Leaderboard
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5001 | Unranked | justfill-pdf-formsmcp · ai-agents | Fill any PDF form with AI agents — ML field detection on scans, visual review loop, reusable templates, and… | No signals yet | Manual · Source | |
| 5002 | Unranked | artifactsmcp · ai-agents | MCP server that turns agent-generated Markdown, HTML, and text into persistent links, with tools to create… | No signals yet | Manual · Source | |
| 5003 | Unranked | seenrelaymcp · ai-agents | Enables AI agents to check and contribute recent observations of source-backed facts, reducing redundant… | No signals yet | Manual · Source | |
| 5004 | Unranked | market-data-mcpmcp · ai-agents | Provides real-time market data tools (quotes, news, earnings calendar, watchlist scanner, and composite… | No signals yet | Manual · Source | |
| 5005 | Unranked | claude-bridgesmcp · ai-agents | MCP servers that let Claude Code delegate to other coding CLIs (Copilot, Codex, Gemini) for cross-model second… | No signals yet | Manual · Source | |
| 5006 | Unranked | timpsmcp · ai-agents | MCP server that gives AI coding agents persistent memory across sessions, storing architecture decisions, past… | No signals yet | Manual · Source | |
| 5007 | Unranked | aa-mcp-servermcp · ai-agents | An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to your American Airlines… | No signals yet | Manual · Source | |
| 5008 | Unranked | magictex-mcpmcp · ai-agents | Enables AI agents to edit LaTeX documents with live PDF preview, commenting, and visual editing via the Model… | No signals yet | Manual · Source | |
| 5009 | Unranked | swarm-rd-orchestrator-climcp · ai-agents | An MCP server that exposes an append-only, SQLite-backed event log for parallel research agents, providing… | No signals yet | Manual · Source | |
| 5010 | Unranked | swarmmeshmcp · ai-agents | Multi-agent context sharing, memory, and status coordination via 10 MCP tools. | No signals yet | Manual · Source | |
| 5011 | Unranked | shimguardmcp · ai-agents | MCP server wrapping the ShimGuard CLI as a single generic run tool for agent-shim provenance checks. | No signals yet | Manual · Source | |
| 5012 | Unranked | dutic-mcpmcp · ai-agents | MCP server for the DUTIC virtual classroom (Moodle) at UNSA. Allows viewing tasks (including hidden ones)… | No signals yet | Manual · Source | |
| 5013 | Unranked | kaigo-gapmcp · ai-agents | Enables AI agents to answer questions about Japanese long-term care supply and demand, such as whether a… | No signals yet | Manual · Source | |
| 5014 | Unranked | mcp-prozorromcp · ai-agents | Provides access to Ukraine's public procurement data (ProZorro) via MCP, keyless and integrated with Pipeworx… | No signals yet | Manual · Source | |
| 5015 | Unranked | navocmsmcp · ai-agents | Enables AI agents to draft, review, preview, and publish content across multiple websites through typed MCP… | No signals yet | Manual · Source | |
| 5016 | Unranked | mcp-outlook-contactsmcp · ai-agents | MCP server for accessing and managing Microsoft 365 Outlook Contacts, enabling AI agents to retrieve and… | No signals yet | Manual · Source | |
| 5017 | Unranked | mcp-natomcp · ai-agents | Provides NATO phonetic spelling and Morse code encoding/decoding tools. Enables AI agents to convert text to… | No signals yet | Manual · Source | |
| 5018 | Unranked | tengu-firmmcp · ai-agents | Provides AI agents access to 336 real-time and historical market, quant, SEC filing, insider trading… | No signals yet | Manual · Source | |
| 5019 | Unranked | amzscout-skill-mcpmcp · ai-agents | AMZScout Skill + MCP gives AI agents live access to real Amazon marketplace data across 14 Amazon… | No signals yet | Manual · Source | |
| 5020 | Unranked | buggymcp · ai-agents | A multi-agent system that autonomously analyzes code, proves bugs with formal certificates, generates repairs… | No signals yet | Manual · Source | |
| 5021 | 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… | No signals yet | Manual · Source | |
| 5022 | Unranked | alcovemcp · ai-agents | A local-first personal information manager for knowledge, pins, tasks, and mounted sources, with MCP tools for… | No signals yet | Manual · Source | |
| 5023 | Unranked | attest-mcpmcp · ai-agents | MCP server for Spazio Genesi's attestation service that enables AI agents to attest, verify, and check digital… | No signals yet | Manual · Source | |
| 5024 | Unranked | subagent-harness-mcpmcp · ai-agents | A local MCP server that enables Codex and other MCP clients to orchestrate native external coding-agent… | No signals yet | Manual · Source | |
| 5025 | 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… | No signals yet | Manual · Source | |
| 5026 | Unranked | endoflife-mcpmcp · ai-agents | Software end-of-life intelligence for AI agents: EOL dates, support timelines and 0-100 upgrade risk scores… | No signals yet | Manual · Source | |
| 5027 | Unranked | frontdesk-reviewmcp · ai-agents | Sourced product prices, dated price history, specs and independent-test coverage across 4,764 hardware… | No signals yet | Manual · Source | |
| 5028 | Unranked | crypto-knowledgemcp · ai-agents | Enables AI agents to perform complex crypto operations like cross-chain routing, contract decoding, portfolio… | No signals yet | Manual · Source | |
| 5029 | Unranked | hermes-bridgemcp · ai-agents | Relay MCP server enabling synchronous multi-turn communication between Hermes agents, allowing one agent to… | No signals yet | Manual · Source | |
| 5030 | Unranked | seltimcp · ai-agents | A persistent memory server for AI agents using MCP protocol, enabling semantic storage and retrieval of… | No signals yet | Manual · Source | |
| 5031 | Unranked | agentdatamcp · ai-agents | Crypto market data tools for prices, funding rates, DeFi yields, and technical analysis. | No signals yet | Manual · Source | |
| 5032 | Unranked | gws-admin-mcpmcp · ai-agents | A local MCP server that provides a safe Google Workspace admin console, enabling AI agents to read users… | No signals yet | Manual · Source | |
| 5033 | Unranked | umtri-mcpmcp · ai-agents | MCP server for Umtri — give your AI coding agent a persistent map of your project's structure, dependencies… | No signals yet | Manual · Source | |
| 5034 | Unranked | decision-tablemcp · ai-agents | Provides deterministic decision and constraint evaluation for AI agents. Supports ruleset validation, fact… | No signals yet | Manual · Source | |
| 5035 | Unranked | agenttaktmcp · ai-agents | Review & approve AI agent task plans in a ComfyUI-style node editor, right in your terminal (MCP server + TUI) | No signals yet | Manual · Source | |
| 5036 | Unranked | ralphiia-founderosmcp · ai-agents | Enables founders to operate their business, manage daily life memory, and execute workflows through WhatsApp… | No signals yet | Manual · Source | |
| 5037 | Unranked | agent-delegation-mcpmcp · ai-agents | Enables Claude Code to delegate implementation tasks to Antigravity CLI and OpenCode, run them fully… | No signals yet | Manual · Source | |
| 5038 | Unranked | pixelvault-dev-local-mcpmcp · ai-agents | A local (stdio) MCP server for PixelVault — agent-first image hosting, enabling upload of local files by path… | No signals yet | Manual · Source | |
| 5039 | Unranked | verummcp · ai-agents | Verum's MCP server turns any codebase into a deterministic, queryable fact layer — an agent can ask who calls… | No signals yet | Manual · Source | |
| 5040 | Unranked | gpt-windows-connectormcp · ai-agents | Remote-first, model-independent Windows execution MCP for ChatGPT, Claude, Gemini, and other MCP-compatible AI… | No signals yet | Manual · Source | |
| 5041 | Unranked | agent-accessibility-auditor-mcp-servermcp · ai-agents | Audits a domain to determine if AI agents and crawlers can access and read it, returning a flat row of 42… | No signals yet | Manual · Source | |
| 5042 | Unranked | goaltreemcp · ai-agents | MCP server for GoalT, a multi-parent value-propagating goal graph. It enables building and querying goal… | No signals yet | Manual · Source | |
| 5043 | Unranked | stata-mcp-repromcp · ai-agents | Provides project-local, reproducible Stata execution for humans and AI agents, with immutable run artifacts… | No signals yet | Manual · Source | |
| 5044 | Unranked | oreo-puddingmcp · ai-agents | Enables LLM clients to interact with Apple Calendar (iCloud) via CalDAV, supporting listing calendars… | No signals yet | Manual · Source | |
| 5045 | Unranked | aimarket-oracle-gatewaymcp · ai-agents | MCP server exposing AIMarket's verifiable oracle capabilities (Platon VRF, Chronos VDF, LUMEN reputation) as… | No signals yet | Manual · Source | |
| 5046 | Unranked | 4botsmcp · ai-agents | Daily content delivery service for AI briefing agents across 10 topic channels. | No signals yet | Manual · Source | |
| 5047 | Unranked | ghantikamcp · ai-agents | Run commands in the background and get notified when they finish, so your AI agent can proceed without… | No signals yet | Manual · Source | |
| 5048 | Unranked | cxg-census-mcpmcp · ai-agents | Enables LLM agents to query the CZ CELLxGENE Census single-cell atlas with ontology-aware filters, cost caps… | No signals yet | Manual · Source | |
| 5049 | Unranked | shortpixel-mcp-servermcp · ai-agents | Exposes ShortPixel SPIO image optimization to AI agents, allowing them to optimize image URLs via tools like… | No signals yet | Manual · Source | |
| 5050 | Unranked | guffawaffle-lexmcp · ai-agents | Provides episodic memory and architectural policy enforcement for AI agents. | No signals yet | Manual · Source | |
| 5051 | Unranked | chronova-mcp-servermcp · ai-agents | MCP server that exposes Chronova developer productivity data to AI agents. Built on the Model Context… | No signals yet | Manual · Source | |
| 5052 | Unranked | compute-finance-mcpmcp · ai-agents | Provides real-time AI compute pricing and cost analysis across LLM providers, enabling session cost tracking… | No signals yet | Manual · Source | |
| 5053 | Unranked | getterdone-mcp-servermcp · ai-agents | Enables AI agents to post tasks, manage escrow, approve work, and pay human gig workers on the GetterDone… | No signals yet | Manual · Source | |
| 5054 | Unranked | universal-brute-workpackmcp · ai-agents | Turns an Agent client into a local-first workbench with tools for files, grep, patching, commands, web search… | No signals yet | Manual · Source | |
| 5055 | Unranked | any-model-pluginmcp · ai-agents | Enables AI agents to delegate tasks, run adversarial reviews, and manage background jobs across multiple… | No signals yet | Manual · Source | |
| 5056 | Unranked | cfast-mcpmcp · ai-agents | Enables LLMs to build, inspect, run, and analyze CFAST fire models step by step via tools for compartments… | No signals yet | Manual · Source | |
| 5057 | Unranked | base-tx-explainmcp · ai-agents | Explains any Base mainnet transaction hash by returning a structured JSON with action type, assets moved, risk… | No signals yet | Manual · Source | |
| 5058 | Unranked | deepthonkmcp · ai-agents | DeepThonk is an MCP server that provides a budget-friendly, provider-neutral deep-thinking engine based on the… | No signals yet | Manual · Source | |
| 5059 | Unranked | aibvf-mcpmcp · ai-agents | Pre-flight scoring for AI agents, returns Accelerate, Fix, or Stop with EUR value range, decision confidence… | No signals yet | Manual · Source | |
| 5060 | Unranked | darwin-memomcp · ai-agents | Provides an MCP server that gives LLM agents an evolutionary memory: entries pay upkeep and survive only if… | No signals yet | Manual · Source | |
| 5061 | Unranked | qiuchimcp · ai-agents | A production-grade MCP server framework with plugin system, middleware pipeline, and multi-transport support… | No signals yet | Manual · Source | |
| 5062 | Unranked | sops-mcpmcp · ai-agents | MCP server for creating and managing SOPS-encrypted secret files using age encryption, enabling AI agents to… | No signals yet | Manual · Source | |
| 5063 | Unranked | kindora-for-chatgpt-mcp-servermcp · ai-agents | A Python FastMCP server that re-exposes Kindora's public funder and grant tools for ChatGPT, enabling grant… | No signals yet | Manual · Source | |
| 5064 | Unranked | biznetai-mcp-servermcp · ai-agents | A hosted MCP server that routes natural-language shopping queries to independent merchant storefronts… | No signals yet | Manual · Source | |
| 5065 | Unranked | gridlacemcp · ai-agents | Enables deterministic dependency reasoning over declared graphs, allowing users and AI agents to validate… | No signals yet | Manual · Source | |
| 5066 | Unranked | gas-fee-predictormcp · ai-agents | Provides live Ethereum and Layer-2 gas fee data, ETH price, transaction cost estimates, and optimal timing… | No signals yet | Manual · Source | |
| 5067 | Unranked | kael-thread-rebuild-mcpmcp · ai-agents | MCP server for safely continuing long Claude Code sessions by cleaning transcripts, removing runtime noise… | No signals yet | Manual · Source | |
| 5068 | Unranked | mcp-gest-o-de-tarefasmcp · ai-agents | Integra agentes de desenvolvimento ao sistema Gestão de Tarefas, permitindo gerenciar projetos, demandas… | No signals yet | Manual · Source | |
| 5069 | Unranked | estellemcp · ai-agents | Provides persistent memory for coding agents and grounds their claims by verifying against the actual… | No signals yet | Manual · Source | |
| 5070 | Unranked | review-assistmcp · ai-agents | Captures a coding agent's session into an Intent Document, enabling guided and verifiable pull-request reviews… | No signals yet | Manual · Source | |
| 5071 | Unranked | jk-mcpmcp · ai-agents | A local coding bridge that enables ChatGPT to read, edit, test, and manage Git operations on your local… | No signals yet | Manual · Source | |
| 5072 | Unranked | gabrielalmir-animagine-xlmcp · ai-agents | Provides prompt validation, optimization, and image generation tools for the Animagine XL 4.0 anime/manga… | No signals yet | Manual · Source | |
| 5073 | Unranked | deadends-devmcp · ai-agents | Helps AI agents avoid repeating known failures by providing deterministic lookup of dead ends for coding… | No signals yet | Manual · Source | |
| 5074 | Unranked | leafmemmcp · ai-agents | MCP server for LeafMem, a layered memory engine that gives AI agents persistent, scoped memory with local… | No signals yet | Manual · Source | |
| 5075 | Unranked | sitelint-auditor-mcpmcp · ai-agents | Runs WCAG accessibility, SEO, performance, and security audits on URLs or raw HTML via SiteLint Auditor… | No signals yet | Manual · Source | |
| 5076 | Unranked | manentmcp · ai-agents | MCP server that turns a git-versioned Markdown vault into a queryable memory for AI agents, providing tools… | No signals yet | Manual · Source | |
| 5077 | Unranked | first-ch-tools-mcpmcp · ai-agents | MCP server exposing First CH Tools' free web-tool logic for WCAG contrast, JP character counting, WebP… | No signals yet | Manual · Source | |
| 5078 | Unranked | convradarmcp · ai-agents | Enables conversational analysis of Google Analytics 4 data through MCP-compatible clients like Claude and… | No signals yet | Manual · Source | |
| 5079 | Unranked | agymcpmcp · ai-agents | Wraps the Antigravity CLI (agy) as an MCP server, enabling Claude Code and other MCP clients to execute AI… | No signals yet | Manual · Source | |
| 5080 | Unranked | testgraphmcp · ai-agents | TestGraph is a shared structured knowledge and review graph for AI agents. Its MCP server lets ChatGPT, Claude… | No signals yet | Manual · Source | |
| 5081 | Unranked | promptready-mcpmcp · ai-agents | Converts PDF and CSV files to Markdown from AI agents via cloud API, with browser-based Google login and saved… | No signals yet | Manual · Source | |
| 5082 | Unranked | velacumcp · ai-agents | macOS computer-use MCP server enabling AI agents to capture and interact with specific app windows via… | No signals yet | Manual · Source | |
| 5083 | Unranked | complyosmcp · ai-agents | AI-native compliance auditing engine for enterprise LMS, enabling querying compliance status, running audits… | No signals yet | Manual · Source | |
| 5084 | Unranked | agrentingmcp · ai-agents | Marketplace plugin enabling Claude Code to discover, hire, monitor, and retrieve results from remote agents… | No signals yet | Manual · Source | |
| 5085 | Unranked | thatchmcp · ai-agents | Enables many Claude Code sessions to connect to a single HTTP MCP server, be addressed by name, and receive… | No signals yet | Manual · Source | |
| 5086 | Unranked | actualbudget-mcp-servermcp · ai-agents | An MCP server for Actual Budget that enables AI agents to read and manage budget data, including accounts… | No signals yet | Manual · Source | |
| 5087 | Unranked | mdifymcp · ai-agents | Automatically converts PDF, DOCX, XLSX, and CSV files to clean markdown when read by Claude Code, reducing… | No signals yet | Manual · Source | |
| 5088 | Unranked | infinite-code-nextmcp · ai-agents | Enables AI coding agents to keep persistent, verifiable memory of a codebase, including the reasons behind… | No signals yet | Manual · Source | |
| 5089 | Unranked | aegis-governancemcp · ai-agents | Quantitative governance gate for AI agents. Six gates (risk, profit, novelty, complexity, quality, utility)… | No signals yet | Manual · Source | |
| 5090 | Unranked | visualq-mcp-servermcp · ai-agents | Enables running visual regression tests, polling results, and reading structured failure reports via MCP… | No signals yet | Manual · Source | |
| 5091 | Unranked | knowmindmcp · ai-agents | Das Agentengehirn und Langzeitgedächtnis aus Deutschland. | No signals yet | Manual · Source | |
| 5092 | Unranked | gryps-agent-mcpmcp · ai-agents | Read-only MCP server for Gryps venue state, enabling Claude to query live markets, fee schedules, funding… | No signals yet | Manual · Source | |
| 5093 | Unranked | hio-client-mcp-servermcp · ai-agents | Enables agents to interact with the Human Is Offline protocol by reading authority cards, submitting encrypted… | No signals yet | Manual · Source | |
| 5094 | Unranked | hikmahtech-drwhomemcp · ai-agents | Remote MCP server at `https://drwho.me/mcp/mcp` with 10 developer utilities: base64 encode/decode, JWT decode… | No signals yet | Manual · Source | |
| 5095 | Unranked | blogger-agent-mcpmcp · ai-agents | Enables automated multi-agent content generation, trend analysis, and travel route planning with live web… | No signals yet | Manual · Source | |
| 5096 | Unranked | chat-roommcp · ai-agents | Provides a local chat room for coordinating work across Git worktrees, coding agents (Claude, Codex), and… | No signals yet | Manual · Source | |
| 5097 | Unranked | mcp-gsc-ai-agent-carrier-class-fleetmcp · ai-agents | Enables discovery of carrier fleets, jurisdictions, and carrier cards across multiple sovereign regions using… | No signals yet | Manual · Source | |
| 5098 | Unranked | ableton-control-deckmcp · ai-agents | An MCP bridge that enables AI agents to read and control Ableton Live sessions with read-back verification… | No signals yet | Manual · Source | |
| 5099 | Unranked | pyaireadermcp · ai-agents | MCP server for safely reading public URLs for AI agents, providing tools to fetch, extract, cache, and inspect… | No signals yet | Manual · Source | |
| 5100 | Unranked | befallmcp · ai-agents | Multiplayer coordination for AI coding agents: Claude Code, Codex CLI and Cursor share one room per… | No signals yet | Manual · Source |
Score colour 3+ signals · 2 · 1Tie order: signals, last commit, starsGitHub data: or later