Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | 58.185 | haoyifan-silicon-pantheonmcp · ai-agents | Turn-based strategy game where AI agents (Claude, GPT, Grok) are the players and humans coach from the sideline. Agents command armies on tactical… | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | claude-secretsmcp · ai-agents | Encrypted token store for Claude Code sessions, providing MCP tools for secure secret management with macOS Keychain integration, per-project… | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | mem0-for-pmmcp · ai-agents | Bridge to the mem0 cloud service, providing memory capabilities. | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | topazlabs-mcpmcp · ai-agents | AI image enhancement for LLMs. An MCP server that lets Claude and other AI assistants enhance images using Topaz Labs AI models. | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | personal-kg-mcpmcp · ai-agents | Auto-captures decision context from multi-agent workflows to preserve the 'why' behind every choice. Enables task traceability, reasoning retrieval… | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | benhaotang-agents-mdmcp · ai-agents | Provide agents with a virtualized AGENTS.md and Kanban system. Can also spawn subagents for solving focused tasks. | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | pooriayousefi-intellistantmcp · ai-agents | Production C++23 multi-agent development framework with specialized agents for coding, DevOps, documentation, testing, data analysis, and security. | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | cont3xtmcp · ai-agents | Virtual Infinite Context for Agents and LLMs - maintains a continuous rolling context window, surfacing relevant memories while respecting token… | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | webdriverio-mcp-servermcp · ai-agents | A Model Context Protocol server that acts as a bridge, allowing LLMs and AI agents to control a web browser using WebdriverIO. | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | turtlestack-litemcp · ai-agents | Multi-broker trading MCP server for Claude AI, unifying Kite, Groww, and Dhan with 40+ technical indicators, real-time trading, portfolio management… | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | technavii-thinkmcp · ai-agents | Enhances Claude's reasoning capabilities with OpenAI's o3-mini model for multi-step analysis of complex problems while maintaining variables… | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | defibax-voice-recorder-whispermcp · ai-agents | Integrates with OpenAI's Whisper model to provide voice recording and transcription capabilities for applications requiring speech-to-text… | 6 stars · 2 forks | No one-command install · Source | |
| 1701 | 58.185 | codecov-mcp-servermcp · ai-agents | MCP server for Codecov that provides tools to get commit coverage totals and prompts to suggest tests to write. | 6 stars · 2 forks | No one-command install · Source | |
| 1714 | 57.959 | langsmith-traced-openai-agentmcp · ai-agents | LangSmith Traced OpenAI Agent: composes langchain-core + langchain-openai + langsmith + openai — orchestration, observability, llm-client via A2A +… | 4,178 installs | No commit datelisted | No one-command install · Source |
| 1715 | 57.927 | mcp-coordinatormcp · ai-agents | Prevents AI coding agents from conflicting by coordinating file claims and resolving conflicts in real-time across multiple sessions. | 1 star · 5 forks | No one-command install · Source | |
| 1715 | 57.927 | zoho-bookkeeper-mcpmcp · ai-agents | MCP server for Zoho Books integration, enabling AI agents to perform bookkeeping operations like managing journals, expenses, bills, invoices, and… | 1 star · 5 forks | No one-command install · Source | |
| 1717 | 57.754 | lotor-mcpmcp · ai-agents | A local receipt and approval gate for AI agent sessions. The agent can act, but it cannot sign. | 3 stars · 4 forks | No one-command install · Source | |
| 1717 | 57.754 | crypto-funds-mcpmcp · ai-agentsalso listed as kukapay-crypto-funds-mcp | An MCP server that provides AI agents with structured, real-time data on cryptocurrency investment funds, enabling deeper due diligence and portfolio… | 3 stars · 4 forks | No one-command install · Source | |
| 1720 | 57.687 | skillflow-ai-skills-marketplacemcp · ai-agents | The curated marketplace for AI agent skills. Search, discover, and install verified skills for Claude, GPT, Cursor, and other AI platforms via MCP… | 4,175 installs | No commit datelisted | No one-command install · Source |
| 1721 | 57.364 | mcp-1cmcp · ai-agents | Provides 1C configuration metadata, platform syntax, and query language reference for BSL coding agents. Resolves natural language terms to exact… | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | canvas-lms-mcp-servermcp · ai-agents | MCP server for Canvas LMS, providing 115+ tools to read courses, assignments, submissions, rubrics, quizzes; grade, comment, manage course content… | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | sentinelxmcp · ai-agentsalso listed as sentinelx-cloud-core | Hosted MCP hub for managing Linux servers through an LLM — install an agent per host, then interact via natural language. | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | string-mcpmcp · ai-agents | MCP server that exposes STRING database functionality, allowing AI agents to resolve protein identifiers, retrieve interaction networks, perform… | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | rachitkumarrastogi-unitymcp · ai-agents | Unity project management with build automation, scene listing, and agent documentation. | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | plutio-mcpmcp · ai-agents | Enables Claude and other MCP clients to interact with Plutio's business platform resources including CRM, projects, invoicing, and more through… | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | windbg-mcpmcp · ai-agents | Enables AI-driven WinDbg kernel debugging via the Model Context Protocol, allowing agents to send debug commands and receive results. | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | evalkit-mcp-servermcp · ai-agents | Enables testing AI safety classifier robustness against query decomposition, obfuscation, and multi-agent attacks. Provides tools for full evaluation… | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | chance-electro-pricingmcp · ai-agents | Provides electrical pricing, cable sizing, and profitability analysis tools for construction estimating, integrating with Claude to answer pricing… | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | rupinder2-mcp-orchestratormcp · ai-agents | Multi-agent orchestration framework for coordinating AI agent workflows and task delegation. | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | moltbridgemcp · ai-agents | Network intelligence for AI agents. | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | ericbrown-project-context-mcpmcp · ai-agentsalso listed as project-context-mcp | Exposes `.context/` folder files as MCP resources, giving Claude Code instant access to project documentation via `@` mentions. | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | mcp-prompt-managermcp · ai-agents | Enables AI models like Claude to manage local prompt files with CRUD operations, fuzzy search, categorization, templates, version control, and… | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | mcp-s-image-recognitionmcp · ai-agents | Analyzes and describes images using OpenAI vision models | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | ethics-check-mcpmcp · ai-agents | An MCP server that turns Claude into a philosophical sparring partner, actively challenging confirmation bias and comfortable conversations. It scans… | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | smartlead-mcp-server-ssemcp · ai-agents | An MCP server that enables AI agents to manage Smartlead campaigns, including creating campaigns, updating schedules, managing email sequences, and… | 5 stars · 3 forks | No one-command install · Source | |
| 1721 | 57.364 | kukapay-bridge-rates-mcpmcp · ai-agents | Delivering real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents. | 5 stars · 3 forks | No one-command install · Source | |
| 1740 | 57.311 | aryaminus-controlkeelmcp · ai-agents | Governance layer for AI coding agents with policy validation, findings tracking, and review gates. | 11 stars | No one-command install · Source | |
| 1740 | 57.311 | bomly-mcpmcp · ai-agents | Give your coding agent the dependency graph it is about to change: scan, diff, explain, audit. | 11 stars | No one-command install · Source | |
| 1740 | 57.311 | adaptive-llm-gatewaymcp · ai-agents | Exposes an OpenAI- and Anthropic-compatible HTTP, SSE, and stdio gateway that wraps multiple subscription CLIs, adding prompt-injection defense, PII… | 11 stars | No one-command install · Source | |
| 1740 | 57.311 | ente0-mcpstrikemcp · ai-agentsalso listed as mcpstrike | Autonomous penetration testing framework combining LLM analysis with 14 security tools for vulnerability discovery, exploitation, and reporting. | 11 stars | No one-command install · Source | |
| 1740 | 57.311 | toon-memorymcp · ai-agents | MCP memory server for AI coding agents to remember decisions, patterns, and bugs between sessions. Provides persistent memory with 37 MCP tools… | 11 stars | No one-command install · Source | |
| 1740 | 57.311 | sabbamcp · ai-agents | MCP server for security bug-finding that proves every finding by running exploits, enabling agents to verify changes and find bugs with… | 11 stars | No one-command install · Source | |
| 1740 | 57.311 | okf-kitmcp · ai-agents | Turn any website into a book you agent can read | 11 stars | No one-command install · Source | |
| 1740 | 57.311 | chartedmcp · ai-agents | Zero-dependency charts for Python and AI agents. SVG and PNG, 15 chart types, a one-line MCP server, and a Claude skill. | 11 stars | No one-command install · Source | |
| 1749 | 57.245 | agora-mnemomcp · ai-agents | mnemo — an MCP server for agent memory with a first-class correction & erasure channel (revert, lineage-aware retraction, tamper-evident deletion… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | traviswye-contextatlasmcp · ai-agents | Pre-computed codebase atlas for Claude Code combining LSP, ADRs, and git for 45-72% token reduction. | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | serum-mcpmcp · ai-agents | An MCP server that lets users generate, edit, and save Xfer Serum 2 presets from plain-English descriptions directly through MCP clients like Claude… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | doc-bridgemcp · ai-agents | Turn repository documentation into deterministic, executable handoffs for coding agents through MCP, CLI, and CI—without an LLM or API key. | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | komnetmcp · ai-agents | Git-backed message bus for AI coding agents — Claude Code, Cursor and Codex coordinate asynchronously, with no server | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | bumi-mcpmcp · ai-agents | MCP server for controlling the Noetix Bumi humanoid robot via ROS 2, with support for autonomous mission planning using LLMs and computer vision. | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | cockroach-browser-mcpmcp · ai-agents | Observation-first MCP server for Cockroach Browser, enabling AI agents to snapshot, audit, and propose browser actions through a secure… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | io-github-aytuncyildizli-yapitalismmcp · ai-agents | Local MCP server enabling voice-controlled terminal coding agents with verified action receipts, distinguishing proven acceptance from unconfirmed… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | scaviomcp · ai-agents | An MCP server connecting AI agents to Google, YouTube, Amazon, Walmart, TikTok, and Reddit. 21 tools for web search, product lookup, video discovery… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | claude-code-ide-for-sublime-textmcp · ai-agents | Enables Sublime Text to integrate with Claude Code via the IDE protocol, providing in-editor diff review, selection context sharing, and @-mentions… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | affiliate-networks-mcpmcp · ai-agents | MCP server that integrates affiliate networks with Claude and Codex, enabling natural language queries across publisher and advertiser-side data from… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | debugforgemcp · ai-agents | MCP server bridging Lauterbach TRACE32 debuggers to AI agents for autonomous debugging, providing 47 tools for execution control, breakpoints, memory… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | codex-agy-bridgemcp · ai-agents | An MCP bridge that lets Codex delegate long-running agent work to the Antigravity CLI, providing observable and resumable tool-based execution with… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | yamaru-eu-hardware-probemcp · ai-agents | Analyzes hardware performance, GPU diagnostics, and LLM optimization guidance to help evaluate system capabilities for running AI workloads. | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | planwrightmcp · ai-agents | Enables orchestration of autonomous coding agents (Claude Code, Cursor, etc.) through an objective-native planning board with hash-chained audit… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | tiger-skills-mcp-servermcp · ai-agentsalso listed as timescale-tiger-skills | Emulates Claude Skills with any LLM via MCP, enabling agents to use modular skill packages for specialized workflows and tool integrations. | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | myco-brainmcp · ai-agents | Myco Brain gives AI agents persistent, source-traceable memory and a knowledge graph on your own Postgres. Capture decisions, repos, and docs, then… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | prolog-mcpmcp · ai-agents | MCP server wrapping SWI-Prolog for symbolic reasoning, enabling coding agents to assert facts and query rules deterministically. | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | seashailmcp · ai-agents | Agent-native, self-hosted MCP server for crypto trading and DeFi management. Enables agents to query balances, execute trades, and manage positions… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | hueflow-sketchup-mcpmcp · ai-agentsalso listed as hueflowstudio-sketchup | Connects Claude AI to SketchUp, allowing you to create and modify 3D models via natural language commands. | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | rushikeshmore-codecortexmcp · ai-agents | Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs, co-change… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | notion-agent-hubmcp · ai-agents | An MCP server that connects AI assistants to Notion, enabling automated research, GitHub tracking, and content pipelines with human-in-the-loop… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | y0exchange-mcpmcp · ai-agents | An MCP server that gives AI agents real-time access to DeFi across multiple chains, enabling non-custodial crypto trading, portfolio queries, and… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | mobile-mcpmcp · ai-agents | MCP server for cross-platform mobile automation (iOS/Android) using accessibility trees and screenshots, enabling agents to interact with apps on… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | agent-muxmcp · ai-agentsalso listed as jinchenggao-infty-agent-mux | MCP server that manages interactive CLI agent pools using tmux, enabling creation, control, and communication with agents like Claude and Codex. | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | 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… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | pltm-claudemcp · ai-agents | An MCP server that gives Claude Desktop persistent memory, self-awareness, epistemic hygiene, and genuine agency across conversations with a typed… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | codexraymcp · ai-agents | Enables AI coding agents to query a pre-built semantic knowledge graph of code, reducing token usage and tool calls. Supports 16 tools for code… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | powerpoint-mcpmcp · ai-agents | Create and edit PowerPoint presentations with Claude – locally, on any platform. | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | task-manager-mcpmcp · ai-agents | An MCP server that automates project task breakdown, dependency management, and smart task recommendations, integrating with LLMs like Gemini and… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | gemini-cli-bridgemcp · ai-agents | Exposes the local Gemini CLI as an MCP stdio server, providing tools for prompting, web search, file operations, and MCP management, enabling AI… | 7 stars · 1 fork | No one-command install · Source | |
| 1749 | 57.245 | samanthamcp · ai-agents | MCP server that dynamically extracts and manages user memory from LLM conversations, enabling consistent personalization across different models. | 7 stars · 1 fork | No one-command install · Source | |
| 1784 | 56.326 | agenteconmcp · ai-agents | Real-time U.S. economic data for AI agents. CPI inflation, unemployment, GDP, Fed rates, Treasury yields, and energy prices from BLS, FRED, and EIA. | 3,813 installs | No commit datelisted | No one-command install · Source |
| 1785 | 56.206 | 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… | 2 stars · 4 forks | No one-command install · Source | |
| 1785 | 56.206 | yolo-ffmpeg-mcpmcp · ai-agents | An AI-powered MCP server for intelligent video processing, enabling automated analysis, transition effects, and quality assurance with multi-agent… | 2 stars · 4 forks | No one-command install · Source | |
| 1785 | 56.206 | algora-mcp-servermcp · ai-agents | An MCP server that gives AI agents direct access to Algora's open-source bounty platform. Use it to discover, search, and analyze open bounties. | 2 stars · 4 forks | No one-command install · Source | |
| 1788 | 56.183 | sportiq-2mcp · ai-agents | SportIQ (Live sports analysis and data + betting odds)plugs 48 live sports tools into any AI (Claude, ChatGPT, Cursor): FIFA World Cup 2026 football… | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | gavelmcp · ai-agents | MCP server for gavel, a code-quality gate for Bazel monorepos. Exposes judge, findings, coverage and architecture tools so a coding agent can check… | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | loreconvomcp · ai-agents | Persistent memory layer for MCP-compatible AI agents. Implements save/recall/search over a local SQLite session store via 14 MCP tools. Auto-loads… | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | smartsuite-mcp-servermcp · ai-agents | A locally-hosted MCP server enabling AI agents to securely interact with SmartSuite data, with configurable access modes and audit logging. | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | quantakrypto-pqc-toolsmcp · ai-agents | Post-quantum readiness for AI coding agents: scans code for quantum-vulnerable cryptography (RSA/ECDH/ECDSA/DH) and returns NIST ML-KEM/ML-DSA/SLH-DSA… | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | gh-kagan-sh-kaganmcp · ai-agents | Terminal Kanban board that orchestrates autonomous and pair-mode coding agents across 14 supported providers. | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | periscope-mcpmcp · ai-agents | Website testing MCP server built for AI agents: 63 Playwright tools with hard assertions, auto form-fill, persistent authenticated sessions, network… | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | reel-relaymcp · ai-agents | Forwards Instagram reels to Claude with timestamped transcripts and video frames, enabling Claude to watch, research, and build based on shared… | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | symkitmcp · ai-agents | MCP server for symbolic computation that enables AI agents to perform step-by-step derivations, transform formulas, and verify results with full… | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | hopiumlab-skymemmcp · ai-agents | Persistent memory layer for AI agents with 17 tools covering structured cognition, multi-source retrieval, trajectory tracking, and audit-grade… | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | mcpacermcp · ai-agents | An AI-powered running coach that connects Claude to your Strava data, providing personalized training plans, progress tracking, and coaching feedback… | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | pyrhame-skyrimckmcp · ai-agents | Creates and modifies Skyrim SE ESP/ESM files via Claude without opening the Creation Kit GUI. | 10 stars | No one-command install · Source | |
| 1788 | 56.183 | writbasemcp · ai-agents | MCP-native task management for AI agent fleets with scoped permissions, inter-agent delegation, and full provenance tracking. | 10 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.