Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | 52.498 | folio-mcpmcp · ai-agents | MCP server for FOLIO, the Federated Open Legal Information Ontology. Makes the full ontology available to AI agents as searchable, browsable tools. | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | solblademcp · ai-agents | AI-native Solana wallet CLI with scoped MCP server, enabling AI agents to manage wallets with granular permissions, spend limits, and tamper-evident… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | md-feedbackmcp · ai-agentsalso listed as yeominux-md-feedback | An MCP server for reviewing markdown plans before AI agents implement them. Enables annotation of plans with Fix, Question, and Highlight, which AI… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | dumpanalysismcpmcp · ai-agents | Enables AI agents to analyze Windows crash dumps by providing structured data on exceptions, threads, modules, and source context, with safe patch… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | readhnmcp · ai-agents | MCP server for Hacker News that lets AI agents discover ranked stories, find domain experts, and get explainable quality signals for every result. | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | dan1d-dolar-mcpmcp · ai-agents | Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta — plus currency conversion and spread calculator. | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | pd-mcpmcp · ai-agents | Enables agentic interaction with vanilla Pure Data by providing tools for live patch creation, inspection, and manipulation via an MCP server that… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | hatayama-unity-ai-cli-bridgemcp · ai-agents | Go-based CLI bridge exposing Unity Editor's built-in MCP tools through stdio, enabling AI agents to perform scene manipulation, compilation, testing… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | gh-aparajithn-agent-utilsmcp · ai-agents | Utility toolkit with 18 tools for text processing, encoding, datetime conversion, and data transformation. | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | hn-mcpmcp · ai-agents | MCP server enabling AI agents to interact with Hacker News, including fetching full comment trees with depth control, searching stories and comments… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | cybermemmcp · ai-agents | Enables AI tools like Claude and Cursor to share persistent memory across sessions. | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | aktools-pro-mcp-servermcp · ai-agents | An enhanced MCP server that provides financial data and analysis tools for stocks, crypto, precious metals, and more, empowering AI agents with… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | mitre-att-ck-mcp-servermcp · ai-agents | Enables AI-native access to the MITRE ATT\&CK framework, allowing LLMs and agents to query techniques, threat groups, software, and generate ATT\&CK… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | notebookllm-mcpmcp · ai-agents | Converts Jupyter notebooks to a simplified plain text format to reduce token usage for LLMs, and can convert back. Enables loading, editing, and… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | noteitmcp · ai-agentsalso listed as noteit-mcp | Manage AI agent profiles and structured notes | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | localizable-xcstringsmcp · ai-agents | Manages iOS/macOS localization workflows with Xcode String Catalog files, providing automated translation using OpenAI with intelligent chunking… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | context-mcpmcp · ai-agents | Provides AI agents with secure, read-only file system access to analyze and understand project codebases, enabling multi-repository context… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | tastytrade-mcp-servermcp · ai-agents | Connects your TastyTrade trading account to AI assistants like Claude Desktop and ChatGPT for conversational trading and portfolio management. | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | claude-flow-mcpmcp · ai-agents | Integrates with Claude Code to execute AI-powered code analysis and workflow automation, supporting pre-defined scenarios like code review and… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | mcp-long-context-readermcp · ai-agents | MCP Long Context Reader is a Python-based toolkit designed to overcome the context window limitations and high costs associated with Large Language… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | cc-meta-prompt-evaluatormcp · ai-agents | Evaluates prompt quality and effectiveness using OpenAI or Anthropic models, providing numerical scores, strengths analysis, improvement suggestions… | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | code-review-assistantmcp · ai-agents | An MCP server that automates code review by providing syntax checking, code explanation, and improvement suggestions using a multi-agent system. | 5 stars · 1 fork | No one-command install · Source | |
| 2201 | 52.498 | noredistribution-arista-cloudvisionmcp · ai-agents | Enables Claude to interact with Arista CloudVision for network management tasks including device inventory, system events, connectivity monitoring… | 5 stars · 1 fork | No one-command install · Source | |
| 2226 | 52.443 | khaoss85-arvo-mcpmcp · ai-agents | AI workout coach MCP server for Arvo. Access training data, workout history, personal records, body progress, and 29 fitness tools through Claude… | 3 stars · 3 forks | No one-command install · Source | |
| 2226 | 52.443 | codex-in-claudemcp · ai-agents | Call OpenAI Codex from Claude Code for independent second opinions, structured code review, and delegated coding tasks through a FastMCP plugin that… | 3 stars · 3 forks | No one-command install · Source | |
| 2226 | 52.443 | solographmcp · ai-agents | Code intelligence MCP server for Claude Code providing multi-project code graph, semantic search, session history, knowledge base, and web search. | 3 stars · 3 forks | No one-command install · Source | |
| 2226 | 52.443 | sophia-stack-mcpmcp · ai-agents | Enables external AI agents to edit and manage a self-hosted website via a token-gated MCP server, including page content, data, media, and sandboxed… | 3 stars · 3 forks | No one-command install · Source | |
| 2226 | 52.443 | mwgmorningwood-central-memory-mcpmcp · ai-agents | An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and… | 3 stars · 3 forks | No one-command install · Source | |
| 2226 | 52.443 | shelfwatchmcp · ai-agents | Enables automated weekly meal planning and grocery price comparison across Swedish supermarkets through a Claude/GPT interface. | 3 stars · 3 forks | No one-command install · Source | |
| 2226 | 52.443 | read-no-evil-mcpmcp · ai-agents | A secure email gateway MCP server that protects AI agents from prompt injection attacks by scanning emails for malicious instructions before they… | 3 stars · 3 forks | No one-command install · Source | |
| 2226 | 52.443 | sonnyflylock-voxie-ai-directory-mcpmcp · ai-agents | AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant… | 3 stars · 3 forks | No one-command install · Source | |
| 2226 | 52.443 | danvega-springonemcp · ai-agents | Provides SpringOne 2025 conference session data through tools for counting sessions by date and retrieving all sessions, includes predefined prompts… | 3 stars · 3 forks | No one-command install · Source | |
| 2226 | 52.443 | a2a-with-mcpmcp · ai-agents | Integration of A2A with MCP | 3 stars · 3 forks | No one-command install · Source | |
| 2226 | 52.443 | jbrower95-image-generatormcp · ai-agents | Enables image generation from text prompts via OpenAI's API, returning the created image saved to a specified file path | 3 stars · 3 forks | No one-command install · Source | |
| 2226 | 52.443 | jacklandis29-codecheckermcp · ai-agents | Integrates with Cursor IDE to provide real-time code review capabilities, leveraging GPT models for intelligent analysis and specific improvement… | 3 stars · 3 forks | No one-command install · Source | |
| 2238 | 52.288 | mind-memmcp · ai-agents | Drop-in memory layer for AI coding agents, upgrading them from chat history to a governed Memory OS with hybrid search, contradiction detection, and… | 5 forks | No one-command install · Source | |
| 2239 | 52.244 | anchor-compliancemcp · ai-agents | Australian advertising & marketing compliance for AI assistants. Scan websites, check ad/social/email copy, and look up regulator guidelines (ACCC… | 3,170 installs | No commit datelisted | No one-command install · Source |
| 2240 | 52.135 | gh-j7an-nexusmcp · ai-agents | Enables AI models to invoke AI CLI agents (Gemini CLI, Codex, Claude Code, OpenCode) as tools with parallel execution and automatic retries. | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | cyanheads-brapimcp · ai-agents | Provides AI agents access to agricultural breeding data across BrAPI-compliant platforms including Breedbase and T3. | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | marklogic-mcpmcp · ai-agents | An MCP server for MarkLogic 12 that enables AI agents to interrogate, query, and manage MarkLogic databases using native capabilities including… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | dinanathdash-envaultmcp · ai-agents | Secure secrets management with Human-In-The-Loop interception for agent mutations via the Envault platform. | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | plumbmcp · ai-agents | Plumb is an MCP server that provides coding agents with IDE-level intelligence (LSP, tree-sitter index) and safe, atomic file writes with… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | confluentinc-agent-proxymcp · ai-agents | Agent proxy for Confluent | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | szhygulin-recon-crypto-mcpmcp · ai-agents | Self-custodial crypto portfolio for AI agents. Reads EVM wallet balances, ENS, token prices, and DeFi positions across Ethereum/Arbitrum/Polygon/Base… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | ableton-mcp-lofifrenmcp · ai-agents | Connects Ableton Live to AI through MCP, enabling prompt-assisted music production with extended tools and a 33-personality style system for… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | agentic-aquamcp · ai-agents | MCP server for managing Bitcoin, Liquid Network, and Lightning wallets through AI assistants, with unified seed support, secure encrypted storage, and… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | haiec-ai-agent-security-free-mcpmcp · ai-agents | Offers a control surface for AI agent security with four independent checks: source-code scanning, tenant isolation, LLM content verification, and… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | chatgpt-web-mcpmcp · ai-agents | An unofficial MCP server that lets MCP clients like Codex operate the ChatGPT web interface through a persistent browser, enabling prompt writing… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | aidemomcp · ai-agents | Your coding agent makes the demo video — turns a storyboard.json into a narrated, captioned product-demo MP4; deterministic replay re-renders it in CI… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | kilyig-silicopediamcp · ai-agents | Enable AI agents to participate in Silicopedia debates about improving Wikipedia articles through a dedicated MediaWiki platform. | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | sync-spec-agentmcp · ai-agents | AI-powered MCP assistant for telecom synchronization standards (ITU-T & 3GPP). Ask questions about PTP, SyncE, GNSS, timing budgets in plain English… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | gemini-embedding-2-mcp-servermcp · ai-agents | A multimodal local memory MCP server that lets AI agents search across text, PDFs, images, audio, and video using Gemini Embedding 2 and a local… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | activitywatch-mcp-servermcp · ai-agents | A Model Context Protocol (MCP) server that connects to ActivityWatch, allowing LLMs like Claude to interact with your time tracking data. | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | vivado-mcp-agentmcp · ai-agents | MCP server for deterministic Vivado FPGA automation including project scaffolding, simulation, synthesis, implementation, and gated bitstream… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | dogeshit-mcpmcp · ai-agents | Enables AI agents to trigger on-chain minting of $SHIT tokens via EIP-7702 delegation and MCP, with the user retaining full custody and the contract… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | gh-parth-unjiya-odoo-gatewaymcp · ai-agents | Security-first, version-agnostic gateway for Odoo 17/18/19 with 27 tools, 5 resources, and 7 prompts. | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | psx-mcpmcp · ai-agents | MCP server that exposes Pakistan Stock Exchange data (quotes, dividends, announcements, indices) as LLM-callable tools, enabling conversational market… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | obsidian-autom8mcp · ai-agents | Enables AI agents to remotely access and interact with Obsidian vaults via MCP, supporting note operations, tag management, graph queries, and command… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | iwarapter-gpg-commitmcp · ai-agents | Enables GPG-signed commits and SSH-authenticated pushes from Claude Code without exposing key material, delegating to the local gpg-agent and… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | ultimate-tradingview-agentmcp · ai-agents | AI-powered trading toolkit with backtesting, live sentiment, Yahoo Finance, and 30+ technical analysis tools for MCP clients. | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | slash-command-managermcp · ai-agents | Generates and manages slash commands for AI coding assistants like Claude Code and Cursor, supporting both interactive CLI and programmatic MCP… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | factorhub-mcp-servermcp · ai-agents | A China A-share market data MCP server that enables AI agents to query factor data, market quotes, valuations, and run strategy backtests. | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | agent-bridge-for-unitymcp · ai-agents | Enables AI agents to control the Unity Editor through MCP, allowing scene building, runtime scripting, visual QA, and more. | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | berrzebb-slack-agent-teammcp · ai-agents | Coordinates multi-agent teams via Slack channels with command loops, persona management, approval workflows, and context persistence. | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | jitsi-mcp-servermcp · ai-agents | MCP server that enables AI agents to join Jitsi Meet rooms, send/receive chat, record meetings, and monitor participants using headless Chrome. | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | tildemcp · ai-agentsalso listed as topskychen-tilde | A privacy-first MCP server that acts as the universal memory and profile layer for AI agents, enabling profile management, skills, resume import, and… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | mercury-spec-opsmcp · ai-agents | Modular prompt engineering for software development analysis | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | gx-mcp-servermcp · ai-agents | Exposes Great Expectations data-quality checks as MCP tools for LLM agents, enabling data loading, expectation definition, validation, and result… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | blender-mcp-enhancedmcp · ai-agents | Connects Blender to Claude AI through the Model Context Protocol for AI-assisted 3D modeling, procedural geometry creation, and persistent multi-turn… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | offline-mcp-educational-servermcp · ai-agents | Enables generation of educational content like MCQs, lesson plans, and flashcards without relying on external LLMs, fully offline and compatible with… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | leadbroaf-agentmcp · ai-agents | Provides a foundation for building persistent agent systems with memory storage, user authentication, and n8n workflow integration designed for SaaS… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | deepmyst-mcp-servermcp · ai-agents | Enables intelligent LLM optimization and routing for Claude Desktop and HTTP clients, reducing token usage and automatically selecting the best model… | 4 stars · 2 forks | No one-command install · Source | |
| 2240 | 52.135 | uv-mcpmcp · ai-agents | Enables LLMs to manage Python environments and dependencies via uv, supporting package inspection, installation, and requirement management. | 4 stars · 2 forks | No one-command install · Source | |
| 2277 | 51.428 | agentflightmcp · ai-agents | agentflight | 2,293 installs | No commit datelisted | No one-command install · Source |
| 2277 | 51.428 | sansfictionmcp · ai-agents | Search, discover, and manage books across multiple sources. Connect Claude, ChatGPT, Gemini, and Cursor to the SansFiction library for book metadata… | 3,084 installs | No commit datelisted | No one-command install · Source |
| 2279 | 51.401 | tex-mcp-webmcp · ai-agents | MCP server for agentic-first PDF review of LaTeX papers, enabling commenting, compiling, and visual inspection via Claude Code. | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | rotemcp · ai-agents | MCP server that exposes compiled rote pipelines as callable tools. The rote CLI compiles a proven agent skill into a deterministic workflow, and rote… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | roblox-studio-mcp-servermcp · ai-agents | A free, open-source MCP server that lets Claude, Cursor, Codex, or Gemini operate Roblox Studio — debug live playtests, bulk-edit places, and scaffold… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | papimcp · ai-agents | A structured project memory MCP server that persists plans, builds, reviews, and decisions across AI coding sessions and tools, enabling continuous… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | impots-mcpmcp · ai-agents | Transforms Claude into a French tax assistant specialized in French taxation, covering income tax, corporate tax, wealth tax, capital gains, crypto… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | noisy-codingmcp · ai-agents | Voice interface for Claude Code: you talk, the agent listens, codes, and talks back while it works. Live speech-to-text with turn-taking, Grok/xAI… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | datapoint-mcpmcp · ai-agents | Enables AI agents to recruit real humans for evaluation tasks like surveys, A/B tests, and ratings on text, images, audio, and video, returning… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | chunxiaoxx-nautilus-compassmcp · ai-agentsalso listed as nautilus-compass | Cross-agent memory system with drift detection to prevent AI agents from repeating mistakes. | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | omnidim-ai-mcp-servermcp · ai-agents | Local stdio Model Context Protocol server for OmniDimension. Drive voice agents, dispatch calls, and manage knowledge bases from Claude, Cursor… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | go-gerrit-mcpmcp · ai-agents | An MCP server that exposes Gerrit code review operations as capability-gated tools, enabling AI agents to search and read changes, publish comments… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | symbiopulsemcp · ai-agents | SymbioPulse is an MCP-first context layer for AI coding agents that builds persistent project memory from directory fingerprints, task-to-file… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | onbrand-by-slidespeakmcp · ai-agents | An MCP server that feeds AI agents your brand's real logos, colors, fonts, and approved slide layouts, so every deck and document comes out on brand… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | openflowmcp · ai-agents | An MCP server that enables AI agents to generate images and videos through Google Flow using models like Veo and Nano Banana, with tools for image… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | swarmpitmcp · ai-agents | Official Swarmpit MCP server for Docker Swarm management covering services, stacks, networks, and volumes. | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | wctxmcp · ai-agents | Wctx is an MCP server that captures structured, evidence-backed context from completed coding agent sessions and serves it to future sessions… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | gaff-checkmcp · ai-agents | Enables AI agents to perform due diligence on Irish properties by querying public datasets for planning applications, sold prices, flood risk, radon… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | tough-tongue-skillsmcp · ai-agents | MCP server and agent skills for Tough Tongue AI, enabling handling tough conversations through voice agents, scenario creation, and session analysis. | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | shellbridgemcp · ai-agents | Give ChatGPT fast, safe, and auditable visibility into your VPS through MCP. | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | iamvirul-the-councilmcp · ai-agents | Multi-agent Claude orchestration that routes tasks by complexity across four tiers — from lightweight formatting to full strategic analysis. | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | frontier-orchestratormcp · ai-agents | Multi-agent orchestration MCP server that lets Claude Code delegate backend, frontend, and tooling tasks to specialized AI agents (Codex, Kimi, Grok)… | 7 stars | No one-command install · Source | |
| 2279 | 51.401 | marsmanleo-marsnmemcp · ai-agents | Agent-agnostic memory MCP server that preserves conversation context across sessions for humans and AI. | 7 stars | 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.