Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4701 | 22.527 | elite-reasoning-mcpmcp · ai-agents | A 66-tool reasoning pipeline that intercepts prompts to classify intent, check past mistakes, and generate execution plans, enabling any LLM to think… | 1 star | No commit datelisted | No one-command install · Source |
| 4701 | 22.527 | enigma-memorymcp · ai-agents | Enables AI assistants to keep and retrieve private context locally, with verifiable receipts and optional Solana anchoring for public proofs. | 1 star | No commit datelisted | No one-command install · Source |
| 4701 | 22.527 | gh-leszini-memoriamcp · ai-agents | Provide persistent structured memory across conversation sessions. | 1 star | No commit datelisted | No one-command install · Source |
| 4701 | 22.527 | mctx-example-appmcp · ai-agents | Reference implementation of an mctx-hosted MCP server demonstrating tools, resources, prompts, and channel events. | 1 star | No commit datelisted | No one-command install · Source |
| 4701 | 22.527 | nouva-mcp-servermcp · ai-agents | Centralized repository for modular, portable skills and memory, enabling AI agents and IDEs to access personalized tools and memory via stdio or SSE… | 1 star | No commit datelisted | No one-command install · Source |
| 4701 | 22.527 | openclaw-output-vetter-mcpmcp · ai-agents | Verify AI agent output claims against reality: grounding checks, swallowed-exception detection, and transcript review. | 1 star | No commit datelisted | No one-command install · Source |
| 4701 | 22.527 | provider-config-syncmcp · ai-agents | Unified management of AI-agent configuration across Claude, Codex, and Gemini, keeping native config files intact while enabling comparison, editing… | 1 star | No commit datelisted | No one-command install · Source |
| 4701 | 22.527 | recoursemcp · ai-agents | Consequence evaluation for AI agents to check action recoverability before executing destructive operations. | 1 star | No commit datelisted | No one-command install · Source |
| 4701 | 22.527 | smart-npv-mcpmcp · ai-agents | Enables AI agents to interact with the Smart NPV CRM for Israeli mortgage advisors, allowing natural language management of client files, statuses… | 1 star | No commit datelisted | No one-command install · Source |
| 4701 | 22.527 | systemr-risk-intelligencemcp · ai-agents | Pre-trade risk validation, position sizing, regime detection, and 48 trading tools for AI agents. | 1 star | No commit datelisted | No one-command install · Source |
| 4701 | 22.527 | visual-understandingmcp · ai-agents | MCP server for multimodal understanding and object grounding (bounding boxes) across images, videos, and documents, with support for multiple AI… | 1 star | No commit datelisted | No one-command install · Source |
| 4712 | 20.680 | market-intelligencemcp · ai-agents | Query live Upwork freelance market intelligence directly from your AI agent. Get real-time data about: - Trending skills with week-over-week change… | 1,119 installs | No commit datelisted | No one-command install · Source |
| 4713 | 20.136 | agentdm-agent-to-agent-messagingmcp · ai-agents | Agent to Agent communication Platforms, Allows every MCP compatible agent to connect | 1,065 installs | No commit datelisted | No one-command install · Source |
| 4714 | 19.047 | rowhintmcp · ai-agents | # RowHint MCP Server Airline seat quality intelligence via MCP. Per-seat quality scores (1-10) with plain-English notes for **66+ aircraft… | 1,039 installs | No commit datelisted | No one-command install · Source |
| 4715 | 18.775 | agent-newsmcp · ai-agents | Agent News from The Agent Times gives AI agents a verified, sourced, real-time intelligence layer, that helps to save tokens, time and keep agents in… | 1,034 installs | No commit datelisted | No one-command install · Source |
| 4716 | 17.687 | focus-streak-habit-trackermcp · ai-agents | I built a free MCP server for habit tracking — connects to Claude/Cursor It generates complete habit blueprints you can import directly into Focus… | 955 installs | No commit datelisted | No one-command install · Source |
| 4717 | 16.598 | rnwy-trust-intelligence-ai-scannermcp · ai-agents | Check if an AI agent is trustworthy before you hire it. Sybil detection, signed attestations, and reviewer wallet analysis across 150,000+ agents… | 896 installs | No commit datelisted | No one-command install · Source |
| 4718 | 16.326 | bitpoort-2mcp · ai-agents | On-chain blockchain data for AI agents. 41 MCP tools for whale tracking, entity analysis, exchange flows, ML predictions, wallet profiling, direct… | 864 installs | No commit datelisted | No one-command install · Source |
| 4719 | 15.510 | context-awesomemcp · ai-agents | Provide your AI agents with instant access to the best curated resources from over 8,500 awesome lists and more than 1 million items. Discover… | 807 installs | No commit datelisted | No one-command install · Source |
| 4720 | 14.966 | timers-studiomcp · ai-agents | gemini-extension.json n'est pas un mécanisme d'auto-discovery. Les Gemini Extensions sont publiées via Google AI Studio / Extensions Gallery, pas via… | 780 installs | No commit datelisted | No one-command install · Source |
| 4721 | 13.877 | queuesimmcp · ai-agents | QueueSim is a free Model Context Protocol server that gives Claude — and any MCP-speaking AI — the ability to run real discrete event queueing… | 743 installs | No commit datelisted | No one-command install · Source |
| 4722 | 13.605 | woogoro-roofing-quote-analyzermcp · ai-agents | Paste any roofing contractor quote into Claude/Cursor/ChatGPT and Woogoro Roofing MCP audits it: - Detects scope gaps (tear-off, underlayment, ice… | 742 installs | No commit datelisted | No one-command install · Source |
| 4723 | 9.523 | preclick-url-security-scannermcp · ai-agents | PreClick: An MCP-native URL preflight security scanning service for autonomous agents. It scans links for threats and confirms they match the intended… | 522 installs | No commit datelisted | No one-command install · Source |
| 4724 | 9.251 | wolfpack-intelligencemcp · ai-agents | On-chain security and intelligence MCP server for Base chain trading agents. 4 tools: token risk analysis (GoPlus + DexScreener + Dune), fast security… | 517 installs | No commit datelisted | No one-command install · Source |
| 4724 | 9.251 | woogoro-auto-repair-quote-analyzermcp · ai-agents | Paste any auto repair quote or invoice into Claude/Cursor/ChatGPT and Woogoro Auto Repair MCP audits it: - Compares labor hours to Mitchell / AllData… | 517 installs | No commit datelisted | No one-command install · Source |
| 4726 | 8.163 | recursive-support-agentmcp · ai-agents | Query the Recursive AI support agent platform — pricing, features, capabilities, and live examples. Recursive builds custom support agents for small… | 473 installs | No commit datelisted | No one-command install · Source |
| 4727 | 7.619 | agent-infrastructuremcp · ai-agents | Agent infrastructure that runs itself. Six tools for autonomous agents: free LLM model recommendations across 17 models, real-time provider… | 462 installs | No commit datelisted | No one-command install · Source |
| 4728 | 7.346 | woogoro-hvac-quote-analyzermcp · ai-agents | Paste any HVAC quote into Claude/Cursor/ChatGPT and Woogoro HVAC MCP audits it: - Detects oversizing (proposed tonnage vs Manual J load calculation)… | 460 installs | No commit datelisted | No one-command install · Source |
| 4729 | 6.530 | pentagonalmcp · ai-agents | **AI-powered smart contract forge** with an 8-agent adversarial security audit system. ### Tools | Tool | Cost | |---|---| | `pentagonal_audit`… | 446 installs | No commit datelisted | No one-command install · Source |
| 4730 | 5.714 | compress-newmcp · ai-agents | Convert any webpage to clean markdown and feed it directly into AI agent workflows. Why This Matters? Adding webpages to LLM conversations usually… | 436 installs | No commit datelisted | No one-command install · Source |
| 4731 | 5.170 | toolrankmcp · ai-agents | # ToolRank MCP Server Score and optimize MCP tool definitions for AI agent discovery. The first ATO (Agent Tool Optimization) platform. ## Tools ###… | 425 installs | No commit datelisted | No one-command install · Source |
| 4732 | 4.898 | torevamcp · ai-agents | Non-custodial execution primitives for Solana. Best-execution routing across Jupiter Perps, Pacifica, Drift, and Flash Trade. 1 bps to open… | 418 installs | No commit datelisted | No one-command install · Source |
| 4733 | 3.174 | delx-mcp-servermcp · ai-agents | Agent operations platform with 20+ tools for AI agents. Dual-protocol MCP + A2A support, session memory, mood tracking, reliability metrics, and… | 243 installs | No commit datelisted | No one-command install · Source |
| 4734 | 2.449 | toolkitmcp · ai-agents | Stop your AI agents from writing sloppy TypeScript. A toolkit that teaches coding agents like Claude Code, Codex, Cursor, Amp, and more to ship… | 366 installs | No commit datelisted | No one-command install · Source |
| 4735 | 1.904 | jobly-agent-to-agent-contract-marketplacemcp · ai-agents | Post contracts, submit proposals, negotiate terms, and resolve disputes on Jobly — an agent-to-agent contract marketplace. Every contract requires… | 334 installs | No commit datelisted | No one-command install · Source |
| 4736 | Unranked | raily-mcpmcp · ai-agents | Enables read-only access to the Raily personal agent's data, including agent status, brief, matches, intros, memory, analysis status, and billing… | No signals yet | No one-command install · Source | |
| 4737 | Unranked | valkamamcp · ai-agents | A local MCP server with a web board that lets coding agents manage kanban cards, checklists, and work tracking through 30 MCP tools, with live updates… | No signals yet | No one-command install · Source | |
| 4738 | Unranked | tally-mcpmcp · ai-agents | A read-only MCP server that connects Claude Desktop to TallyPrime, enabling natural-language auditing and analysis of accounting data directly from… | No signals yet | No one-command install · Source | |
| 4739 | Unranked | claude-asyncmcp · ai-agents | A fire-and-poll MCP server that lets Claude Code run long background jobs without hitting tool-call timeouts. | No signals yet | No one-command install · Source | |
| 4740 | Unranked | battlegrid-mcp-servermcp · ai-agents | Enables AI agents to play crypto prediction games on BattleGrid by managing accounts, submitting entries, and accessing market data through MCP tools… | No signals yet | No one-command install · Source | |
| 4741 | Unranked | bettermemorymcp · ai-agents | An MCP memory server for coding agents that checks stored facts against the filesystem and git before relying on them, flagging stale memories. | No signals yet | No one-command install · Source | |
| 4742 | Unranked | clevertech-mcp-servermcp · ai-agents | Provides Canadian government data for AI agents, including property assessments, building permits, zoning, business registry, and DLS grid conversion… | No signals yet | No one-command install · Source | |
| 4743 | Unranked | mcp-worldbank-climatemcp · ai-agents | Enables access to World Bank Climate Change Knowledge Portal data through MCP, allowing AI agents to query climate information using natural language. | No signals yet | No one-command install · Source | |
| 4744 | Unranked | mcp-uk-food-hygienemcp · ai-agents | Connects AI agents to UK Food Standards Agency food hygiene ratings (FHRS). Enables querying food hygiene data via natural language through the… | No signals yet | No one-command install · Source | |
| 4745 | Unranked | mcp-riot-gamesmcp · ai-agents | Enables AI agents to query Riot Games data such as accounts, summoners, match history, and champion mastery via natural language. | No signals yet | No one-command install · Source | |
| 4746 | Unranked | mcp-prh-fimcp · ai-agents | Enables AI agents to query Finnish Patent and Registration Office (PRH) open data via YTJ, using natural language through the Pipeworx gateway. | No signals yet | No one-command install · Source | |
| 4747 | Unranked | agentschatmcp · ai-agents | Shared rooms for AI agents (AgentsChat): channels, DMs, proposals & voting, OKR trees, and human handoff. Existing MCP clients (Claude Code, Cursor… | No signals yet | No one-command install · Source | |
| 4748 | Unranked | repo-explorer-mcpmcp · ai-agents | Enables LLM-driven repository exploration by exposing an explore_repository tool over stdio, using codebase memory and ripgrep/rtk search to navigate… | No signals yet | No one-command install · Source | |
| 4749 | Unranked | agentic-os-mcpmcp · ai-agents | Read-only MCP server that exposes the agentic-os governance, SDLC, and Quality Engineering methodology to any MCP host. It never writes to your… | No signals yet | No one-command install · Source | |
| 4750 | Unranked | hiresignalmcp · ai-agents | MCP server that turns live job postings into buying signals for B2B sales, enabling AI agents to find in-market accounts and time outreach based on… | No signals yet | No one-command install · Source | |
| 4751 | Unranked | mundigitalmcp · ai-agents | Exposes a public, read-only professional profile with tools to search resume evidence, fetch curated links, and generate career briefs for LLM agents. | No signals yet | No one-command install · Source | |
| 4752 | Unranked | facebook-ads-mcpmcp · ai-agents | Enables AI agents to browse and query Facebook Ads data including ad accounts, campaigns, ad sets, and performance insights via natural language. | No signals yet | No one-command install · Source | |
| 4753 | Unranked | fallimmig-us-mcpmcp · ai-agents | A sovereign, MIT-licensed MCP server for professional-service workflows, providing offline-capable, Ed25519-signed tools for autonomous agents and… | No signals yet | No one-command install · Source | |
| 4754 | Unranked | owasp-mcp-scanmcp · ai-agents | Passive security scanner that audits a running MCP server against the OWASP MCP Top 10 and grades it A-F. Read-only static analysis of the advertised… | No signals yet | No one-command install · Source | |
| 4755 | Unranked | agent-usagemcp · ai-agents | Exposes rate-limit and usage data for AI coding agent CLIs as MCP tools, enabling querying of usage snapshots and reset times. | No signals yet | No one-command install · Source | |
| 4756 | Unranked | upilotmcp · ai-agents | Unity Editor automation bridge for AI agents and MCP clients, enabling inspection, control, and diagnostics of the Editor. | No signals yet | No one-command install · Source | |
| 4757 | Unranked | orphographmcp · ai-agents | Enables AI agents and MCP hosts to anchor file hashes to Bitcoin via OpenTimestamps and verify proofs, ensuring files existed before a given time with… | No signals yet | No one-command install · Source | |
| 4758 | Unranked | mcp-dev-feedsmcp · ai-agents | Enables AI agents to browse and read curated software-development feeds, fetch any RSS/Atom/RDF feed via URL, and filter items by keywords. | No signals yet | No one-command install · Source | |
| 4759 | Unranked | mcp-dart-krmcp · ai-agents | Enables AI agents to access Korea's DART financial data system for retrieving and analyzing corporate disclosures and financial information through… | No signals yet | No one-command install · Source | |
| 4760 | Unranked | mcp-colombia-secopmcp · ai-agents | Enables AI agents to query Colombian government procurement data via MCP tools or natural language questions. | No signals yet | No one-command install · Source | |
| 4761 | Unranked | accountingqb-mcpmcp · ai-agents | The AccountingQB-MCP server is a comprehensive QuickBooks Online integration for Claude, offering 108 tools to manage transactions, run reports, and… | No signals yet | No one-command install · Source | |
| 4762 | Unranked | mcp-ai-feedsmcp · ai-agents | Provides access to curated AI news feeds and the ability to fetch and normalize any RSS/Atom/RDF feed, enabling AI agents to consume up-to-date… | No signals yet | No one-command install · Source | |
| 4763 | Unranked | openwebui-tools-mcp-servermcp · ai-agents | A single MCP server bundling web search, stock data, Wolfram Alpha, and YouTube transcript tools, enabling use from any MCP-capable client like Claude… | No signals yet | No one-command install · Source | |
| 4764 | Unranked | paigymcp · ai-agents | Call, text, or push your phone when an agent needs input mid-task — reply by voice instead of babysitting a long-running or blocked terminal. | No signals yet | No one-command install · Source | |
| 4765 | Unranked | peil-mcpmcp · ai-agents | Connect Peil to Claude (or any MCP client): log hours, draft invoices from unbilled hours, and check where you stand — from a prompt. | No signals yet | No one-command install · Source | |
| 4766 | Unranked | context-vaultmcp · ai-agents | Persistent memory for AI agents enabling saving, searching, and managing knowledge across sessions with local markdown files. | No signals yet | No one-command install · Source | |
| 4767 | Unranked | arcade1v1mcp · ai-agents | Let AI agents play ranked 1v1 arcade games (2048, Tetris, Snake, Flappy, Racing, Space Invaders) against humans and other agents — replay-verified… | No signals yet | No one-command install · Source | |
| 4768 | Unranked | justfill-pdf-formsmcp · ai-agents | Fill any PDF form with AI agents — ML field detection on scans, visual review loop, reusable templates, and native AcroForm fill via justfill.app. | No signals yet | No one-command install · Source | |
| 4769 | Unranked | artifactsmcp · ai-agents | MCP server that turns agent-generated Markdown, HTML, and text into persistent links, with tools to create, update, remove, list, and retrieve… | No signals yet | No one-command install · Source | |
| 4770 | Unranked | seenrelaymcp · ai-agents | Enables AI agents to check and contribute recent observations of source-backed facts, reducing redundant revalidation of unchanged information. | No signals yet | No one-command install · Source | |
| 4771 | Unranked | market-data-mcpmcp · ai-agents | Provides real-time market data tools (quotes, news, earnings calendar, watchlist scanner, and composite analysis) for AI agents via Finnhub, with… | No signals yet | No one-command install · Source | |
| 4772 | Unranked | claude-bridgesmcp · ai-agents | MCP servers that let Claude Code delegate to other coding CLIs (Copilot, Codex, Gemini) for cross-model second opinions, structured reviews, and… | No signals yet | No one-command install · Source | |
| 4773 | Unranked | timpsmcp · ai-agents | MCP server that gives AI coding agents persistent memory across sessions, storing architecture decisions, past bugs, and codebase conventions locally. | No signals yet | No one-command install · Source | |
| 4774 | Unranked | aa-mcp-servermcp · ai-agents | An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to your American Airlines AAdvantage account — mile balance, Loyalty… | No signals yet | No one-command install · Source | |
| 4775 | Unranked | magictex-mcpmcp · ai-agents | Enables AI agents to edit LaTeX documents with live PDF preview, commenting, and visual editing via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 4776 | Unranked | swarm-rd-orchestrator-climcp · ai-agents | An MCP server that exposes an append-only, SQLite-backed event log for parallel research agents, providing append_delta, pull_deltas, and list_tasks… | No signals yet | No one-command install · Source | |
| 4777 | Unranked | swarmmeshmcp · ai-agents | Multi-agent context sharing, memory, and status coordination via 10 MCP tools. | No signals yet | No one-command install · Source | |
| 4778 | Unranked | shimguardmcp · ai-agents | MCP server wrapping the ShimGuard CLI as a single generic run tool for agent-shim provenance checks. | No signals yet | No one-command install · Source | |
| 4779 | Unranked | dutic-mcpmcp · ai-agents | MCP server for the DUTIC virtual classroom (Moodle) at UNSA. Allows viewing tasks (including hidden ones), courses, resources, and downloading files… | No signals yet | No one-command install · Source | |
| 4780 | Unranked | kaigo-gapmcp · ai-agents | Enables AI agents to answer questions about Japanese long-term care supply and demand, such as whether a municipality has enough special nursing… | No signals yet | No one-command install · Source | |
| 4781 | Unranked | mcp-prozorromcp · ai-agents | Provides access to Ukraine's public procurement data (ProZorro) via MCP, keyless and integrated with Pipeworx gateway for AI agents. | No signals yet | No one-command install · Source | |
| 4782 | Unranked | navocmsmcp · ai-agents | Enables AI agents to draft, review, preview, and publish content across multiple websites through typed MCP tools. Ensures safe, policy-gated, and… | No signals yet | No one-command install · Source | |
| 4783 | Unranked | mcp-outlook-contactsmcp · ai-agents | MCP server for accessing and managing Microsoft 365 Outlook Contacts, enabling AI agents to retrieve and interact with contact data through natural… | No signals yet | No one-command install · Source | |
| 4784 | Unranked | mcp-natomcp · ai-agents | Provides NATO phonetic spelling and Morse code encoding/decoding tools. Enables AI agents to convert text to phonetic alphabet or Morse code, and… | No signals yet | No one-command install · Source | |
| 4785 | Unranked | tengu-firmmcp · ai-agents | Provides AI agents access to 336 real-time and historical market, quant, SEC filing, insider trading, fundamentals, and macro data tools via MCP… | No signals yet | No one-command install · Source | |
| 4786 | Unranked | amzscout-skill-mcpmcp · ai-agents | AMZScout Skill + MCP gives AI agents live access to real Amazon marketplace data across 14 Amazon marketplaces. Analyze any ASIN, validate product… | No signals yet | No one-command install · Source | |
| 4787 | Unranked | buggymcp · ai-agents | A multi-agent system that autonomously analyzes code, proves bugs with formal certificates, generates repairs, and validates patches, all over the… | No signals yet | No one-command install · Source | |
| 4788 | Unranked | earth-data-mcpmcp · ai-agents | An MCP server that makes live Earth data usable by AI agents. Its initial data sources cover natural hazards: earthquakes from the USGS FDSN event… | No signals yet | No one-command install · Source | |
| 4789 | Unranked | alcovemcp · ai-agents | A local-first personal information manager for knowledge, pins, tasks, and mounted sources, with MCP tools for agent-friendly access. | No signals yet | No one-command install · Source | |
| 4790 | Unranked | attest-mcpmcp · ai-agents | MCP server for Spazio Genesi's attestation service that enables AI agents to attest, verify, and check digital works with full privacy, as file bytes… | No signals yet | No one-command install · Source | |
| 4791 | Unranked | subagent-harness-mcpmcp · ai-agents | A local MCP server that enables Codex and other MCP clients to orchestrate native external coding-agent harnesses through a normalized lifecycle, with… | No signals yet | No one-command install · Source | |
| 4792 | Unranked | wishlist-mcpmcp · ai-agents | Hosted MCP server that lets Claude, ChatGPT, or Codex read and update a user's wishlist.fit wishlist on their behalf, with tool parity matching the… | No signals yet | No one-command install · Source | |
| 4793 | Unranked | endoflife-mcpmcp · ai-agents | Software end-of-life intelligence for AI agents: EOL dates, support timelines and 0-100 upgrade risk scores for 480+ products. Check whether a version… | No signals yet | No one-command install · Source | |
| 4794 | Unranked | frontdesk-reviewmcp · ai-agents | Sourced product prices, dated price history, specs and independent-test coverage across 4,764 hardware products and 2,064 software vendors — every… | No signals yet | No one-command install · Source | |
| 4795 | Unranked | crypto-knowledgemcp · ai-agents | Enables AI agents to perform complex crypto operations like cross-chain routing, contract decoding, portfolio management, and anti-rug security… | No signals yet | No one-command install · Source | |
| 4796 | Unranked | hermes-bridgemcp · ai-agents | Relay MCP server enabling synchronous multi-turn communication between Hermes agents, allowing one agent to delegate tasks and await replies without… | No signals yet | No one-command install · Source | |
| 4797 | Unranked | seltimcp · ai-agents | A persistent memory server for AI agents using MCP protocol, enabling semantic storage and retrieval of dialogues, documents, and agent states. | No signals yet | No one-command install · Source | |
| 4798 | Unranked | agentdatamcp · ai-agents | Crypto market data tools for prices, funding rates, DeFi yields, and technical analysis. | No signals yet | No one-command install · Source | |
| 4799 | Unranked | gws-admin-mcpmcp · ai-agents | A local MCP server that provides a safe Google Workspace admin console, enabling AI agents to read users, groups, devices, and reports, with optional… | No signals yet | No one-command install · Source | |
| 4800 | Unranked | umtri-mcpmcp · ai-agents | MCP server for Umtri — give your AI coding agent a persistent map of your project's structure, dependencies, and bugs. | No signals yet | 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.