Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4001 | 61.936 | capskip-mcpmcp · ai-agents | An MCP server that lets AI agents solve reCAPTCHA, Cloudflare Turnstile, GeeTest, and image captchas via the local CapSkip solver. It enables… | 3 stars · 5 forks | No one-command install · Source | |
| 4002 | 61.941 | abhichandra21-promptheusmcp · ai-agents | Prompt refinement with adaptive questioning and multi-provider LLM support | 17 stars | No one-command install · Source | |
| 4003 | 62.056 | mcp-agent-proxymcp · ai-agents | An MCP server that acts as a proxy to connect MCP clients to agent frameworks like Mastra and LangGraph, enabling agent discovery, dynamic server… | 10 stars · 1 fork | No one-command install · Source | |
| 4004 | 62.056 | x32dbg-mcp-servermcp · ai-agents | Connects the x32dbg debugger to Claude AI through the Model Context Protocol, enabling natural language control of 48+ debugging operations such as… | 10 stars · 1 fork | No one-command install · Source | |
| 4005 | 62.056 | dbgprobe-mcp-servermcp · ai-agents | Stateful MCP server for driving debug probes (J-Link) to flash, debug, and inspect embedded targets. Enables AI agents to perform flash, memory… | 10 stars · 1 fork | No one-command install · Source | |
| 4006 | 62.056 | salome-mcpmcp · ai-agents | MCP server for SALOME that enables agents to create and manipulate CAD geometries and meshes, including primitive creation, boolean operations, and… | 10 stars · 1 fork | No one-command install · Source | |
| 4007 | 62.056 | token-scoutmcp · ai-agents | Discovers LLM models in real time from cloud providers and local Ollama instances, returning compatibility profiles and live pricing so AI agents can… | 10 stars · 1 fork | No one-command install · Source | |
| 4008 | 62.056 | vellemmcp · ai-agents | Native macOS notes app with a bundled MCP server providing 14 tools for AI agents to persist notes, todos, and logs locally. | 10 stars · 1 fork | No one-command install · Source | |
| 4009 | 62.056 | nodeblue-ignition-scadamcp · ai-agents | Connect AI agents to Ignition SCADA projects for live tag read/write, perspective views, alarms, scripts, and historical data. | 10 stars · 1 fork | No one-command install · Source | |
| 4010 | 62.056 | ignition-mcp-servermcp · ai-agents | The first AI-powered development tool for Ignition SCADA — an MCP server that lets any AI agent read, understand, and interact with your Ignition… | 10 stars · 1 fork | No one-command install · Source | |
| 4011 | 62.056 | gramps-web-mcpmcp · ai-agents | MCP server for Gramps Web. Gives AI agents structured, tool-based access to family trees through the Model Context Protocol. Built with .NET 8. | 10 stars · 1 fork | No one-command install · Source | |
| 4012 | 62.056 | renovate-mcpmcp · ai-agents | An MCP server for interactively reading, validating, previewing, and saving Renovate configurations with LLM assistance. | 10 stars · 1 fork | No one-command install · Source | |
| 4013 | 62.056 | nauromcp · ai-agents | The decision system for agentic engineering: keeps your project's decisions, rationale, and rejected paths in plain files and surfaces them to AI… | 10 stars · 1 fork | No one-command install · Source | |
| 4014 | 62.056 | claude-code-delegate-localmcp · ai-agents | MCP server that delegates Claude Code subagents to alternative backends such as local models, DeepSeek, or AWS Bedrock, while keeping your Claude Code… | 10 stars · 1 fork | No one-command install · Source | |
| 4015 | 62.056 | mcp-listenmcp · ai-agents | Give your AI agents the ability to listen. Microphone capture and speech-to-text tools for MCP-compatible agents. | 10 stars · 1 fork | No one-command install · Source | |
| 4016 | 62.056 | analyticsinmotion-listenmcp · ai-agents | Microphone capture and speech-to-text MCP server using whisper.cpp for STT and Ollama for local LLM processing. | 10 stars · 1 fork | No one-command install · Source | |
| 4017 | 62.056 | exomemmcp · ai-agents | Durable memory with sources, proof, history, and review for MCP-capable agents. It turns a Markdown/Obsidian vault into a local knowledge substrate… | 10 stars · 1 fork | No one-command install · Source | |
| 4018 | 62.084 | voice-status-report-mcp-servermcp · ai-agents | Enables LLMs to provide voice status updates via OpenAI TTS, ideal for background task progress reports. | 8 stars · 2 forks | No one-command install · Source | |
| 4019 | 62.084 | mingforpc-doubaomcp · ai-agents | Integrates with ByteDance's Doubao AI model to generate images from text prompts with customizable sizing and watermarking options, plus image… | 8 stars · 2 forks | No one-command install · Source | |
| 4020 | 62.084 | elasticsearch-memory-mcpmcp · ai-agents | Provides persistent, intelligent memory using Elasticsearch with hierarchical categorization and semantic search for LLM contexts. | 8 stars · 2 forks | No one-command install · Source | |
| 4021 | 62.084 | elevenlabs-agents-mcp-appmcp · ai-agents | Enables creating and managing ElevenLabs conversational AI agents with an interactive UI, voice selection, and configuration of agent behavior. | 8 stars · 2 forks | No one-command install · Source | |
| 4022 | 62.084 | owa-exchange-mcp-servermcp · ai-agents | MCP server for any Microsoft Exchange / OWA deployment. Gives LLM agents access to email, calendar, directory search, folders, availability, and… | 8 stars · 2 forks | No one-command install · Source | |
| 4023 | 62.084 | ofershap-cursor-usagemcp · ai-agents | Enterprise AI coding usage analytics — track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server | 8 stars · 2 forks | No one-command install · Source | |
| 4024 | 62.084 | cortex-memorymcp · ai-agents | Captures project memory automatically across AI coding sessions, injecting relevant context into CLAUDE.md for zero-context-loss sessions. | 8 stars · 2 forks | No one-command install · Source | |
| 4025 | 62.084 | beach-mcp-memorymcp · ai-agents | Long-term memory system for AI coding agents on Cloudflare Workers with OAuth 2.1 and 7 memory management tools. | 8 stars · 2 forks | No one-command install · Source | |
| 4026 | 62.084 | gh-neptun2000-heor-agentmcp · ai-agents | Automates health economics and outcomes research including cost-effectiveness modeling and HTA dossier preparation. | 8 stars · 2 forks | No one-command install · Source | |
| 4027 | 62.084 | rocq-pilermcp · ai-agents | MCP server that bridges LLMs with the Rocq (Coq) proof assistant via LSP, enabling interactive theorem proving with AI. | 8 stars · 2 forks | No one-command install · Source | |
| 4028 | 62.084 | brainstormmcp · ai-agents | Enables AI agents to communicate, coordinate, and collaborate on complex tasks through a local MCP server. | 8 stars · 2 forks | No one-command install · Source | |
| 4029 | 62.084 | mindpmmcp · ai-agents | MCP server providing persistent project memory via SQLite, tracking tasks, decisions, notes, sessions, and context. Includes a Kanban board and… | 8 stars · 2 forks | No one-command install · Source | |
| 4030 | 62.084 | fireball1725-pcexpress-mcp-servermcp · ai-agents | Control your grocery cart with AI! This MCP server enables LLMs (like Claude) to search past orders, find products, and manage your shopping cart… | 8 stars · 2 forks | No one-command install · Source | |
| 4031 | 62.084 | tinycontextmcp · ai-agents | TinyContext provides a local, token-efficient memory layer for AI agents. It enables saving and recalling memories via MCP tools, using hybrid BM25… | 8 stars · 2 forks | No one-command install · Source | |
| 4032 | 62.084 | dwg-mcp-servermcp · ai-agents | An MCP server for read-only inspection of AutoCAD DWG files, enabling AI agents to open drawings, query objects by handle or filter, and explore… | 8 stars · 2 forks | No one-command install · Source | |
| 4033 | 62.084 | live-memorymcp · ai-agents | MCP server providing shared working memory for collaborative AI agents, with real-time notes and LLM-consolidated structured memory bank. | 8 stars · 2 forks | No one-command install · Source | |
| 4034 | 62.084 | narekmalk-safedbmcp · ai-agents | Secure MCP server for AI agent database querying with read-only guardrails and PII masking. | 8 stars · 2 forks | No one-command install · Source | |
| 4035 | 62.084 | gnews-agentmcp · ai-agents | A persistent news intelligence MCP server that enables AI agents to fetch, store, deduplicate, embed, and semantically query news from Google News… | 8 stars · 2 forks | No one-command install · Source | |
| 4036 | 62.084 | kyanitelabs-epochmcp · ai-agents | Time estimation toolkit for AI agents using PERT, COCOMO II, Monte Carlo, and critical path methods. | 8 stars · 2 forks | No one-command install · Source | |
| 4037 | 62.084 | epochmcp · ai-agents | Time estimation MCP server for AI agents. It provides PERT, COCOMO II, Monte Carlo simulation, sprint forecasting, token-to-time and cost mapping, and… | 8 stars · 2 forks | No one-command install · Source | |
| 4038 | 62.084 | meigen-ai-design-mcpmcp · ai-agents | A local MCP server for AI image generation using ComfyUI, Claude Code, and OpenClaw, with a built-in library of over 1,300 prompts for private, fast… | 8 stars · 2 forks | No one-command install · Source | |
| 4039 | 62.143 | samwang0723-memory-graphmcp · ai-agents | Provides long-term memory storage for LLM conversations using Redis Graph, enabling persistent knowledge graphs for maintaining context across… | 7 stars · 3 forks | No one-command install · Source | |
| 4040 | 62.143 | whataboutyou-ai-eunomiamcp · ai-agents | Integrates with the Eunomia framework for a simple way to orchestrate data governance policies like PII detection or user access control | 7 stars · 3 forks | No one-command install · Source | |
| 4041 | 62.143 | capobianco-chatgptmcp · ai-agents | Integrates with OpenAI's GPT-4o model to provide text analysis, summarization, and generation capabilities through a simple API for scenarios… | 7 stars · 3 forks | No one-command install · Source | |
| 4042 | 62.143 | dust-mcp-servermcp · ai-agents | A Model Context Protocol (MCP) server for Dust.tt agents, designed for seamless integration with Claude Desktop via STDIO. Provides robust agent… | 7 stars · 3 forks | No one-command install · Source | |
| 4043 | 62.143 | mcp-gui-servermcp · ai-agents | A modern MCP server that provides interactive graphical user interface, terminal command execution, and AI-powered prompt enhancement for… | 7 stars · 3 forks | No one-command install · Source | |
| 4044 | 62.143 | agentqmcp · ai-agents | Autonomous AI testing platform for web and mobile test case management with self-healing capabilities. | 7 stars · 3 forks | No one-command install · Source | |
| 4045 | 62.143 | athena-protocol-mcp-servermcp · ai-agents | An intelligent MCP server that acts as an AI tech lead for coding agents, providing expert validation, impact analysis, and strategic guidance before… | 7 stars · 3 forks | No one-command install · Source | |
| 4046 | 62.143 | athena-protocolmcp · ai-agents | AI tech lead for coding agents with validation and impact analysis | 7 stars · 3 forks | No one-command install · Source | |
| 4047 | 62.143 | eywa-mcpmcp · ai-agents | Provides cross-session memory for Claude Code by extracting structured handoffs at session end and retrieving relevant past context at session start. | 7 stars · 3 forks | No one-command install · Source | |
| 4048 | 62.143 | bossx429-agent-farmmcp · ai-agents | Parallel AI task execution system that spawns specialized AI agents with distinct roles to execute tasks concurrently. | 7 stars · 3 forks | No one-command install · Source | |
| 4049 | 62.143 | jignesh-ponamwar-skillsmcp · ai-agents | Self-hostable MCP server providing a semantically-searchable agent skills registry with progressive disclosure and security scanning. | 7 stars · 3 forks | No one-command install · Source | |
| 4050 | 62.143 | cairn-mcp-servermcp · ai-agents | A self-hosted persistent memory platform for AI agents and humans offering tools for memory storage, search, beliefs, work management, and code… | 7 stars · 3 forks | No one-command install · Source | |
| 4051 | 62.143 | haivemind-mcp-servermcp · ai-agents | Enables AI agents to share knowledge, coordinate tasks, and maintain persistent memory across distributed infrastructure with secure vaults and 130+… | 7 stars · 3 forks | No one-command install · Source | |
| 4052 | 62.143 | gold-mcpmcp · ai-agents | An MCP server that brings public gold (XAUUSD) market data into Claude, ChatGPT, and other MCP clients. Free tier includes 13 tools for price, OHLCV… | 7 stars · 3 forks | No one-command install · Source | |
| 4053 | 62.143 | cogmemaimcp · ai-agents | Persistent encrypted cloud memory for AI coding assistants. | 7 stars · 3 forks | No one-command install · Source | |
| 4054 | 62.143 | luciusmcp · ai-agents | An MCP server for Allure TestOps that enables AI agents to manage test cases, defects, test plans, and other test management entities with clear… | 7 stars · 3 forks | No one-command install · Source | |
| 4055 | 62.143 | jaz-aimcp · ai-agents | The complete agent surface for Jaz accounting, providing 284 MCP tools and domain knowledge for AI agents to handle accounting tasks. | 7 stars · 3 forks | No one-command install · Source | |
| 4056 | 62.143 | genome-mcp-servermcp · ai-agents | A local, offline memory server for AI agents that stores and retrieves memories without LLM calls, enabling persistent cross-session memory with… | 7 stars · 3 forks | No one-command install · Source | |
| 4057 | 62.143 | archsmith-mcp-servermcp · ai-agents | MCP server that exposes ArchSmith's diagram rendering and validation as tools, along with schema and registry resources, enabling AI agents to… | 7 stars · 3 forks | No one-command install · Source | |
| 4058 | 62.222 | exchange-mcpmcp · ai-agents | Live currency exchange rates from the European Central Bank. 33 currencies. Real-time data updated daily. x402 native — no signup, no API key… | 3,542 installs | No commit datelisted | No one-command install · Source |
| 4059 | 62.495 | zundamonnovrchat-unity-ollamamcp · ai-agents | Integrates Unity Editor with local LLMs through Ollama, enabling natural language control of game objects, scripts, materials, and scenes for… | 18 stars | No commit datelisted | No one-command install · Source |
| 4060 | 62.495 | foundersosmcp · ai-agents | Give your AI the full context of how your business runs: CRM, finances, tasks, and memory in one self-hosted MCP server." Short + long descriptions… | 18 stars | No one-command install · Source | |
| 4061 | 62.857 | speclock-ai-constraint-enginemcp · ai-agents | AI Constraint Engine with AI Patch Firewall. 42 MCP tools. Patch Gateway (ALLOW/WARN/BLOCK verdicts), diff-native review (10 scored signals, hard… | 3,558 installs | No commit datelisted | No one-command install · Source |
| 4062 | 63.018 | mcp-servermcp · ai-agents | An MCP server that provides weather and time tools, enabling users to get current time, weather alerts, and forecasts through natural language with… | 10 forks | No one-command install · Source | |
| 4063 | 63.036 | openskillmcp · ai-agents | An MCP server that makes Anthropic Skills universally accessible across coding agents, enabling sandboxed execution of skills in Docker containers… | 19 stars | No one-command install · Source | |
| 4064 | 63.036 | dengls24-annotamcp · ai-agents | AI-powered paper annotation MCP server. Reads papers, highlights key findings with semantic color coding, explains formulas, and writes structured… | 19 stars | No one-command install · Source | |
| 4065 | 63.036 | shannon-provermcp · ai-agents | A server that connects LLM agents to the EasyCrypt proof assistant for writing machine-checked cryptographic proofs, providing a structured panel and… | 19 stars | No one-command install · Source | |
| 4066 | 63.150 | christian-bonzelet-promptzmcp · ai-agents | Provides a bridge to the promptz.dev platform, enabling direct access and seamless integration of prompts into developer workflows without manual… | 4 stars · 5 forks | No one-command install · Source | |
| 4067 | 63.150 | twitter-readmcp · ai-agents | An MCP server for reading Twitter/X engagement data and metrics, enabling AI agents to measure tweet performance, track mentions, analyze replies, and… | 4 stars · 5 forks | No one-command install · Source | |
| 4068 | 63.150 | openemt-mcp-servermcp · ai-agents | MCP server for the OpenEMT electromagnetic transient simulator, enabling AI agents to enumerate the physics catalog, build circuits, solve power flow… | 4 stars · 5 forks | No one-command install · Source | |
| 4069 | 63.150 | datacoremcp · ai-agents | AI second-brain engine: GTD, knowledge graph, and engram memory over MCP. | 4 stars · 5 forks | No one-command install · Source | |
| 4070 | 63.192 | hide-org-hidemcp · ai-agents | Integrates Hide's capabilities to enable agentic work on code in a headless environment. | 11 stars · 1 fork | No one-command install · Source | |
| 4071 | 63.192 | crisschan-repo2llmmcp · ai-agents | Transform code repositories into LLM-friendly formats. | 11 stars · 1 fork | No one-command install · Source | |
| 4072 | 63.192 | t3ta-memory-bankmcp · ai-agents | Provides a structured document management system with tagging capabilities for organizing and retrieving information across global and branch-specific… | 11 stars · 1 fork | No one-command install · Source | |
| 4073 | 63.192 | rikarazome-prolog-reasonermcp · ai-agents | SWI-Prolog execution for LLMs to delegate combinatorial reasoning and constraint satisfaction problems. | 11 stars · 1 fork | No one-command install · Source | |
| 4074 | 63.192 | cavinooo-claude-findmcp · ai-agents | Retrieves deep memory from past Claude Code sessions for use in current conversations. | 11 stars · 1 fork | No one-command install · Source | |
| 4075 | 63.192 | robocop-mcpmcp · ai-agents | MCP server that helps resolve Robocop static code analysis errors and warnings via LLM, providing tools to get reports and run format. | 11 stars · 1 fork | No one-command install · Source | |
| 4076 | 63.192 | codex-chatgpt-bridgemcp · ai-agents | Local MCP bridge enabling ChatGPT web to access approved local files and execute tasks via local Codex. | 11 stars · 1 fork | No one-command install · Source | |
| 4077 | 63.192 | pinchworkmcp · ai-agents | Agent-to-agent task marketplace with credits-based economy for delegating and picking up work. | 11 stars · 1 fork | No one-command install · Source | |
| 4078 | 63.192 | engramsmcp · ai-agents | Gives AI assistants persistent, queryable project memory for decisions, patterns, and rules, reducing the need to re-explain context in every prompt. | 11 stars · 1 fork | No one-command install · Source | |
| 4079 | 63.192 | tdpilotmcp · ai-agents | An MCP server for TouchDesigner that lets AI agents inspect, build, wire, optimize, and stabilize live TD networks with 106 tools, plus a technique… | 11 stars · 1 fork | No one-command install · Source | |
| 4080 | 63.192 | devtime-mcp-servermcp · ai-agents | Local-first evidence-backed repository memory for coding agents, providing read-only tools to list concepts, explain them, get governed context packs… | 11 stars · 1 fork | No one-command install · Source | |
| 4081 | 63.192 | open-webui-knowledge-mcp-servermcp · ai-agents | MCP server for Open WebUI Knowledge Bases – search and access your knowledge bases from Cursor, Claude Desktop, and other MCP clients. | 11 stars · 1 fork | No one-command install · Source | |
| 4082 | 63.192 | asohawkmcp · ai-agents | MCP server for App Store Optimization, enabling AI agents to read rankings, keywords, competitors, reviews, and revenue, and manage metadata with… | 11 stars · 1 fork | No one-command install · Source | |
| 4083 | 63.192 | octofsmcp · ai-agents | The fastest, most capable filesystem MCP server built in Rust, giving AI agents superpowers to read, search, edit, and manage files and directories. | 11 stars · 1 fork | No one-command install · Source | |
| 4084 | 63.192 | hyprusemcp · ai-agents | An MCP server for Hyprland that enables AI agents to control workspaces, windows, mouse, keyboard, and take screenshots on a Wayland desktop. | 11 stars · 1 fork | No one-command install · Source | |
| 4085 | 63.192 | vitemcpmcp · ai-agents | A TypeScript framework for building stateless MCP servers, simplifying tool, resource, and prompt definitions with built-in auth, streaming, and edge… | 11 stars · 1 fork | No one-command install · Source | |
| 4086 | 63.192 | aquifermcp · ai-agents | A MCP Runtime for dealing with spiky agentic traffic in golang | 11 stars · 1 fork | No one-command install · Source | |
| 4087 | 63.192 | the-i18n-mcpmcp · ai-agents | MCP server for managing i18n translation files — gives your AI agent full control over your app's translations without dumping entire locale files… | 11 stars · 1 fork | No one-command install · Source | |
| 4088 | 63.301 | judgment-pack-runtimemcp · ai-agents | Serves offline document validation and evaluation operations of the Judgment Pack Specification to MCP clients over stdio, enabling agents to validate… | 2 stars · 6 forks | No one-command install · Source | |
| 4089 | 63.442 | context-diamondmcp · ai-agents | Enables LLM agents to compress handoffs into structured, auditable context capsules, preserving goals, constraints, decisions, and risks without… | 20 stars | No one-command install · Source | |
| 4090 | 63.462 | jktfe-myai-memorymcp · ai-agents | Synchronizes personal memory templates across Claude interfaces, enabling consistent user preferences and response styles without manual copying. | 7 stars · 4 forks | No one-command install · Source | |
| 4091 | 63.462 | tokeii0-memprocfsmcp · ai-agents | Provides a bridge to memory forensics capabilities through MemProcFS for analyzing process attributes, registry hives, and keys from Windows memory… | 7 stars · 4 forks | No one-command install · Source | |
| 4092 | 63.462 | devto-agentmcp · ai-agents | Integrates with Dev.to blogging platform for fetching articles by tags, managing user profiles and reading lists, publishing markdown content, and… | 7 stars · 4 forks | No one-command install · Source | |
| 4093 | 63.462 | calganaygun-cat-printermcp · ai-agents | Control BLE thermal cat printers from AI agents with tools for printing images, text, and formatted ticket templates. | 7 stars · 4 forks | No one-command install · Source | |
| 4094 | 63.462 | wikimemOursmemory · ai-agents | Use to give an agent a queryable wiki knowledge base when memory should be a navigable knowledge graph, not just a flat log: ingest files, folders… | 7 stars · 4 forks | No one-command install · Source | |
| 4095 | 63.462 | claude-code-orchestrator-mcpmcp · ai-agents | Enables Codex to orchestrate multi-agent coding by routing tasks to local Claude Code workers via CCSwitch, managing cost and model selection for… | 7 stars · 4 forks | No one-command install · Source | |
| 4096 | 63.462 | judges-panelmcp · ai-agents | Enables evaluation of AI-generated code across 45 specialized dimensions using deterministic pattern matching and optional LLM-powered deep review… | 7 stars · 4 forks | No one-command install · Source | |
| 4097 | 63.462 | opengrok-go-mcpmcp · ai-agents | Source-code intelligence for agents, powered by OpenGrok and Go. | 7 stars · 4 forks | No one-command install · Source | |
| 4098 | 63.462 | inspirehep-mcp-servermcp · ai-agents | An MCP server that integrates InspireHEP high-energy physics literature with LLMs. Search papers, explore citations, retrieve author metrics, and… | 7 stars · 4 forks | No one-command install · Source | |
| 4099 | 63.462 | upload-postmcp · ai-agents | Upload-Post is the all-in-one social media MCP server the Model Context Protocol server for social media publishing, scheduling and analytics. Connect… | 7 stars · 4 forks | No one-command install · Source | |
| 4100 | 63.492 | openmm-mcpmcp · ai-agents | MCP server for OpenMM — exposes market data, account, trading, and strategy tools to AI agents via Claude Desktop, Claude Code, Cursor, Windsurf, and… | 3,674 installs | No commit datelisted | 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.