Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3601 | 22.524 | whdrnr2583-token-metermcp · ai-agents | Local-first token usage dashboard and MCP for Claude Code and Codex with per-tool breakdown and cost tracking. | 1 star | No one-command install · Source | |
| 3602 | 22.524 | knowledge-fabricmcp · search | An MCP-native evidence retrieval platform that ingests source material, builds lexical and vector indexes, performs hybrid retrieval, and returns… | 1 star | No one-command install · Source | |
| 3603 | 22.524 | threatweavermcp · back-end | MCP-native agentic threat investigation server that investigates IOCs across multiple threat intelligence sources, correlates findings to detect… | 1 star | No one-command install · Source | |
| 3604 | 22.524 | rainkeepermcp · back-end | Exposes the Raindrop.io API as Claude tools for managing bookmarks, collections, tags, and bulk operations, with proper collection move support. | 1 star | No one-command install · Source | |
| 3605 | 22.524 | foresightmcp · back-end | An MCP server that discovers suppliers, screens compliance and live hazards, calculates exposure, ranks alternatives, and drafts purchasing decisions… | 1 star | No one-command install · Source | |
| 3606 | 22.524 | ebpf-mcp-tracermcp · observability | Enables LLMs to safely write and run bpftrace scripts against the Linux kernel for observability, with explicit probe allowlists and execution… | 1 star | No one-command install · Source | |
| 3607 | 22.524 | polsolbridge-solana-swap-apimcp · back-end | Non-custodial crypto swaps for AI agents: Solana (Jupiter) + 7 EVM chains (KyberSwap), 1288+ assets, cross-chain routing, priority-fee oracle… | 1 star | No one-command install · Source | |
| 3608 | 22.524 | shareworker-code-review-mcpmcp · ai-agents | Deterministic code review MCP server that provides tools for file selection, rule matching, comment positioning, and reflection, ensuring stable… | 1 star | No one-command install · Source | |
| 3609 | 22.524 | system-monitormcp · observability | A secure, read-only MCP server for AI-powered system monitoring. It provides real-time OS metrics, config discovery, and safe log tailing to enable… | 1 star | No one-command install · Source | |
| 3610 | 22.524 | t-rush-mcpmcp · other | Exposes technical debt management to AI coding assistants, enabling them to find, prioritize, and resolve TODO/FIXME/BUG comments across codebases via… | 1 star | No one-command install · Source | |
| 3611 | 22.524 | regressguardmcp · back-end | RegressGuard is an MCP server that records a known-good baseline and lets AI coding agents detect regressions (broken API contracts, failing tests… | 1 star | No one-command install · Source | |
| 3612 | 22.524 | mcp-two-ai-models-communicating-servermcp · back-end | Enables two local LLMs (Qwen and Llama) to communicate via MCP, allowing one model to consult the other for second opinions or additional reasoning. | 1 star | No one-command install · Source | |
| 3613 | 22.524 | web-scrapemcp · browser | Enables scraping and fetching websites with protection handling like Cloudflare and captchas, via an MCP interface. | 1 star | No one-command install · Source | |
| 3614 | 22.524 | mcp-golang-servermcp · back-end | Provides Go language tools for LLMs to analyze, test, and format Go code. | 1 star | No one-command install · Source | |
| 3615 | 22.524 | x402-mcpmcp · ai-agents | MCP server bringing 100+ x402-paid APIs to AI agents (Claude, Cursor, MCP-aware clients). Auto-discovers tools from CDP Bazaar; handles USDC… | 1 star | No one-command install · Source | |
| 3616 | 22.524 | sinores-openmcp · database | A self-hosted WhatsApp gateway that exposes messaging capabilities via MCP, allowing AI agents to send, receive, and manage WhatsApp messages through… | 1 star | No one-command install · Source | |
| 3617 | 22.524 | mcp-pearmcp · ai-agents | Read-only MCP server for Pear Protocol that gives Claude access to markets, pair ratios, positions, orders, trade history, and portfolio. | 1 star | No one-command install · Source | |
| 3618 | 22.524 | genomefy-mcp-servermcp · back-end | Provides a local context-memory layer for AI assistants, enabling retrieval-augmented queries, explanations, feedback, and status checks via MCP… | 1 star | No one-command install · Source | |
| 3619 | 22.524 | oceanum-mcpmcp · search | Enables AI assistants to search, query, and manage ocean/environmental datasets from the Oceanum platform, and to read, write, and delete files in… | 1 star | No one-command install · Source | |
| 3620 | 22.524 | itechsmart-mcp-servermcp · back-end | Enables AI agents to verify cryptographic ProofLink receipts, query UAIO platform status, and simulate infrastructure attacks, providing autonomous IT… | 1 star | No one-command install · Source | |
| 3621 | 22.524 | valta-mcpmcp · ai-agents | An MCP server for Valta that exposes financial governance tools for AI agents, including spend authorization and audit trail via MCP-compatible… | 1 star | No one-command install · Source | |
| 3622 | 22.524 | inktomd-mcp-servermcp · ai-agents | Convert any file or URL to clean AI-ready Markdown directly from Claude, Claude Code, Cursor, or any MCP-compatible AI agent. | 1 star | No one-command install · Source | |
| 3623 | 22.524 | hyperxosist-agentmcp · ai-agents | MCP server for noise-reduced X (Twitter) search planning and Feedback-to-Fix engineering handoffs. Enables AI agents to generate structured search… | 1 star | No one-command install · Source | |
| 3624 | 22.524 | console-censorcheckermcp · other | Batch tcping probe & Censor checker | 1 star | No one-command install · Source | |
| 3625 | 22.524 | golf-coachmcp · other | Analyzes your Trackman golf data to diagnose weaknesses and generate personalized practice plans with drills and progress tracking, acting as a… | 1 star | No one-command install · Source | |
| 3626 | 22.524 | leaf76-lazy-mobilemcp · observability | Local Android and iOS mobile automation with performance telemetry via ADB, simctl, devicectl, and WebDriverAgent. | 1 star | No one-command install · Source | |
| 3627 | 22.524 | lazy-mobile-mcpmcp · ai-agents | Local MCP server for Android and iOS mobile automation and performance telemetry, enabling device control (screenshot, tap, swipe, input, app launch)… | 1 star | No one-command install · Source | |
| 3628 | 22.524 | amazfit-mcpmcp · observability | Enables Claude to analyze training data from spreadsheets and Amazfit watches, providing insights on strength progression, running metrics, recovery… | 1 star | No one-command install · Source | |
| 3629 | 22.524 | rubric-protocol-mcp-servermcp · back-end | Enables AI compliance attestation and verification for EU AI Act, HIPAA, and other regulations, with tools for signing, proving, and anchoring AI… | 1 star | No one-command install · Source | |
| 3630 | 22.524 | rubric-protocolmcp · other | AI compliance attestation with post-quantum cryptography and blockchain anchoring — generate signed records of AI decisions for EU AI Act, HIPAA, and… | 1 star | No one-command install · Source | |
| 3631 | 22.524 | keywardmcp · back-end | Enables AI agents to securely use API keys by storing them in an encrypted vault and injecting them on demand with user approval, without exposing the… | 1 star | No one-command install · Source | |
| 3632 | 22.524 | fearnation-mcpmcp · search | An MCP server that searches the fearnation.club news archive at item-level granularity, supporting full-text search, post retrieval, recent listing… | 1 star | No one-command install · Source | |
| 3633 | 22.524 | holosophy-mcpmcp · search | Enables AI agents to query a cross-disciplinary knowledge graph covering metaphysics, quantum physics, astronomy, and historical geography, with… | 1 star | No one-command install · Source | |
| 3634 | 22.524 | lab-opsmcp · back-end | MCP server that converts SSH operations on training servers into AI-callable tools for GPU monitoring, job submission, file transfer, and more. | 1 star | No one-command install · Source | |
| 3635 | 22.524 | grec0-mcp-secure-env-elicitmcp · back-end | A secure wrapper that launches other MCP servers, replacing environment secrets with placeholders and eliciting them via an encrypted browser form… | 1 star | No one-command install · Source | |
| 3636 | 22.524 | basescopemcp · back-end | basescope is a read-only onchain safety layer for AI agents: it answers "is this token/contract/approval safe?" on Base and EVM chains (honeypot/rug… | 1 star | No one-command install · Source | |
| 3637 | 22.524 | firstreply-mcp-servermcp · back-end | Exposes FirstReply customer support operations as MCP tools, enabling AI assistants to browse conversations, draft replies, manage API keys, and… | 1 star | No one-command install · Source | |
| 3638 | 22.524 | qt-mcpmcp · back-end | A local stdio MCP server that wraps Qt 5.14.2 + MinGW toolchain into Python tools, enabling AI assistants to scaffold, build, run, test, format… | 1 star | No one-command install · Source | |
| 3639 | 22.524 | cloudmusic-desktop-mcpmcp · search | Controls the official NetEase Cloud Music desktop client on Windows, enabling AI to search, play, manage queues, and adjust playback settings via a… | 1 star | No one-command install · Source | |
| 3640 | 22.524 | mcp-textbrowsermcp · browser | A text-first headless browser MCP server that extracts DOM and OCR text from web pages, offering a cheaper alternative to screenshot-based browsing by… | 1 star | No one-command install · Source | |
| 3641 | 22.524 | jlcpcb-skill-mcpmcp · back-end | An MCP server that picks JLCPCB/LCSC parts for KiCad circuits with assembly cost in mind, automating part selection, stock risk checks, and… | 1 star | No one-command install · Source | |
| 3642 | 22.524 | aura-mnemosmcp · ai-agents | A persistent-memory MCP server for AI agents with an honest health endpoint that survives its store dying. | 1 star | No one-command install · Source | |
| 3643 | 22.524 | corpus-kbmcp · search | Local end-to-end RAG system for agentic code editors, exposing retrieval-augmented generation via MCP to any compatible client. | 1 star | No one-command install · Source | |
| 3644 | 22.524 | charlie-workmcp · github-vcs | Scans a repository for maintenance toil (flaky tests, expiring certificates, TODO rot, dead flags, etc.) and returns a prioritized queue with a credit… | 1 star | No one-command install · Source | |
| 3645 | 22.524 | agentboardmcp · ai-agents | A local task tracker with Kanban board and MCP server for AI agents, enabling task management via markdown files and providing tools for agents to… | 1 star | No one-command install · Source | |
| 3646 | 22.524 | visual-inspector-mcpmcp · browser | An MCP server that enables AI assistants to visually inspect and interact with rendered web pages via a persistent headless Chromium browser… | 1 star | No one-command install · Source | |
| 3647 | 22.524 | codex-seomcp · back-end | Provides SEO audits, crawling, performance analysis, and deployment management for web projects via a stdio MCP server. | 1 star | No one-command install · Source | |
| 3648 | 22.524 | design-dna-mcpmcp · front-end | Extracts reusable UI patterns from websites into a searchable library using Playwright and Claude, enabling natural-language queries like 'find… | 1 star | No one-command install · Source | |
| 3649 | 22.524 | vibe-launchmcp · back-end | Enables AI tools like Claude Code to deploy projects to multiple servers via SSH with zero installation on target machines. Supports server… | 1 star | No one-command install · Source | |
| 3650 | 22.524 | playmetrics-mcpmcp · ai-agents | Read-only MCP server for the PlayMetrics youth-sports club management platform, enabling AI agents to query clubs, teams, players, schedules… | 1 star | No one-command install · Source | |
| 3651 | 22.524 | storymappermcp · ai-agents | A User Story Map and Kanban board that a human and an AI coding agent plan together in real time via MCP, with live bidirectional sync and governance… | 1 star | No one-command install · Source | |
| 3652 | 22.524 | blockchainacademics-mcpmcp · ai-agents | An MCP server offering 99 tools for AI agents to access crypto editorial content, market data, on-chain analytics, sentiment, and proprietary… | 1 star | No one-command install · Source | |
| 3653 | 22.524 | vastai-mcpmcp · back-end | MCP server that wraps the Vast.ai REST API to enable LLM agents to search GPU marketplace, rent machines, manage instance lifecycle, run commands, and… | 1 star | No one-command install · Source | |
| 3654 | 22.524 | vehicle-imagery-mcp-servermcp · back-end | A Model Context Protocol server for the Vehicle Imagery API that lets AI assistants browse vehicle catalogs and resolve studio quality car images with… | 1 star | No one-command install · Source | |
| 3655 | 22.524 | codex-browsermcp · auth | Enables Codex to control a visible Chromium browser via MCP tools for navigation, page inspection, and interaction, while keeping sensitive steps like… | 1 star | No one-command install · Source | |
| 3656 | 22.524 | robot-tool-mcpmcp · other | Provides an MCP interface to the ROBOT command-line tool for OWL ontology editing, enabling operations like merging, reasoning, and conversion via… | 1 star | No one-command install · Source | |
| 3657 | 22.524 | agentmailboxmcp · back-end | Enables AI agents to maintain persistent context across sessions, restarts, and handoffs through a mailbox-based context sync protocol, compatible… | 1 star | No one-command install · Source | |
| 3658 | 22.524 | selectel-mcpmcp · ai-agents | An MCP server that gives an AI agent controlled access to a Selectel cloud account: OpenStack cloud servers, S3 object storage, and account billing. | 1 star | No one-command install · Source | |
| 3659 | 22.524 | routara-mcp-servermcp · back-end | Enables calling 48+ LLMs, image, and video models through Routara's API from Cursor, Claude Desktop, Windsurf, and other MCP clients. Supports chat… | 1 star | No one-command install · Source | |
| 3660 | 22.524 | confluence-wiki-mcp-servermcp · back-end | MCP server for fetching Confluence Wiki content, including pages, search, attachments, comments, and references, with automatic authentication via a… | 1 star | No one-command install · Source | |
| 3661 | 22.524 | freya-mcp-servermcp · ai-agents | A powerful filesystem MCP server for AI agents with extensive system access, including filesystem operations, shell execution, Windows tools, reverse… | 1 star | No one-command install · Source | |
| 3662 | 22.524 | spector-agent-mcpmcp · ai-agents | AI-first WebGL 1/2 debugging MCP server that attaches to Chrome via CDP, enables frame capture and diagnostic analysis, and collaborates with Chrome… | 1 star | No one-command install · Source | |
| 3663 | 22.524 | neoom-beaam-mcp-servermcp · back-end | Enables AI assistants to monitor and control neoom BEAAM energy management systems, including solar production, battery, grid power, and device… | 1 star | No one-command install · Source | |
| 3664 | 22.524 | threadworkmcp · ai-agents | A multi-agent collaboration tool for Claude Code that supports hot-swappable role YAML, persistent memory with SQLite and FTS5, and step-level replay… | 1 star | No one-command install · Source | |
| 3665 | 22.524 | home-memo-mcpmcp · search | Enables searching personal knowledge notes stored in markdown files via MCP, using Cloudflare AI Search for RAG and secured with Cloudflare Access. | 1 star | No one-command install · Source | |
| 3666 | 22.524 | loupe-mcpmcp · front-end | Turns product feedback pinned to a live UI into an actionable backlog for Claude Code — list comments, open one with its target element's HTML… | 1 star | No one-command install · Source | |
| 3667 | 22.524 | codebase-analysermcp · search | Enables AI agents and IDEs to ingest and search code repositories using hybrid retrieval (dense + sparse) with exact line-level citations for precise… | 1 star | No one-command install · Source | |
| 3668 | 22.524 | data-science-mcpmcp · other | Enables time-series analysis and forecasting through a structured tool catalogue, including data loading, quality repair, diagnostics, and forecasting… | 1 star | No one-command install · Source | |
| 3669 | 22.524 | openrct2-mcpmcp · ai-agents | Bridges a running OpenRCT2 game to AI agents, enabling them to read park state, optimize parks, and build roller coasters. | 1 star | No one-command install · Source | |
| 3670 | 22.524 | dxn1-audio-ai-toolmcp · ai-agents | AI-powered music production toolkit enabling AI agents to generate, remix, separate stems, master tracks, and control DAWs via MCP. | 1 star | No one-command install · Source | |
| 3671 | 22.524 | garmin-mcp-bridgemcp · ai-agents | Brings Garmin training data into Claude via Intervals.icu, enabling querying of activities, wellness, and planned workouts, as well as creating… | 1 star | No one-command install · Source | |
| 3672 | 22.524 | yandex-marketing-mcpmcp · observability | MCP server for managing Yandex Direct advertising, Yandex Metrica analytics, Wordstat keyword research, and Yandex Webmaster SEO tools, with… | 1 star | No one-command install · Source | |
| 3673 | 22.524 | umami-mcp-servermcp · ai-agents | An MCP server that gives Claude read access to Umami web analytics, allowing natural language queries for stats, breakdowns, pageview trends, live… | 1 star | No one-command install · Source | |
| 3674 | 22.524 | infinihash-kyt-mcpmcp · ai-agents | MCP server for Infinihash KYT providing real-time blockchain transaction monitoring, sanctions screening, and SAR generation. It enables… | 1 star | No one-command install · Source | |
| 3675 | 22.524 | infinihash-kytmcp · other | Blockchain compliance tools for wallet screening, OFAC sanctions, and SAR draft generation. | 1 star | No one-command install · Source | |
| 3676 | 22.524 | copamind-mcpmcp · observability | Enables interaction with the CopaMind platform via MCP, exposing read-only and write tools for querying match predictions, Monte Carlo simulations… | 1 star | No one-command install · Source | |
| 3677 | 22.524 | sloplesscodemcp · ai-agents | Provides operational continuity for AI coding agents, preserving task state, decisions, checkpoints, and project context across sessions and model… | 1 star | No one-command install · Source | |
| 3678 | 22.524 | mnemoforgemcp · ai-agents | Provides operational continuity for AI coding agents, preserving task state, decisions, checkpoints, and project context across sessions and model… | 1 star | No one-command install · Source | |
| 3679 | 22.524 | investsights-indian-stock-research-mcpmcp · other | Enables AI assistants to perform deep Indian stock research with fundamentals, forensic scores, DCF valuation, screening, and news for 6000+ NSE/BSE… | 1 star | No one-command install · Source | |
| 3680 | 22.524 | khiipmcp · back-end | Local-first MCP server that captures web URLs (X, Reddit, YouTube, Wikipedia, articles) as typed data + Markdown into a self-hosted… | 1 star | No one-command install · Source | |
| 3681 | 22.524 | claude-tradingview-mcpmcp · ai-agents | An MCP server that lets Claude analyze your TradingView charts by reading the window and taking screenshots, with no write tools or trade execution. | 1 star | No one-command install · Source | |
| 3682 | 22.524 | apple-image-mcpmcp · back-end | On-device AI image generation for macOS with 17 tools and zero API keys, combining Apple Intelligence and Pollinations for stylized and photorealistic… | 1 star | No one-command install · Source | |
| 3683 | 22.524 | mcp-jobsearchmcp · ai-agents | Personal job posting management MCP server that fetches job postings from multiple Korean job sites and stores them for LLM analysis, enabling… | 1 star | No one-command install · Source | |
| 3684 | 22.524 | bearier-mcpmcp · database | Bearier MCP lets two desktop AI agents collaborate asynchronously through a shared local task queue — no API keys, no IDE, no cloud. Just one SQLite… | 1 star | No one-command install · Source | |
| 3685 | 22.524 | resume-repo-syncmcp · github-vcs | A local MCP server that generates bullet points for resume project experience from GitHub repository signals, merges them into a PDF resume, and… | 1 star | No one-command install · Source | |
| 3686 | 22.524 | pok-wallet-mcpmcp · back-end | Vision-guided Pokémon TCG card identification server that matches exact printings using visual evidence and marketplace data. | 1 star | No one-command install · Source | |
| 3687 | 22.524 | mysql-mcp-promcp · database | A production-grade MySQL MCP Server that enables AI assistants to securely and efficiently operate MySQL databases through a standardized protocol. | 1 star | No one-command install · Source | |
| 3688 | 22.524 | custom-fabric-mcpmcp · back-end | An MCP server that provides AI-powered, governed access to Microsoft Fabric data assets with 16 tools for querying, schema discovery, knowledge… | 1 star | No one-command install · Source | |
| 3689 | 22.524 | sshcode-mcpmcp · back-end | An MCP server that enables AI assistants to perform development operations on remote servers via SSH, including executing commands, managing files… | 1 star | No one-command install · Source | |
| 3690 | 22.524 | wazuh-mcp-socmcp · ai-agents | Enables natural-language security operations by connecting Wazuh SIEM to Claude Desktop via MCP, allowing querying of alerts, agents, vulnerabilities… | 1 star | No one-command install · Source | |
| 3691 | 22.524 | t-rkiye-vergi-mcpmcp · payments | Enables Turkish tax research, calculation, and document management using official GİB resources, including legislation search, tax computation… | 1 star | No one-command install · Source | |
| 3692 | 22.524 | langmuir-probe-mcpmcp · back-end | MCP server for Langmuir probe IV curve analysis, offering 21 tools for preprocessing, feature extraction, mode detection, and visualization of… | 1 star | No one-command install · Source | |
| 3693 | 22.524 | photo-shoot-plannermcp · ai-agents | A Claude-compatible MCP server for planning both outdoor photography trips and professional photoshoot productions, with tools for location scouting… | 1 star | No one-command install · Source | |
| 3694 | 22.524 | lg-tv-mcpmcp · ai-agents | Turns AI assistants like Claude and ChatGPT into a remote control for LG webOS smart TVs, enabling power control, volume, app launching, input… | 1 star | No one-command install · Source | |
| 3695 | 22.524 | kiubi-local-mcpmcp · ai-agents | Local MCP server for Kiubi graphic theme integration, exposing tools for documentation, theme introspection, and static file validation to AI agents… | 1 star | No one-command install · Source | |
| 3696 | 22.524 | aetherforgemcp · ai-agents | An AI-native game engine MCP server that enables AI agents to create, modify, and run games using 53 tools for scene creation, physics, audio, 3D… | 1 star | No one-command install · Source | |
| 3697 | 22.524 | alpha-forge-mcpmcp · ai-agents | The MCP server for AlphaForge — the agent-native quant CLI: write strategies in JSON, optimize with Optuna TPE, validate with walk-forward, export to… | 1 star | No one-command install · Source | |
| 3698 | 22.524 | ai-router-mcp-servermcp · ai-agents | Enables Claude Code to analyze images using multiple visual models (Kimi, OpenAI, etc.) and summarize results with DeepSeek. Supports dynamic… | 1 star | No one-command install · Source | |
| 3699 | 22.524 | krita-codex-mcpmcp · back-end | A Windows-first local MCP server that lets Codex inspect and control Krita through a small, authenticated bridge. | 1 star | No one-command install · Source | |
| 3700 | 22.524 | leadsheetmcp · ai-agents | Enables Claude to compose real music from chord-symbol descriptions into MIDI files and audio previews, with musicology cross-checks on every chord. | 1 star | 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.