Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4401 | 79.675 | digitalfactorysn-dolibarrmcp · otheralso listed as mcp-dolibarr-expert | Connects to Dolibarr ERP/CRM with 55+ tools for invoicing, accounting, CRM, project management, inventory, quotes, and financial reporting. | 12 stars · 12 forks | No one-command install · Source | |
| 4401 | 79.675 | markvp-lambda-layermcp · back-end | Lightweight AWS Lambda layer for streaming Server-Sent Events (SSE) that simplifies creating Lambda functions with complex transport and protocol… | 12 stars · 12 forks | No one-command install · Source | |
| 4404 | 79.674 | r0madev-lexismcp · back-end | Code-search server using ripgrep and AST symbol extraction to navigate large codebases with 28+ tools, supporting 17+ languages and telecom DSLs with… | 29 stars · 5 forks | No one-command install · Source | |
| 4404 | 79.674 | rishimeka-genesys-memorymcp · ai-agents | AI memory system with causal graphs, multiplicative scoring, and automatic forgetting for AI agents. | 29 stars · 5 forks | No one-command install · Source | |
| 4404 | 79.674 | tokenmizermcp · ai-agents | Graph-based MCP server for persistent AI memory, session checkpointing, context compression, and cross-session context management for LLM… | 29 stars · 5 forks | No one-command install · Source | |
| 4404 | 79.674 | pgtuner-mcpmcp · database | 🗄️ - provides AI-powered PostgreSQL performance tuning capabilities. | 29 stars · 5 forks | No one-command install · Source | |
| 4404 | 79.674 | carlosrodera-fluent-wordpressmcp · back-end | Collection of five servers connecting AI agents to the Fluent WordPress plugin ecosystem. | 29 stars · 5 forks | No one-command install · Source | |
| 4404 | 79.674 | 3gpp-research-guidancemcp · search | Provides intelligent guidance for telecommunications standards research through structured metadata about 3GPP specifications, offering tools for… | 29 stars · 5 forks | No one-command install · Source | |
| 4404 | 79.674 | claude-autoapprove-mcpmcp · back-end | Restarts Claude Desktop with a debug port and injects JavaScript to enable granular control over MCP tool auto-approval, restoring per-chat consent. | 29 stars · 5 forks | No one-command install · Source | |
| 4411 | 79.669 | wolfe-jam-claude-faf-mcpmcp · ai-agents | First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and… | 23 stars · 8 forks | No one-command install · Source | |
| 4411 | 79.669 | olostep-web-scrapingmcp · back-end | Integrates with Olostep's web scraping API to extract webpage content in markdown format, discover website URLs through search queries, and retrieve… | 23 stars · 8 forks | No one-command install · Source | |
| 4411 | 79.669 | afsim-mcp-servermcp · ai-agents | Enables LLMs and AI agents to interact with AFSIM through standardized MCP tools for scenario management, entity/component control, simulation… | 23 stars · 8 forks | No one-command install · Source | |
| 4411 | 79.669 | patchright-mcpmcp · browser | Provides browser automation capabilities using Patchright, enabling LLMs to interact with web pages through structured accessibility snapshots without… | 23 stars · 8 forks | No one-command install · Source | |
| 4411 | 79.669 | undoom-douyin-data-analysismcp · observability | Enables to search, analyze, and export Douyin (TikTok China) video and user data, including interaction metrics, content length, and keyword trends. | 23 stars · 8 forks | No one-command install · Source | |
| 4411 | 79.669 | mattijsdp-dbt-docs-mcpmcp · back-end | MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt… | 23 stars · 8 forks | No one-command install · Source | |
| 4411 | 79.669 | aceternityui-mcpmcp · front-end | An MCP server that enables AI assistants to search, discover, and install Aceternity UI components programmatically. | 23 stars · 8 forks | No one-command install · Source | |
| 4411 | 79.669 | sivan22-jewish-librarymcp · search | Integrates Jewish texts using Tantivy search engine to provide insights, answer questions, and analyze themes from religious Jewish literature. | 23 stars · 8 forks | No one-command install · Source | |
| 4411 | 79.669 | jhirono-microsoft-todomcp · back-end | Integrates with Microsoft Todo through Graph API, enabling natural language task management including viewing lists, creating tasks with due dates… | 23 stars · 8 forks | No one-command install · Source | |
| 4411 | 79.669 | snoglobe-prologmcp · observability | Bridges AI systems with Prolog's logical programming capabilities through tools for executing programs, running time-limited queries, and exploring… | 23 stars · 8 forks | No one-command install · Source | |
| 4411 | 79.669 | higress-api-gatewaymcp · back-end | Enables DevOps teams to manage Higress API gateway configurations through natural language commands with human-in-the-loop validation for sensitive… | 23 stars · 8 forks | No one-command install · Source | |
| 4422 | 79.667 | strom-capital-db2imcp · database | Provides secure read-only access to IBM DB2 for i (AS/400) databases through the JT400 JDBC driver with SQL security validation, rate limiting, and… | 22 stars · 9 forks | No one-command install · Source | |
| 4422 | 79.667 | clio-mcpmcp · paymentsalso listed as oktopeak-clio | Connects Claude to Clio practice management, enabling AI-assisted access to matters, contacts, documents, tasks, and billing with audit logging and… | 22 stars · 9 forks | No one-command install · Source | |
| 4422 | 79.667 | himaratsu-microcmsmcp · other | Integrates with microCMS headless CMS to enable complete content and media management through CRUD operations, draft previews, field filtering, and… | 22 stars · 9 forks | No one-command install · Source | |
| 4422 | 79.667 | alexai-mcp-channel-memorymcp · comms | Stores Discord and Telegram channel messages locally for persistent memory across Claude Code sessions. | 22 stars · 9 forks | No one-command install · Source | |
| 4422 | 79.667 | yosider-cosensemcp · search | Integrates with cosense to enable retrieval and analysis of project pages for knowledge base querying and collaborative document processing. | 22 stars · 9 forks | No one-command install · Source | |
| 4422 | 79.667 | bartwisch-programming-guidelines-managermcp · other | Integrates with development tools to enforce consistent coding standards by managing and serving programming guidelines and rules across projects. | 22 stars · 9 forks | No one-command install · Source | |
| 4429 | 79.623 | agentgatemcp · comms | Human-in-the-loop approval gateway for agent tool calls: agents request, policies decide, humans approve via Slack/Discord/web — with an… | 33 stars · 4 forks | No one-command install · Source | |
| 4429 | 79.623 | contrastcybermcp · ai-agents | Free security intelligence tools for AI agents including CVE lookup, OSINT, threat intel, and code security. | 33 stars · 4 forks | No one-command install · Source | |
| 4429 | 79.623 | unifi-applications-kallistoxmcp · back-end | Exposes UniFi API documentation for Network, Protect, and Site Manager as queryable tools with endpoint search, schema inspection, and code examples. | 33 stars · 4 forks | No one-command install · Source | |
| 4429 | 79.623 | clo3d-mcp-servermcp · back-end | Enables AI assistants to control CLO3D for pattern creation, fabric swapping, simulation, and model export via natural language commands. | 33 stars · 4 forks | No one-command install · Source | |
| 4429 | 79.623 | nurture-tech-unity-editormcp · other | Integrates with Unity game engine to enable automated game development tasks, asset management, and Unity project analysis through direct workflow… | 33 stars · 4 forks | No one-command install · Source | |
| 4429 | 79.623 | ui-layouts-mcpmcp · front-end | Enables AI assistants to search, understand, and retrieve UI components from ui-layouts.com through tools like search, documentation, metadata, and… | 33 stars · 4 forks | No one-command install · Source | |
| 4429 | 79.623 | octagonai-vc-agentsmcp · back-end | Simulate top venture capitalists for realistic deal diligence, negotiation advice, and API-driven insights. The roster includes Reid Hoffman, Josh… | 33 stars · 4 forks | No one-command install · Source | |
| 4436 | 79.617 | conduitmcp · back-end | Integrates with Phabricator and Phorge APIs to enable task management, code review operations, repository access, and project automation through the… | 7 stars · 14 forks | No one-command install · Source | |
| 4436 | 79.617 | crawlab-team-crawlabmcp · browser | Integrates with Crawlab to enable AI-driven web scraping, task automation, and data extraction workflows through spider management, file operations… | 7 stars · 14 forks | No one-command install · Source | |
| 4438 | 79.608 | paiml-rashmcp · other | Rust-to-shell transpiler with formal correctness guarantees | 40 stars · 3 forks | No one-command install · Source | |
| 4438 | 79.608 | cypress-cloudmcp · other | Access Cypress test results and accessibility reports directly in your AI workflow. | 40 stars · 3 forks | No one-command install · Source | |
| 4438 | 79.608 | joshuadavidthomas-django-shellmcp · back-end | Provides a stateful Python shell environment specifically configured for Django development, enabling execution of Django ORM operations, model… | 40 stars · 3 forks | No one-command install · Source | |
| 4441 | 79.601 | sonilo-mcpmcp · back-end | An MCP (Model Context Protocol) server that exposes Sonilo's licensed music and sound-effects API to MCP-compatible clients (Claude Code, Claude… | 53 stars · 2 forks | No one-command install · Source | |
| 4442 | 79.589 | danielcy-coze-openclawmcp · other | Bridges Coze workflow automation with MCP clients for listing, executing, and managing Coze workflows through conversational interfaces. | 97 stars · 1 fork | No one-command install · Source | |
| 4443 | 79.580 | ignfab-geoportailmcp · other | Integrates with French Géoportail services to provide geocoding, altitude lookup, administrative boundaries, cadastral data, and urban planning… | 26 stars · 6 forks | No one-command install · Source | |
| 4443 | 79.580 | phisanti-mcprmcp · ai-agents | Model Context Protocol for R: enables AI agents to participate in interactive live R sessions. | 26 stars · 6 forks | No one-command install · Source | |
| 4443 | 79.580 | joplin-mcpmcp · back-end | Model Context Protocol (MCP) server for Joplin note-taking app, enabling AI to read, search, and modify notes via sandboxed scripts. | 26 stars · 6 forks | No one-command install · Source | |
| 4443 | 79.580 | yelpmcp · back-end | Integrates with Yelp's Fusion AI API to provide business search, detailed information retrieval, and restaurant reservation booking with… | 26 stars · 6 forks | No one-command install · Source | |
| 4443 | 79.580 | seandavi-ontology-lookup-servicemcp · back-end | Integrates with the Ontology Lookup Service API to search biomedical ontology terms, retrieve detailed ontology information, explore term hierarchies… | 26 stars · 6 forks | No one-command install · Source | |
| 4448 | 79.560 | codex-mcp-toolmcp · ai-agentsalso listed as x51xxx-codex-cli-bridge | MCP server connecting Claude/Cursor to Codex CLI, enabling code analysis via @ file references, multi-turn conversations, sandboxed edits, and… | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | web-search-mcp-2mcp · search | Provides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical… | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | gh-yantrikos-yantrikdbmcp · ai-agents | Cognitive memory system providing semantic recall, knowledge graphs, and contradiction detection for agent context management. | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | igmarin-rails-agent-skillsmcp · ai-agents | Curated library of 42 Rails agent skills and 5 workflows enforcing test-driven development practices for AI coding assistants. | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | adonaivera-fiftyonemcp · other | Control FiftyOne computer vision datasets through MCP tools | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | streamnative-pulsar-kafkamcp · devops | Bridges AI systems with Apache Pulsar/Kafka messaging infrastructure, enabling natural language management of topics, subscriptions, schemas, and… | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | pomazanbohdan-memory-mcp-1filemcp · ai-agents | A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based… | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | jakedismo-kuzumemmcp · ai-agents | Provides distributed graph memory storage for coding agents using KuzuDB with structured development workflow states, unified tools for architectural… | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | modelscope-mcp-servermcp · back-end | Enables AI agents and chatbots to access ModelScope's ecosystem of AI resources, including image generation, resource discovery, and more through… | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | fegis-schema-driven-memorymcp · ai-agents | Compile YAML into semantic LLM tools with structured memory and an emergent knowledge graph. | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | lethienhoavn-auto-causal-inferencemcp · database | Automates causal inference analysis on SQLite banking data by using LLM-guided variable classification to generate causal graphs and estimate Average… | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | tailscale-mcp-echomcp · back-end | An identity-aware MCP server that runs inside a Tailscale tailnet, using Tailscale's identity headers to provide user-specific functionality such as… | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | ritvij14-crawl4aimcp · search | Integrates web scraping and crawling capabilities with tools for single-page content extraction, metadata retrieval, and Google search functionality… | 24 stars · 7 forks | No one-command install · Source | |
| 4448 | 79.560 | memory-libsqlmcp · ai-agents | High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL | 24 stars · 7 forks | No one-command install · Source | |
| 4463 | 79.541 | jschuller-servicenowmcp · auth | ServiceNow integration with 18 tools for incidents, CMDB, and update sets with OAuth 2.1 support. | 16 stars · 11 forks | No one-command install · Source | |
| 4463 | 79.541 | gofireflyio-firefly-mcpmcp · other | Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai). | 16 stars · 11 forks | No one-command install · Source | |
| 4463 | 79.541 | pokemon-datamcp · back-end | Provides a bridge to Pokémon data, enabling interaction with comprehensive information about species, abilities, moves, and game mechanics through… | 16 stars · 11 forks | No one-command install · Source | |
| 4463 | 79.541 | aci-labs-ms-fabricmcp · back-end | Integrates with Microsoft Fabric APIs to explore and document data assets including workspaces, lakehouses, warehouses, tables, and semantic models… | 16 stars · 11 forks | No one-command install · Source | |
| 4463 | 79.541 | buryhuang-unipilemcp · comms | Integrates with Unipile to provide unified access to messages across LinkedIn, WhatsApp, Instagram, Messenger, and Telegram, enabling efficient… | 16 stars · 11 forks | No one-command install · Source | |
| 4468 | 79.455 | polymarket-data-by-polymarketscanmcp · observability | Real-time Polymarket analytics for AI agents. Query live prediction market data including whale trades, market odds, trader profiles, and… | 39,483 installs | No commit datelisted | No one-command install · Source |
| 4469 | 79.447 | rms-memory-mcpmcp · ai-agents | Persistent, local, cross-IDE memory for AI agents — markdown source of truth, LanceDB-powered semantic search, zero cloud dependency | 39 stars · 3 forks | No one-command install · Source | |
| 4470 | 79.434 | lars-hagen-slack-usermcp · front-end | Integrates with Slack workspaces to enable user-level interactions like messaging, reactions, and channel management without bot permissions. | 11 stars · 12 forks | No one-command install · Source | |
| 4470 | 79.434 | awx-mcp-servermcp · ai-agentsalso listed as gh-surgex-labs-awx | Industry-standard MCP server for AWX/AAP/Ansible Tower automation, enabling AI agents to manage job templates, launch and monitor jobs, and handle… | 11 stars · 12 forks | No one-command install · Source | |
| 4470 | 79.434 | aallsbury-qb-timemcp · back-end | Integrates with QuickBooks Time API to provide unified access for managing timesheets, users, projects, and generating reports. | 11 stars · 12 forks | No one-command install · Source | |
| 4474 | 79.393 | norikae-mcpmcp · back-end | MCP server for searching Japanese train routes using Yahoo! Transit data, enabling station-to-station route planning with optional via stations, time… | 28 stars · 5 forks | No one-command install · Source | |
| 4474 | 79.393 | hijaz-postmancermcp · back-endalso listed as postmancer | A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections. | 28 stars · 5 forks | No one-command install · Source | |
| 4474 | 79.393 | promptly-structured-thinkingmcp · ai-agents | Structures reasoning processes through defined thought stages, managing a history of thoughts with metadata for transparent, step-by-step problem… | 28 stars · 5 forks | No one-command install · Source | |
| 4478 | 79.391 | enquire-mcpmcp · ai-agents | MCP server that exposes a local Obsidian vault as persistent, searchable memory for AI agents, with hybrid retrieval, reranker, and PDF support. | 32 stars · 4 forks | No one-command install · Source | |
| 4478 | 79.391 | tacosyhorchata-pilotmcp · browser | Fast browser automation for AI agents with persistent Chromium, ref-based interaction, and cookie import. | 32 stars · 4 forks | No one-command install · Source | |
| 4478 | 79.391 | dlhellme-telegrammcp · back-end | Integrates with Telegram channels and groups through web scraping and official API to extract posts, channel information, and perform searches with… | 32 stars · 4 forks | No one-command install · Source | |
| 4481 | 79.377 | alexey-pelykh-lhremotemcp · back-end | Open-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools… | 15 stars · 11 forks | No one-command install · Source | |
| 4481 | 79.377 | kukapay-crypto-news-mcpmcp · ai-agents | An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents. | 15 stars · 11 forks | No one-command install · Source | |
| 4481 | 79.377 | sammcj-snykmcp · github-vcs | Integrates with Snyk CLI to scan GitHub repositories and Snyk projects for security vulnerabilities directly within conversations, enabling developers… | 15 stars · 11 forks | No one-command install · Source | |
| 4484 | 79.365 | pipeworx-gatewaymcp · back-end | Live data for AI agents. 250+ data sources, 900+ tools. Ask questions in plain English with ask_pipeworx — trade flows, SEC filings, drug safety… | 419,019 installs | No commit datelisted | No one-command install · Source |
| 4485 | 79.314 | schema-org-mcpmcp · back-end | MCP server enabling AI assistants to explore schema.org types, generate JSON-LD examples, validate structured data, and navigate the complete ontology… | 21 stars · 9 forks | No one-command install · Source | |
| 4485 | 79.314 | feiskyer-kubernetesmcp · devops | Enables direct Kubernetes cluster management through kubectl command execution, providing a bridge for real-time resource administration within… | 21 stars · 9 forks | No one-command install · Source | |
| 4485 | 79.314 | ws-mcpmcp · back-end | Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz)) | 21 stars · 9 forks | No one-command install · Source | |
| 4485 | 79.314 | vertexstudio-developermcp · ai-agents | Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities | 21 stars · 9 forks | No one-command install · Source | |
| 4485 | 79.314 | regismesquita-a2a-bridgemcp · ai-agents | Bridges Claude Desktop with A2A protocol agents, enabling seamless communication and extending capabilities through agent registration, listing, and… | 21 stars · 9 forks | No one-command install · Source | |
| 4485 | 79.314 | saintdoresh-crypto-tradermcp · back-end | Provides real-time cryptocurrency market data through CoinGecko API for accessing prices, market information, historical charts, search functionality… | 21 stars · 9 forks | No one-command install · Source | |
| 4485 | 79.314 | magnetai-free-usdc-transfer-basemcp · other | Enables feeless USDC transfers on the Base blockchain through Coinbase CDP's MPC wallet integration, providing secure wallet creation and… | 21 stars · 9 forks | No one-command install · Source | |
| 4485 | 79.314 | jacck-ortoolsmcp · observability | Integrates Google's OR-Tools to solve constraint satisfaction and optimization problems for decision-making in logistics and operations research. | 21 stars · 9 forks | No one-command install · Source | |
| 4493 | 79.286 | lunomcp · back-end | Bridges AI systems with the Luno cryptocurrency exchange API for trading operations, market data retrieval, and account management with automatic… | 25 stars · 6 forks | No one-command install · Source | |
| 4493 | 79.286 | you-com-mcp-servermcp · back-endalso listed as youcom | Enables AI agents to perform real-time web search, research, and content extraction using You.com's search infrastructure, with a free tier available. | 25 stars · 6 forks | No one-command install · Source | |
| 4493 | 79.286 | jentic-toolsmcp · back-end | Enables AI assistants to discover and execute external APIs and workflows through a Python SDK that leverages the Open Agentic Knowledge repository… | 25 stars · 6 forks | No one-command install · Source | |
| 4493 | 79.286 | jktfe-servemyapimcp · back-end | A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain. | 25 stars · 6 forks | No one-command install · Source | |
| 4493 | 79.286 | powershell-mcp-servermcp · ai-agents | A comprehensive Model Context Protocol (MCP) server that enables Claude and other LLM applications to execute PowerShell commands, scripts, and… | 25 stars · 6 forks | No one-command install · Source | |
| 4493 | 79.286 | jordandalton-doordash-drivemcp · back-end | Provides a bridge to the DoorDash Drive API for managing delivery services, creating quotes, handling business operations, and store management… | 25 stars · 6 forks | No one-command install · Source | |
| 4493 | 79.286 | secretiveshell-awesome-llms-txtmcp · ai-agents | Integrates with Awesome-llms-txt to enhance conversations by incorporating relevant documentation snippets for improved technical support, code… | 25 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.