Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2401 | 22.557 | yarrowmcp · back-end | An I-Ching oracle MCP server for casting hexagrams, looking up bilingual classical sources, and generating grounded Wilhelm/Baynes-style reflections. | 1 star | No one-command install · Source | |
| 2402 | 22.557 | windowspc-mcpmcp · browser | Gives AI agents their own virtual display on Windows, enabling isolated clicking, typing, and screenshots without interfering with the user's desktop. | 1 star | No one-command install · Source | |
| 2403 | 22.557 | usenami-mcpmcp · payments | Perp-first funding rate & RWA spread data for AI agents. 30+ CEX/DEX venues, 6 tools (4 x402-paywalled, 2 free), bring-your-own-wallet via Base… | 1 star | No one-command install · Source | |
| 2404 | 22.557 | kubeleashmcp · ai-agents | A local MCP server for Kubernetes that applies RBAC-style, context-scoped access control to constrain AI agents, with tools for common Kubernetes… | 1 star | No one-command install · Source | |
| 2405 | 22.557 | mcp-docupletemcp · back-end | Docuplete automates document completion for businesses — PDF templates, client interview forms, and e-signatures in one platform. The MCP server lets… | 1 star | No one-command install · Source | |
| 2406 | 22.557 | aslam-devloper-engrammcp · ai-agents | Persistent memory system for AI tools that preserves project knowledge, rules, and skills across sessions. | 1 star | No one-command install · Source | |
| 2407 | 22.557 | paladin-swapmcp · ai-agents | Multi-aggregator DeFi swap routing for AI agents on Base with non-custodial execution. | 1 star | No one-command install · Source | |
| 2408 | 22.557 | mobile-automator-mcp-servermcp · ai-agents | An MCP server that gives AI agents the power to record, replay, and mock mobile app interactions — combining Maestro UI automation with Proxyman… | 1 star | No one-command install · Source | |
| 2409 | 22.557 | jon2allen-command-shellmcp · back-end | Provides secure shell command execution, directory navigation, and interactive program automation with configurable safety controls and file access… | 1 star | No one-command install · Source | |
| 2410 | 22.557 | veeemlab-itglue-mcpmcp · back-end | An MCP server for IT Glue that provides 56 tools for managing organizations, configurations, passwords, documents, flexible assets, contacts… | 1 star | No one-command install · Source | |
| 2411 | 22.557 | bartonguestier1725-collab-scout-mcpmcp · search | Multi-source search across code registries (GitHub, npm, PyPI), academic indexes (arXiv, Semantic Scholar), social platforms (HN, Reddit, X), and… | 1 star | No one-command install · Source | |
| 2412 | 22.557 | engram-3mcp · ai-agents | Engram is an epistemic engine that provides persistent, confidence-ranked memory with contradiction detection and autonomous learning, enabling AI… | 1 star | No one-command install · Source | |
| 2413 | 22.557 | tdarr-mcpmcp · back-end | MCP server for interacting with Tdarr, a distributed transcoding system. Provides 21 tools for monitoring workers, managing flows, and controlling… | 1 star | No one-command install · Source | |
| 2414 | 22.557 | foundersignalmcp · ai-agents | Ask Claude what SaaS ideas are worth building. Aggregates revenue data, growth signals and pain points from AppSumo, TrustMRR, Product Hunt, Indie… | 1 star | No one-command install · Source | |
| 2415 | 22.557 | playidea-lab-pcqmcp · ai-agents | Agent-operable ML experiment contract (cq.yaml + JSON contracts) with a built-in MCP server exposing 14 tools… | 1 star | No one-command install · Source | |
| 2416 | 22.557 | chrisbusbin-pixel-prop-firm-deal-findermcp · other | Enables AI assistants to query live discount codes and compare funded trading challenges across 19+ prop firms. | 1 star | No one-command install · Source | |
| 2417 | 22.557 | letmediffmcp · ai-agents | A review handoff tool for agent-driven coding sessions that captures worktree diffs, creates shareable review URLs, and streams reviewer feedback back… | 1 star | No one-command install · Source | |
| 2418 | 22.557 | recruiter-roles-job-board-and-salary-reportsmcp · search | Search Recruiter Roles: live recruiter jobs, companies, sectors, locations, and market stats. | 1 star | No one-command install · Source | |
| 2419 | 22.557 | grpc-invoke-mcpmcp · back-end | An MCP server for calling gRPC methods from AI agents, enabling them to inspect gRPC APIs and invoke unary RPCs using server reflection or local… | 1 star | No one-command install · Source | |
| 2420 | 22.557 | mcp-relay-kitmcp · back-end | A unified MCP gateway that reduces context token usage by exposing all services through just two tools (search and execute), supporting built-in… | 1 star | No one-command install · Source | |
| 2421 | 22.557 | maorfr-registrymcp · back-end | Provides a bridge to the MCP Registry service for checking server health, listing entries, retrieving details, and publishing new server… | 1 star | No one-command install · Source | |
| 2422 | 22.557 | localgym-mcp-servermcp · back-end | Read-only MCP server for searching, comparing, and recommending UK gyms using the public LocalGym Agent API. | 1 star | No one-command install · Source | |
| 2423 | 22.557 | avansaber-tailtest-clinemcp · ai-agents | Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug /… | 1 star | No one-command install · Source | |
| 2424 | 22.557 | clarik-mcp-servermcp · ai-agents | Clarity and memory for Claude. Persistent memory, intelligent context ranking, safety modes, and session checkpoints for Claude Desktop & Claude Code… | 1 star | No one-command install · Source | |
| 2425 | 22.557 | cdisc-sdtm-validator-mcpmcp · other | Validates CDISC SDTM datasets against SDTMIG 3.4 specifications, offering tools for required variables, controlled terminology, and full dataset… | 1 star | No one-command install · Source | |
| 2426 | 22.557 | ebay-mcpmcp · back-end | MCP server for eBay buyer-side workflows enabling search, watch, bid, buy, and management of MyeBay via a hybrid REST and Trading API stack. | 1 star | No one-command install · Source | |
| 2427 | 22.557 | anomalyarmormcp · observability | MCP server for AnomalyArmor data observability — monitor data quality, detect schema drift, and manage alerts from your AI assistant. | 1 star | No one-command install · Source | |
| 2428 | 22.557 | mcp-console-hubmcp · browser | Streams browser DevTools console, network, storage, and performance data to your IDE's AI agent for real-time debugging and analysis. | 1 star | No one-command install · Source | |
| 2429 | 22.557 | leekangbum-networklytics-mcpmcp · back-end | YouTube comment social network analysis (SNA): influencer centrality ranking, community detection (Louvain), sentiment analysis, and public JSON API… | 1 star | No one-command install · Source | |
| 2430 | 22.557 | vibie-mcpmcp · auth | Deploy HTML folders to vibie.page from Claude or Cursor with OAuth authentication and automatic updates. | 1 star | No one-command install · Source | |
| 2431 | 22.557 | bulkrender-mcpmcp · ai-agents | MCP server for BulkRender — generate bulk DOCX and PDF documents from Claude, Cursor, Windsurf, and any MCP-compatible AI assistant | 1 star | No one-command install · Source | |
| 2432 | 22.557 | ayo-nci-bulkrendermcp · back-end | MCP server for generating DOCX and PDF documents from templates via the BulkRender API. | 1 star | No one-command install · Source | |
| 2433 | 22.557 | arifur9993-attendance-engine-mcpmcp · other | Workforce attendance, overtime, overnight shifts, rotating rosters, and California wage-and-hour compliance (Labor Code §§ 226.7, 512; Donohue v… | 1 star | No one-command install · Source | |
| 2434 | 22.557 | carbonomcp · front-end | Enables AI to generate images by describing them with HTML using Tailwind CSS and DaisyUI, which are rendered to PNG images. | 1 star | No one-command install · Source | |
| 2435 | 22.557 | voxell-forge-mcpmcp · back-end | MCP server for Forge's hosted text-embedding API, providing tools to embed text into vectors and list available models. | 1 star | No one-command install · Source | |
| 2436 | 22.557 | agoradigest-mcpmcp · ai-agents | MCP server that connects your AgoraDigest A2A agent to MCP-compatible clients, enabling drive of agent actions like sending DMs, checking inbox… | 1 star | No one-command install · Source | |
| 2437 | 22.557 | rusty4444-changedetectionmcp · observability | Monitors websites and tracks change history via ChangeDetection.io through MCP. | 1 star | No one-command install · Source | |
| 2438 | 22.557 | changedetection-mcpmcp · ai-agents | An MCP server that gives AI agents native access to ChangeDetection.io, enabling watch management, change history, and tag organization for website… | 1 star | No one-command install · Source | |
| 2439 | 22.557 | playwright-screenshotmcp · browser | Enables webpage screenshot capture using Playwright and CDP to connect with remote Chrome instances for visual testing and content analysis | 1 star | No one-command install · Source | |
| 2440 | 22.557 | uswds-mcpmcp · front-end | Provides AI coding tools with structured access to U.S. Web Design System components, patterns, templates, and accessibility guidance for building… | 1 star | No one-command install · Source | |
| 2441 | 22.557 | zmanim-mcp-servermcp · back-end | A comprehensive MCP server for calculating Jewish prayer times (zmanim) using the python-zmanim library, supporting multiple halachic opinions and… | 1 star | No one-command install · Source | |
| 2442 | 22.557 | ariroffe72-zmanimmcp · other | Calculates Jewish prayer times for any global location | 1 star | No one-command install · Source | |
| 2443 | 22.557 | ibkr-mcp-server-2mcp · back-end | Enables interaction with Interactive Brokers through the TWS API for account management, market data, contract resolution, and order placement, with… | 1 star | No one-command install · Source | |
| 2444 | 22.557 | cutpro-mcpmcp · back-end | MCP server exposing the full CutPro v1 API as 34 tools for AI clients — analyze videos, submit clipping jobs, manage clips, render, and publish posts… | 1 star | No one-command install · Source | |
| 2445 | 22.557 | jorkal-nft-mcpmcp · payments | MCP server for Solana NFT market data via Magic Eden. Paid with x402 USDC micropayments. | 1 star | No one-command install · Source | |
| 2446 | 22.557 | gh-srivastsh-bay-area-transitmcp · back-end | Real-time BART and SF Muni transit data via hosted Cloudflare Workers endpoints. | 1 star | No one-command install · Source | |
| 2447 | 22.557 | comet-ml-mcp-servermcp · back-end | Enables interaction with Comet ML's experiment tracking platform through the Model Context Protocol, providing tools for experiment management… | 1 star | No one-command install · Source | |
| 2448 | 22.557 | davidweb3-git-enhancedmcp · github-vcs | Enhanced Git operations for AI coding assistants including code review, commit history analysis, and branch management tools. | 1 star | No one-command install · Source | |
| 2449 | 22.557 | intentions-mcp-servermcp · back-end | Provides AI agents with personalized timing intelligence by scoring decisions (0-100) against a user's energy profile and the Five Elements framework… | 1 star | No one-command install · Source | |
| 2450 | 22.557 | eyupcanakman-gsc-rsmcp · search | Fast single-binary Google Search Console integration with 21 tools for analytics, inspection, sitemaps, and indexing. | 1 star | No one-command install · Source | |
| 2451 | 22.557 | logiwa-mcp-servermcp · back-end | An MCP server for the Logiwa IO (WMS) API that lets MCP clients work with warehouse data through tools for products, inventory, orders, and reports. | 1 star | No one-command install · Source | |
| 2452 | 22.557 | supernote-mcpmcp · ai-agents | Enables AI agents to interact with Ratta Supernote e-ink tablets over Wi-Fi, allowing live screen capture, reading and rendering of handwriting notes… | 1 star | No one-command install · Source | |
| 2453 | 22.557 | tbird-mcpmcp · search | Reads and searches Thunderbird mail from local mbox files and sends mail via SMTP using auto-discovered identities, filing copies in Thunderbird's… | 1 star | No one-command install · Source | |
| 2454 | 22.557 | wpfpilot-mcpmcp · ai-agents | MCP server for AI agents to automate Windows WPF apps with semantic UI Automation selectors, screenshots, recording, and FlaUI test generation. | 1 star | No one-command install · Source | |
| 2455 | 22.557 | tshark-mcpmcp · back-end | An MCP server that exposes TShark as tools for AI-assisted network packet analysis, supporting PCAP analysis, live capture, TLS decryption, and… | 1 star | No one-command install · Source | |
| 2456 | 22.557 | mailboxvalidator-mcp-mailboxvalidatormcp · comms | Validates email addresses to reduce email bounces during marketing campaigns. | 1 star | No one-command install · Source | |
| 2457 | 22.557 | wealthsimple-help-center-mcpmcp · search | Enables AI agents to search, browse, and retrieve articles from the Wealthsimple Help Center via 7 typed tools (search, taxonomy, article retrieval)… | 1 star | No one-command install · Source | |
| 2458 | 22.557 | mcp-session-insightmcp · ai-agents | Enables AI assistants to query and analyze past Claude Code sessions, providing structured insights like file changes, decisions, errors, and git… | 1 star | No one-command install · Source | |
| 2459 | 22.557 | baidu-pan-mcp-servermcp · back-end | A development guide and reference implementation for building a custom Baidu Netdisk MCP server, enabling AI assistants to manage files and shares on… | 1 star | No one-command install · Source | |
| 2460 | 22.557 | flightdbmcp · observability | FlightDB aggregates flight data from ADS-B Exchange, one of the largest unfiltered ADS-B data sources, combined with official aircraft registry… | 1 star | No one-command install · Source | |
| 2461 | 22.557 | semhoodmcp · search | AST-aware semantic code search engine for AI agents, enabling code retrieval by intent with call-graph context and optional LLM enrichment. | 1 star | No one-command install · Source | |
| 2462 | 22.557 | onlinecybertools-mcpmcp · ai-agents | MCP server that lets AI agents use the Online Cyber Tools catalogue as a set of native MCP tools. | 1 star | No one-command install · Source | |
| 2463 | 22.557 | nikhilntmcp · ai-agents | Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates. | 1 star | No one-command install · Source | |
| 2464 | 22.557 | terminal-x-mcpmcp · ai-agents | Terminal\[X]MCP is a Model Context Provider (MCP) server that enables intelligent terminal automation through a multi-agent system with distributed… | 1 star | No one-command install · Source | |
| 2465 | 22.557 | contextcrumbmcp · ai-agents | ContextCrumb compresses long text, local files, and MCP catalog descriptions into denser context for LLM agents. It helps agents load more useful… | 1 star | No one-command install · Source | |
| 2466 | 22.557 | monomyth-development-la-forgemcp · browser | Provides pixel-perfect visual debugging for CSS development by capturing screenshots, comparing against baselines, detecting visual differences, and… | 1 star | No one-command install · Source | |
| 2467 | 22.557 | hermes-mcp-servermcp · back-end | Bridges MCP-compatible AI clients to over 100 Hermes Agent skills for web browsing, file management, code execution, GitHub operations, and more. | 1 star | No one-command install · Source | |
| 2468 | 22.557 | jlcpcb-mcpmcp · back-end | MCP server for JLCPCB/LCSC component search, live stock and pricing, datasheets, and PCB/3D printing ordering via authenticated API. | 1 star | No one-command install · Source | |
| 2469 | 22.557 | vvvessemcp · ai-agents | ESSE (Existence Synchronization System Entity) — a meta-agent MCP server that fuses 2–5 AI agents into one unified mind. Supports 3 fusion modes… | 1 star | No one-command install · Source | |
| 2470 | 22.557 | fuyouai-email-mcpmcp · comms | 通过IMAP和SMTP协议实现邮箱读写操作，支持腾讯企业邮箱，可收发邮件、管理文件夹和搜索邮件。 | 1 star | No one-command install · Source | |
| 2471 | 22.557 | healow-mcp-servermcp · back-end | An MCP server that wraps the eClinicalWorks / healow FHIR R4 API so an MCP client (e.g. Claude Desktop) can read patient clinical data from one or… | 1 star | No one-command install · Source | |
| 2472 | 22.557 | usdd-analytics-mcpmcp · observability | Provides 14 read-only tools to query USDD stablecoin protocol data across TRON, Ethereum, and BSC, enabling AI agents to fetch supply, APY… | 1 star | No one-command install · Source | |
| 2473 | 22.557 | fittin-mcpmcp · other | Enables startup protection checks directly from your editor, analyzing clone risk, defensibility, and patentable features in about 2 minutes. | 1 star | No one-command install · Source | |
| 2474 | 22.557 | mssql-mcp-server-pythonmcp · database | A read-only MCP server for MS SQL Server, written in Python. Lets AI agents query your database safely — no writes, no stored procedures, no shell… | 1 star | No one-command install · Source | |
| 2475 | 22.557 | mcp-officegestmcp · back-end | Exposes a curated subset of the Officegest API v2 (22 CRUD tools) for managing clients, sales, and stock to AI clients like Claude Code and Claude… | 1 star | No one-command install · Source | |
| 2476 | 22.557 | search-docsmcp · search | Enables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval. | 1 star | No one-command install · Source | |
| 2477 | 22.557 | aap-mcp-servermcp · ai-agents | Enterprise-grade MCP server exposing Ansible Automation Platform 2.x as a complete AI interface for LLMs, enabling natural language management of… | 1 star | No one-command install · Source | |
| 2478 | 22.557 | memex-2mcp · ai-agents | A production-grade persistent memory service for AI agents. Agents forget everything between sessions by default — memex fixes that. It stores… | 1 star | No one-command install · Source | |
| 2479 | 22.557 | likidodefi-riskstate-mcpmcp · ai-agents | Deterministic risk governance for crypto trading agents. 5-level policy engine with position sizing, leverage limits, and trade blocking. BTC + ETH. | 1 star | No one-command install · Source | |
| 2480 | 22.557 | zhowe-designs-relaymcp · front-end | Self-hosted session relay for sharing threads across Claude Code, Cowork, and Claude.ai. | 1 star | No one-command install · Source | |
| 2481 | 22.557 | relay-mcpmcp · comms | Self-hosted session relay for Claude enabling shared message threads across multiple Claude surfaces like Code, Chat, and Cowork, allowing seamless… | 1 star | No one-command install · Source | |
| 2482 | 22.557 | sgasser-draft-reviewmcp · browser | Opens a local browser-based review window for editing, approving, or rejecting AI-generated drafts before they are sent to their destination. | 1 star | No one-command install · Source | |
| 2483 | 22.557 | draft-mcp-servermcp · back-end | Enables AI assistants to draft content such as PR descriptions, tickets, or messages, with a review window for live preview, editing, and approval… | 1 star | No one-command install · Source | |
| 2484 | 22.557 | rogerthatmcp · ai-agents | A walkie-talkie for AI agents that enables real-time chat between multiple AI sessions (Claude Code, Cursor, Cline, etc.) via MCP or REST, using… | 1 star | No one-command install · Source | |
| 2485 | 22.557 | rogerratmcp · ai-agents | Real-time chat hub for AI agents enabling communication between Claude Code, Cursor, Cline, and Codex. | 1 star | No one-command install · Source | |
| 2486 | 22.557 | chimeralang-mcpmcp · ai-agents | Provides Claude with 44 tools for confidence gating, typed outputs, hallucination detection, and constraint enforcement during conversations. | 1 star | No one-command install · Source | |
| 2487 | 22.557 | js-reverse-mcpmcp · back-end | A Chrome DevTools Protocol-based MCP server that enables AI coding assistants to control browsers for JavaScript debugging, reverse engineering, web… | 1 star | No one-command install · Source | |
| 2488 | 22.557 | circle-agent-stack-mcpmcp · back-end | MCP server for Circle's Agent Stack. Create wallets, set spend policies, send USDC, and pay x402-priced endpoints — all from a tool call. | 1 star | No one-command install · Source | |
| 2489 | 22.557 | fabricatorsltd-go-toolsmcp · back-end | Reference documentation server for the Fabricators Go modules ecosystem covering auth, caching, routing, async jobs, ORM, and more. | 1 star | No one-command install · Source | |
| 2490 | 22.557 | qa-workflowmcp · ai-agents | QA bug-fix workflow MCP server that waits for bug reports with source locations, enables Claude Code to automatically fix bugs, and cycles through… | 1 star | No one-command install · Source | |
| 2491 | 22.557 | mautic-mcpmcp · ai-agents | A lightweight MCP server that connects Claude AI to Mautic marketing automation, enabling contact management, email sending, campaign operations, and… | 1 star | No one-command install · Source | |
| 2492 | 22.557 | ai-sales-analytics-mcp-servermcp · back-end | Automates sales data analysis by cleaning CSV, generating AI insights, creating interactive HTML dashboards, exporting PDF reports, and emailing them… | 1 star | No one-command install · Source | |
| 2493 | 22.557 | bca-mcpmcp · ai-agents | The canonical crypto MCP server for AI agents, providing access to 3,500+ editorial articles, 200+ entity dossiers, 43 academy lessons, and live… | 1 star | No one-command install · Source | |
| 2494 | 22.557 | mcpgatemcp · back-end | A stateless gateway that turns any OpenAPI spec into MCP tools on the fly. | 1 star | No one-command install · Source | |
| 2495 | 22.557 | edupage-mcp-servermcp · ai-agents | MCP server that connects Claude to Edupage, a school information system used across Europe. Provides access to timetables, grades, homework, messages… | 1 star | No one-command install · Source | |
| 2496 | 22.557 | calendar-pamcp · ai-agents | Google Calendar MCP server with natural language scheduling, conflict detection, smart slot finding, complex recurring events, and a Telegram bot… | 1 star | No one-command install · Source | |
| 2497 | 22.557 | agent-scraper-mcpmcp · payments | Service name: Scrape Agent Service base URL: https://scrapeagent.xyz Website URL: https://scrapeagent.xyz Email: your email Category: Data… | 1 star | No one-command install · Source | |
| 2498 | 22.557 | equivault-equivault-mcpmcp · observability | Official [EquiVault](https://equivault.ai) MCP — AI-powered equity research for Claude. 38 tools covering company fundamentals, financial statements… | 1 star | armory install equivault-equivault-mcp --cli claude | |
| 2499 | 22.557 | blacksmith-usage-mcpmcp · ai-agents | A local MCP server that exposes Blacksmith.sh's usage and cost data, enabling queries for CI spend through agents, alerts, or dashboards. | 1 star | No one-command install · Source | |
| 2500 | 22.557 | lvoytek-ubuntumcp · github-vcs | Query and manage Ubuntu ecosystem data including bugs, packages, versions, and merge requests via Launchpad, GitHub, and Snapcraft. | 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.