Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | 58.290 | untermmcp · ai-agents | The terminal AI agents can drive: a cross-platform desktop terminal (macOS/Linux/Windows, MIT) that runs a local MCP server. Spawn tabs/panes, run… | 12 stars | No one-command install · Source | |
| 1901 | 58.290 | seahorsemcp · ai-agents | Open memory standard for AI agents. Local-first, MCP-native, lives in your Obsidian vault. Bi-temporal markdown, hybrid retrieval, reproducible… | 12 stars | No one-command install · Source | |
| 1901 | 58.290 | mcp-reposkeinmcp · ai-agents | Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go… | 12 stars | No one-command install · Source | |
| 1901 | 58.290 | var-gg-pindocmcp · ai-agents | Code-pinned team memory for AI coding agents with typed artifacts, MCP-native design, and self-hosting. | 12 stars | No one-command install · Source | |
| 1901 | 58.290 | amazon-seller-mcp-server-datadoemcp · ai-agents | Hosted Amazon Seller Central & Vendor Central MCP server. Connect Claude, ChatGPT, Cursor, Codex, Gemini, and GitHub Copilot to live Amazon SP-API and… | 12 stars | No one-command install · Source | |
| 1901 | 58.290 | hypotreemcp · ai-agents | A persistent, self-revising hypothesis DAG for agentic R&D, exposed as an MCP server. It enables agents to structure working knowledge as a directed… | 12 stars | No one-command install · Source | |
| 1901 | 58.290 | bothread-room-for-ai-agentsmcp · ai-agents | A free, local room where multiple MCP-compatible AI coding agents collaborate on one codebase — collisions prevented, human in command. | 12 stars | No one-command install · Source | |
| 1901 | 58.290 | coinlobster-mcpmcp · ai-agents | Provides real-time crypto whale trade data and market analysis to AI agents, including unusual flow radar, liquidations, funding rates, and market… | 12 stars | No one-command install · Source | |
| 1901 | 58.290 | session-recallmcp · ai-agents | Provides local, agentic semantic recall over Claude Code session history, enabling the agent to search past discussions semantically, expand turns… | 12 stars | No one-command install · Source | |
| 1901 | 58.290 | acrawlmcp · ai-agents | Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single Rust binary with stealth browsing, provider-agnostic LLM… | 12 stars | No one-command install · Source | |
| 1901 | 58.290 | atlas-mcp-servermcp · ai-agents | An integrated advisory system that transforms Claude into a personal career coach, life strategist, and business consultant with persistent memory… | 12 stars | No one-command install · Source | |
| 1912 | 58.231 | ibanforge-2mcp · ai-agents | IBAN validation, BIC/SWIFT lookup, Swiss clearing, SEPA compliance and risk indicators for AI agents. 121K+ bank entries from GLEIF, 1,190 Swiss… | 4,179 installs | No commit datelisted | No one-command install · Source |
| 1913 | 58.185 | afairmcp · ai-agents | The open-source, self-organizing memory for all your AI tools. Persistent memory over MCP (remember, recall, observe): background agents extract… | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | memofs-mcp-servermcp · ai-agents | @memofs/mcp-server lets AI coding agents (Claude Code, Claude Desktop, Codex, Cursor, opencode, Gemini CLI, GitHub Copilot, Zed, and any other MCP… | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | czagents-cnbmcp · ai-agents | Czech National Bank (ČNB) daily FX rates: fetch official CZK exchange rates, convert between currencies, fetch historical rates. Cached 10 min to ease… | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | cliwant-sam-govmcp · ai-agents | Provides AI agents access to U.S. federal contracting and spending data from SAM.gov, USAspending, Federal Register, eCFR, and Grants.gov. | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | product-climcp · ai-agents | MCP server for the Product Framework that enables agents to author and verify a What/How graph, with a live web view for visualizing the domain model… | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | knowledge-graphmcp · ai-agents | Long-term memory system for AI agents that accumulates domain expertise through mentorship, automatically recalls relevant knowledge, and supports… | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | avomcp · ai-agents | Enables agentic evolutionary search where an autonomous coding agent acts as the variation operator, letting users evolve target implementations by… | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | docomcp · ai-agents | Doco is an open-source collaborative document workspace where humans and AI agents write together. Its MCP server gives Claude Code and Cursor stable… | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | magicpod-mcp-servermcp · ai-agents | An MCP server that integrates AI agents with MagicPod, enabling natural language control of MagicPod testing through tools like Cursor and Claude. | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | cellartracker-mcpmcp · ai-agents | Connects Claude to your CellarTracker wine cellar, enabling natural language queries for inventory, drinking recommendations, purchase history, and… | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | hampsterx-claude-code-bridgemcp · ai-agents | Wraps the Claude Code CLI as an MCP server for query, review, search, and structured output tools. | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | mcp-guardianmcp · ai-agents | Scans MCP tool descriptions for prompt injection attacks, including cross-tool instructions, privilege escalation, and data exfiltration patterns. It… | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | omnifocus-operatormcp · ai-agents | A production-grade MCP server that exposes OmniFocus as structured task infrastructure for AI agents, enabling read, write, and filter operations on… | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 58.185 | sourjya-viewgraphmcp · ai-agents | Exposes structured DOM snapshots from web pages as MCP tools for AI coding agents. | 6 stars · 2 forks | No one-command install · Source | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1913 | 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 | |
| 1940 | 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 |
| 1941 | 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 | |
| 1941 | 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 | |
| 1943 | 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 | |
| 1943 | 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 | |
| 1946 | 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 |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 57.364 | moltbridgemcp · ai-agents | Network intelligence for AI agents. | 5 stars · 3 forks | No one-command install · Source | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1947 | 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 | |
| 1966 | 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 | |
| 1966 | 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 | |
| 1966 | 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 | |
| 1966 | 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 | |
| 1966 | 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 | |
| 1966 | 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 | |
| 1966 | 57.311 | okf-kitmcp · ai-agents | Turn any website into a book you agent can read | 11 stars | No one-command install · Source | |
| 1966 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 | |
| 1975 | 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 |
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.