Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | 66.258 | mcp-debugpymcp · ai-agents | MCP server for AI-assisted Python debugging using debugpy and Debug Adapter Protocol, enabling AI agents to run tests, set breakpoints, and inspect… | 8 stars · 5 forks | No one-command install · Source | |
| 1301 | 66.258 | jordanburke-kuzudbmcp · ai-agents | Provides direct access to Kuzu graph databases through Cypher query execution, schema introspection, and database management with multi-agent… | 8 stars · 5 forks | No one-command install · Source | |
| 1301 | 66.258 | mcp-server-agent-commmcp · ai-agents | Enables multi-agent communication between AI agents via MCP tools with real-time message routing, admin control, and dual-language support. | 8 stars · 5 forks | No one-command install · Source | |
| 1304 | 66.172 | phillipclapham-anneal-memorymcp · ai-agents | Two-layer memory for AI agents with immune-system-inspired expiry. Zero dependencies. | 11 stars · 2 forks | No one-command install · Source | |
| 1304 | 66.172 | squish-memorymcp · ai-agents | Connect once. Remember everywhere. Squish gives ChatGPT, Claude Code, and every AI agent one shared memory. Stop re-explaining your project to every… | 11 stars · 2 forks | No one-command install · Source | |
| 1304 | 66.172 | thread-keepermcp · ai-agents | Multi-agent shared brain MCP server enabling cross-session memory, self-improving skill loops, and inter-agent signaling across Claude, Codex, Gemini… | 11 stars · 2 forks | No one-command install · Source | |
| 1304 | 66.172 | sowiedu-edictmcp · ai-agents | Programming language for AI agents with JSON AST input and WASM output. | 11 stars · 2 forks | No one-command install · Source | |
| 1304 | 66.172 | mcp-local-llmmcp · ai-agents | MCP server that lets Claude Code delegate mechanical tasks to a local LLM for summarization, classification, extraction, and drafting. | 11 stars · 2 forks | No one-command install · Source | |
| 1304 | 66.172 | chenxiaofie-memorymcp · ai-agents | 情景+实体记忆 MCP 服务，为 Claude Code 提供持久化记忆能力 | 11 stars · 2 forks | No one-command install · Source | |
| 1304 | 66.172 | tilastokeskus-statfin-mcp-servermcp · ai-agents | Production-grade MCP server for Statistics Finland's StatFin database. Enables AI assistants like Claude to browse, search, and query Finnish… | 11 stars · 2 forks | No one-command install · Source | |
| 1304 | 66.172 | sim-xia-blind-auditormcp · ai-agents | A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation. | 11 stars · 2 forks | No one-command install · Source | |
| 1304 | 66.172 | tb-querymcp · ai-agents | MCP server for querying and analyzing TensorBoard event files, enabling AI agents to extract scalar data, statistics, and correlations without a… | 11 stars · 2 forks | No one-command install · Source | |
| 1313 | 66.122 | domainkits-mcp-the-domain-name-intelligencemcp · ai-agents | # DomainKits MCP Domain MCP server for AI assistants. DomainKits MCP connects Claude, GPT, Gemini, and other AI assistants to domain data, turning… | 5,388 installs | No commit datelisted | No one-command install · Source |
| 1314 | 66.032 | agentgraph-co-agentgraphmcp · ai-agents | Trust verification and security scanning for AI agents. Checks security posture of third-party MCP servers and tools with signed attestations… | 4 stars · 6 forks | No one-command install · Source | |
| 1314 | 66.032 | helmdeckmcp · ai-agentsalso listed as tosin2013-helmdeck | A self-hosted MCP server that provides capability packs for AI agents to perform browser, desktop, git, and code actions via schema-validated JSON… | 4 stars · 6 forks | No one-command install · Source | |
| 1314 | 66.032 | kukapay-raydium-launchlab-mcpmcp · ai-agents | An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab). | 4 stars · 6 forks | No one-command install · Source | |
| 1318 | 65.784 | mcp-server-justlendmcp · ai-agents | An MCP server enabling AI agents to interact with JustLend DAO on TRON for lending, borrowing, and portfolio management, plus general TRON chain… | 2 stars · 7 forks | No one-command install · Source | |
| 1318 | 65.784 | mt4-mcpmcp · ai-agents | MCP server for AI agents to inspect and trade against a MetaTrader 4 terminal, with an offline mock mode for CI and demos. | 2 stars · 7 forks | No one-command install · Source | |
| 1320 | 65.733 | contextfsmcp · ai-agents | MCP server for OpenCode that manages context with structured injection, progressive retrieval, and layered storage to keep Agent stable and traceable. | 26 stars | No one-command install · Source | |
| 1321 | 65.698 | flaimmcp · ai-agents | Connect ESPN, Yahoo, and Sleeper fantasy sports leagues for read-only analysis of rosters, matchups, standings, and free agents. | 14 stars · 1 fork | No one-command install · Source | |
| 1321 | 65.698 | cochleamcp · ai-agents | Render, analyze, and verify audio (WAV or FLAC) through a fully offline, deterministic engine, exposed as MCP tools for AI agents. | 14 stars · 1 fork | No one-command install · Source | |
| 1321 | 65.698 | nodebench-mcpmcp · ai-agents | NodeBench MCP server provides public research memory and tool access for entity intelligence, enabling agents to perform deep research, generate… | 14 stars · 1 fork | No one-command install · Source | |
| 1321 | 65.698 | mergenmcp · ai-agents | AI-Powered Red Team MCP Server enabling autonomous penetration testing via Model Context Protocol with 44+ security tools for AI agents. | 14 stars · 1 fork | No one-command install · Source | |
| 1321 | 65.698 | mcpcodeservermcp · ai-agents | Proxy MCP server that translates tool calls into TypeScript code generation, enabling LLMs to orchestrate multi-tool workflows efficiently via code. | 14 stars · 1 fork | No one-command install · Source | |
| 1326 | 65.543 | yawlabs-ctxlintmcp · ai-agents | Lints AI agent context files (CLAUDE.md, AGENTS.md, etc.) against your actual codebase to catch broken paths, outdated commands, and contradictions. | 9 stars · 3 forks | No one-command install · Source | |
| 1326 | 65.543 | ahmetsbilgin-finbrain-mcpmcp · ai-agents | Access institutional-grade alternative financial data directly in your LLM workflows. | 9 stars · 3 forks | No one-command install · Source | |
| 1326 | 65.543 | cyqlelabs-dual-cycle-reasonermcp · ai-agents | Provides dual-cycle metacognitive reasoning framework that detects when autonomous agents get stuck in repetitive behaviors through statistical… | 9 stars · 3 forks | No one-command install · Source | |
| 1326 | 65.543 | cranot-agentskbmcp · ai-agents | Expert-level knowledge base with researched answers from official sources | 9 stars · 3 forks | No one-command install · Source | |
| 1326 | 65.543 | kryftomcp · ai-agents | Provides 42+ MCP tools for browser automation, web scraping, and search, enabling AI agents like Claude and Cursor to browse, extract data, and run… | 9 stars · 3 forks | No one-command install · Source | |
| 1326 | 65.543 | alvii147-piston-mcpmcp · ai-agents | MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config `uv` setup and a ready-to-use Claude… | 9 stars · 3 forks | No one-command install · Source | |
| 1326 | 65.543 | obsidian-ai-curatormcp · ai-agents | An MCP server that gives Claude AI direct access to your Obsidian vault, enabling natural language search, note creation, file management, and… | 9 stars · 3 forks | No one-command install · Source | |
| 1326 | 65.543 | notion-mcp-integrationmcp · ai-agents | Enables Claude to manage a personal todo list in Notion, with capabilities to add, view, and complete tasks. | 9 stars · 3 forks | No one-command install · Source | |
| 1334 | 65.223 | securecontextmcp · ai-agents | Provides persistent memory, cryptographic audit trail, and HMAC-verified skill admission for Claude Code, running locally on PostgreSQL with zero… | 8 stars · 4 forks | No one-command install · Source | |
| 1334 | 65.223 | klypix-mcpmcp · ai-agents | Enables AI agents to read, write, search, and manage .klypix canvas files for persistent spatial memory across sessions. | 8 stars · 4 forks | No one-command install · Source | |
| 1334 | 65.223 | docmost-mcp-localmcp · ai-agents | Built in rust, feature complete MCP server for self-hosted Docmost (Community Edition) — read & write your wiki from Claude, Cursor & VS | 8 stars · 4 forks | No one-command install · Source | |
| 1334 | 65.223 | zooeyii-macos-computer-usemcp · ai-agents | MCP server enabling AI agents to control macOS computers via mouse, keyboard, screenshots, and app management. | 8 stars · 4 forks | No one-command install · Source | |
| 1334 | 65.223 | pantheon-mcpmcp · ai-agentsalso listed as valado-pantheon-mcp | Enables AI agents to access a collection of specialized agent instructions on demand, covering categories like tech, business, growth, and product. | 8 stars · 4 forks | No one-command install · Source | |
| 1334 | 65.223 | zoom-mcp-servermcp · ai-agents | MCP server for managing Zoom meetings, enabling creation, update, deletion, and retrieval via Claude or Cursor. | 8 stars · 4 forks | No one-command install · Source | |
| 1334 | 65.223 | jimmcq-lemonade-standmcp · ai-agents | Enables playing the classic Lemonade Stand business simulation game directly within Claude Desktop through an interactive interface that manages game… | 8 stars · 4 forks | No one-command install · Source | |
| 1342 | 65.138 | precariat365-smart-customer-supportmcp · ai-agents | Automates e-commerce customer support by handling product inquiries, order status requests, and seamlessly transitioning to human agents when needed | 7 stars · 5 forks | No one-command install · Source | |
| 1342 | 65.138 | cryptoleek-solana-blockchainmcp · ai-agents | Enables Claude to interact with the Solana blockchain through specialized tools for retrieving validator information, estimating fees, fetching… | 7 stars · 5 forks | No one-command install · Source | |
| 1342 | 65.138 | stefanskiasan-togetherai-imagemcp · ai-agents | Integrates with Together AI's image generation models to create custom images based on text prompts, dimensions, and output settings. | 7 stars · 5 forks | No one-command install · Source | |
| 1342 | 65.138 | itsdarianngo-litellmmcp · ai-agents | Integrates with LiteLLM to provide access to OpenAI language models for text completion and generation tasks across various applications. | 7 stars · 5 forks | No one-command install · Source | |
| 1346 | 65.105 | ibproduct-charly-memory-cachemcp · ai-agents | Caches data between language model queries to optimize token consumption and reduce costs in AI interactions. | 24 stars | No commit datelisted | No one-command install · Source |
| 1347 | 65.043 | ato-mcpmcp · ai-agents | MCP server that connects AI agents to 34,500+ Australian Taxation Office documents, providing cited answers, tax deduction discovery, depreciation… | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | cortex-mcp-servermcp · ai-agents | Provides persistent memory and task management for coding agents via MCP tools, enabling mid-session recall and capture of durable knowledge. | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | marcelroozekrans-memorylensmcp · ai-agents | .NET memory profiling with JetBrains dotMemory integration for AI-assisted analysis. | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | workforgemcp · ai-agents | WorkForge is a secure Windows MCP gateway that lets ChatGPT inspect local projects, resume Git work, read text and images, apply SHA-guarded edits… | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | browsercontrolmcp · ai-agents | MCP server for vision-first browser automation that annotates interactive elements with numbered markers, allowing AI agents to control any webpage by… | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | gef-mcp-for-ctfmcp · ai-agents | GDB Enhanced Features MCP server for remote debugging and CTF exploitation with 41 specialized tools including ROP search, format-string detection… | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | cathedral-ailife1mcp · ai-agents | Provides persistent memory and identity infrastructure for AI agents with cross-session identity reconstruction and drift detection. | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | gpalmcp · ai-agents | An MCP server that gives your IDE or agent access to Google Gemini with autonomous codebase exploration, enabling deep code analysis, architectural… | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | cc-recommendermcp · ai-agents | Analyzes project dependencies and recommends relevant skills, plugins, and MCP servers for Claude Code, enabling users to discover and install optimal… | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | synology-office-mcpmcp · ai-agents | Self-hosted MCP server that exposes Synology Drive, Spreadsheet, MailPlus, and Calendar as structured tools for AI agents, enabling file, spreadsheet… | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | base76-research-lab-token-compressormcp · ai-agents | Semantic prompt compression using local LLM rewriting with embedding validation to reduce token usage by 40-60%. | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | dmcpmcp · ai-agents | An MCP server that enables AI agents to act as dynamic dungeon masters for text-based RPGs with dynamically generated rule systems and comprehensive… | 10 stars · 2 forks | No one-command install · Source | |
| 1347 | 65.043 | bralca-context-engineeringmcp · ai-agents | Keeps AI coding agents aligned by generating PRDs, specs, and plans that prevent context loss and random rewrites. | 10 stars · 2 forks | No one-command install · Source | |
| 1360 | 64.883 | hobby-github-iomcp · ai-agents | Personal hobby blog | 13 stars · 1 fork | No one-command install · Source | |
| 1360 | 64.883 | jobfindsmemcp · ai-agents | Enables AI agents to discover, filter, and track job openings based on the user's local resume, without uploading data to the cloud. | 13 stars · 1 fork | No one-command install · Source | |
| 1360 | 64.883 | codex-computer-use-mcpmcp · ai-agents | A local MCP server that lets compatible agents use the official, signed Computer Use broker bundled with the OpenAI ChatGPT macOS app. | 13 stars · 1 fork | No one-command install · Source | |
| 1360 | 64.883 | eresussecurity-sentinelmcp · ai-agents | Security scanning platform for AI and LLM ecosystems with MCP proxy, schema validation, and 48+ security probes. | 13 stars · 1 fork | No one-command install · Source | |
| 1360 | 64.883 | shopify-partner-agentmcp · ai-agents | Free, open-source MCP server that connects Claude to the Shopify Partner API. 25 tools for revenue analytics, churn analysis, retention cohorts… | 13 stars · 1 fork | No one-command install · Source | |
| 1360 | 64.883 | gh-manushi4-screenhandmcp · ai-agents | Native desktop control for MCP agents. | 13 stars · 1 fork | No one-command install · Source | |
| 1360 | 64.883 | fatmike-gh-windows-debuggermcp · ai-agents | Native Windows debugger with breakpoint management, memory inspection, disassembly analysis, and PE file examination for reverse engineering workflows | 13 stars · 1 fork | No one-command install · Source | |
| 1360 | 64.883 | ember-ex-elixirmcp · ai-agents | Elixir port of the Ember framework for building LLM applications | 13 stars · 1 fork | No one-command install · Source | |
| 1360 | 64.883 | claude-monet-mcpmcp · ai-agents | A lightweight sketch canvas that lets users draw ideas and sync them in real-time to AI via MCP, enabling visual communication without exports. | 13 stars · 1 fork | No one-command install · Source | |
| 1360 | 64.883 | a01110946-rhino3dmcp · ai-agents | Connects Rhino3D to Claude through a WebSocket bridge, enabling AI-assisted 3D modeling capabilities for creating and manipulating geometry, running… | 13 stars · 1 fork | No one-command install · Source | |
| 1370 | 64.707 | claude-meshmcp · ai-agentsalso listed as pouriamrt-claude-mesh | Enables networked Claude-to-Claude messaging over HTTP and MCP channels, allowing direct messages, broadcasts, threaded replies, and permission… | 23 stars | No one-command install · Source | |
| 1372 | 64.619 | himalaya-mcpmcp · ai-agents | Privacy-first email MCP server wrapping the himalaya CLI, providing 22 tools, 6 prompts, and 3 resources for email management with multi-account… | 6 stars · 5 forks | No one-command install · Source | |
| 1372 | 64.619 | io-github-thehesiod-psquaremcp · ai-agents | Enables Claude to access ParentSquare school-parent communication platform, including feeds, calendar, conversations, and media files. | 6 stars · 5 forks | No one-command install · Source | |
| 1372 | 64.619 | mcportfoliomcp · ai-agents | Enables LLM-driven portfolio optimization using natural language, providing tools for mean-variance, HRP, Black-Litterman, and other optimization… | 6 stars · 5 forks | No one-command install · Source | |
| 1375 | 64.134 | agent-coherence-stale-write-guard-fsmcp · ai-agents | Coherence guard for shared files: when two agents write the same file, the stale writer is denied instead of silently overwriting, then reacquires and… | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | xmemomcp · ai-agents | XMemo is a secure, user-owned memory substrate and context engine for AI agents, CLIs, IDEs, and LLM workspaces. Exposed over Streamable HTTP MCP, it… | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | memory-crystal-mcp-servermcp · ai-agents | Enables AI agents to maintain persistent memory across sessions by capturing conversations, extracting durable knowledge, and injecting relevant… | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | memexmcp · ai-agentsalso listed as stifler7-memex | memex is a developer context-continuity MCP server — it watches your git repos and builds a temporal knowledge graph (modules, symbols, decisions… | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | markgatcha-universal-mcp-toolkitmcp · ai-agents | A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made… | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | agent-switchboardmcp · ai-agents | A local MCP server that connects AI coding agents like Claude, Codex, and Gemini, enabling task routing, cross-model debates, and token-efficient… | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | zuckerbotmcp · ai-agents | 50 tools for Meta Ads campaign management, creative analysis, audience building, and conversion tracking, accessible to any MCP-compatible AI agent. | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | perforce-agentic-gatewaymcp · ai-agents | A local MCP gateway that allows AI clients to manage and interact with multiple MCP servers through a single connection, providing token-efficient… | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | model-advisor-mcpmcp · ai-agents | Helps LLMs choose the best AI model for each coding agent by fetching real-time data from OpenCode subscriptions and matching with benchmarks and… | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | mufeng05-ida-automcp · ai-agents | Headless IDA Pro automation enabling AI agents to autonomously open, analyze, and query multiple binary files without manual GUI interaction. | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | mcp-code-snippetsmcp · ai-agents | Allows agents to lookup code snippets in your project. Uses a remote MCP server with a collection of code snippets, with support for automatic project… | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | data-workersmcp · ai-agents | Open-source autonomous agent swarm of 15 MCP-native AI agents for data engineering — catalog, quality, incidents, schema evolution, governance… | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | hubinoretros-deep-thinkermcp · ai-agents | Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical, abductive)… | 12 stars · 1 fork | armory install hubinoretros-deep-thinker --cli claude | |
| 1375 | 64.134 | jessepwj-agent-teamsmcp · ai-agents | Enables Claude Code to coordinate AI worker agents as a team lead, spawning and managing Claude, Codex, and Gemini CLI subprocesses with push-based… | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | inventivetalentdev-minecraftmcp · ai-agents | MCP servers for AI-assisted Minecraft development, bridging Claude to running Minecraft instances via WebSocket. | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | codyard-winbridgeagentmcp · ai-agentsalso listed as winbridgeagent | Open-source Windows MCP server for AI assistants. File, clipboard, screenshot, process & power mgmt. | 12 stars · 1 fork | No one-command install · Source | |
| 1375 | 64.134 | a2a-minmcp · ai-agents | Minimal A2A implementation | 12 stars · 1 fork | No one-command install · Source | |
| 1394 | 63.952 | ac-infinity-mcpmcp · ai-agents | ac-infinity-mcp is an MCP server that connects Claude (and other AI assistants) directly to your AC Infinity controllers — so you can read live sensor… | 5 stars · 5 forks | No one-command install · Source | |
| 1394 | 63.952 | dotdogmcp · ai-agents | Enables AI agents to query and traverse spec genomes via MCP tools, providing structured access to entities, relationships, and graph data. | 5 stars · 5 forks | No one-command install · Source | |
| 1394 | 63.952 | civ6mcpmcp · ai-agents | Enables Claude to access real-time Civilization VI game data for strategic analysis, diplomatic intelligence, military assessments, and more via MCP. | 5 stars · 5 forks | No one-command install · Source | |
| 1397 | 63.942 | tadas-github-a2asearchmcp · ai-agents | Search and discover AI agents, MCP servers, CLI tools, and agent skills from the A2ASearch directory. | 21 stars | No one-command install · Source | |
| 1398 | 63.896 | crypto-multi-mcp-hubmcp · ai-agents | AI-driven command center for local crypto operations, integrating over a dozen MCPs for real-time market data, technical analysis, on-chain data, and… | 8 stars · 3 forks | No one-command install · Source | |
| 1398 | 63.896 | skills-manager-mcp-servermcp · ai-agents | A visual web interface and MCP server for managing Claude MCP Skills, enabling users to create, edit, browse, and load skill sets through a browser UI… | 8 stars · 3 forks | No one-command install · Source | |
| 1398 | 63.896 | codeledgermcp · ai-agents | AI coding agent verification layer for complete, production-ready code generation. | 8 stars · 3 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.