProto. It enables sending messages, reading chats, handling… | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | mc8ypmcp · back-end | An MCP server that gives AI agents access to the full Cumulocity API surface through a compact code-mode interface. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | ai-divination-mcpmcp · back-end | MCP server for ai-divination-skills that provides tools for tarot draws, I Ching casts, Xiao Liu Ren casts, and Bazi chart generation, returning… | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | lain-mcpmcp · back-endalso listed as spuentesp-lain | A persistent code-intelligence MCP server that builds a queryable knowledge graph of your codebase, enabling AI assistants to perform cross-file… | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | s-b-e-n-s-o-n-portkey-admin-mcpmcp · back-end | MCP server for the Portkey AI Gateway Admin API — 150 tools for prompts, configs, analytics, keys, guardrails, integrations, and more. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | sumo-qamcp · back-end | An MCP server that brings senior-QA discipline to AI coding assistants, enabling test planning, TDD, mutation testing, and code review. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | infomaniak-calendar-mcp-servermcp · back-end | Enables calendar management via Infomaniak's API, allowing users to list calendars, search events, and create events. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | vugola-mcp-servermcp · back-end | Enables AI agents to clip videos, check credits, and schedule social media posts on Vugola, the AI video clipping platform. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | cyanheads-eur-lex-mcp-servermcp · back-end | Search EU legislation, CJEU case law, and treaties; traverse the CELLAR relationship graph; resolve EuroVoc concepts via MCP. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | garoon-mcp-servermcp · back-end | Official local MCP server for Garoon, enabling AI assistants to interact with the Garoon groupware platform through tools like schedule retrieval and… | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | antonpogrebenko-rftoolsmcp · back-end | Provides 203 RF and electronics calculators plus 13 server-side simulation tools from rftools.io for engineering calculations and analysis. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | dkships-substack-publishermcp · back-end | Queries Substack post analytics, subscriber counts, and publication data through the official Publisher API. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | zillapi-zillow-property-datamcp · back-end | REST API and MCP server for Zillow property data: Zestimates, rent estimates, tax records, listing search, price history, photos, and 300+ fields. 4… | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | 40ants-lisp-devmcp · back-end | Provides direct access to a running Common Lisp image for evaluating arbitrary Lisp expressions, returning multiple values, output streams, and… | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | safe-ssh-mcpmcp · back-end | A secure SSH MCP server that enables execution of read-only diagnostic commands over SSH, preventing modifications to remote systems. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | sally-skillsmcp · back-end | Plug Sally AI into your agent. The clinical-grade health intelligence behind A1C Insights, Sally AI, now exposed as an MCP endpoint and REST API to… | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | aseprite-mcp-servermcp · back-end | Enables AI to create pixel art in Aseprite through pixel-level drawing primitives, read canvas screenshots, and iterate until satisfied. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | pineforge-codegenmcp · back-end | Backtest PineScript v6 strategies locally from your AI agent: transpiles Pine to C++ and runs it on the deterministic, TradingView-validated PineForge… | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | ansys-mcp-servermcp · back-end | Enables natural language-driven ANSYS simulations (Fluent, Mechanical, Geometry) with automatic TUI script generation for reproducibility. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | dbatools-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for the dbatools PowerShell module. Exposes dbatools commands as MCP tools so AI assistants can discover… | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | mcp-statcanmcp · back-end | Access Statistics Canada data via the Web Data Services API. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | severity1-akahumcp · back-end | Unofficial MCP server for the Akahu New Zealand open-finance API, providing 14 tools for accounts, transactions, and identity with read-only defaults. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | mrsknetwork-youtubemcp · back-end | Search YouTube, extract video transcripts, and retrieve metadata, comments, and captions via YouTube Data API v3. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | shared-url-mcpmcp · back-end | An MCP server with one job: read a shared AI conversation link and write the whole thing to Markdown. | 6 stars · 1 fork | No one-command install · Source | |
| 3773 | 55.207 | amarisaster-discord-cloudmcp · back-end | Discord bot automation server deployed on Cloudflare Workers that provides complete Discord API access through 20+ tools for server management… | 6 stars · 1 fork | 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.