Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3301 | 22.524 | risk-analytics-mcp-servermcp · back-end | Provides AI agents with quantitative risk tools such as VaR, expected shortfall, GARCH volatility, backtesting, stress testing, tail risk analysis… | 1 star | No one-command install · Source | |
| 3302 | 22.524 | unreal-python-api-rag-mcp-servermcp · back-end | Provides a retrieval/MCP knowledge server for the Unreal Engine Python API, enabling AI agents to retrieve real signatures and documentation before… | 1 star | No one-command install · Source | |
| 3303 | 22.524 | mnemosynemcp · ai-agents | Provides persistent memory for LLM applications, enabling AI assistants to remember user preferences, facts, and conversation history across sessions. | 1 star | No one-command install · Source | |
| 3304 | 22.524 | tradingcalc-mcp-servermcp · back-end | Provides deterministic trading calculations for PnL, risk, margin, and funding, enabling users to get exact numbers for trade planning and risk… | 1 star | No one-command install · Source | |
| 3305 | 22.524 | tradingcalcmcp · other | Crypto perpetual futures calculator with 19 deterministic tools for liquidation, PnL, and position sizing across 7 exchanges. | 1 star | No one-command install · Source | |
| 3306 | 22.524 | felix-standalone-mcp-servermcp · back-end | Standalone MCP server that provides external AI clients with tool integration and intelligent PASH compression for significant token savings. | 1 star | No one-command install · Source | |
| 3307 | 22.524 | wxapkg-mcpmcp · back-end | MCP server for local .wxapkg inspection, decryption, and extraction. Enables listing WeChat Mini Program packages and decrypting/extracting them. | 1 star | No one-command install · Source | |
| 3308 | 22.524 | learning-mcp-servermcp · back-end | A minimal MCP server with three toy tools (add, echo, current_time) for learning deployment on SAP BTP Cloud Foundry. | 1 star | No one-command install · Source | |
| 3309 | 22.524 | mcp-openai-image-generatormcp · ai-agents | MCP server that wraps OpenAI's gpt-image-2 image generation API, enabling image generation from text prompts, listing saved images, and loading images… | 1 star | No one-command install · Source | |
| 3310 | 22.524 | telegram-public-mcp-cloudflaremcp · search | Reads public Telegram channel pages and exposes them as MCP tools over Streamable HTTP/JSON-RPC, enabling retrieval of channel info, latest posts, and… | 1 star | No one-command install · Source | |
| 3311 | 22.524 | email-alert-mcpmcp · ai-agents | A lightweight MCP server that lets agents send email alerts for notifying humans when scheduled jobs fail, data is missing, or attention is needed. | 1 star | No one-command install · Source | |
| 3312 | 22.524 | alert-my-humanmcp · comms | A lightweight MCP server that lets agents send alerts across multiple channels (email, Slack, Telegram, SMS, webhooks) to notify humans about… | 1 star | No one-command install · Source | |
| 3313 | 22.524 | tdrestmcp · back-end | Enables making REST API calls to Teradata cloud services including Elastic Compute, Vector Store, OMS, and QueryGrid. Supports custom authentication… | 1 star | No one-command install · Source | |
| 3314 | 22.524 | mcpediamcp · search | Local codebase RAG and MCP server that indexes repository source code and documentation into a searchable LanceDB store, enabling AI assistants to… | 1 star | No one-command install · Source | |
| 3315 | 22.524 | wardenmcp · ai-agents | A governed MCP server enforcing RBAC outside the model, with OpenTelemetry traces on every run and an LLM-as-judge eval suite proving the agent stays… | 1 star | No one-command install · Source | |
| 3316 | 22.524 | lgtv-control-mcpmcp · back-end | An MCP server for controlling LG webOS TVs via SSAP protocol, enabling AI clients to adjust settings, switch inputs, launch apps, and more. | 1 star | No one-command install · Source | |
| 3317 | 22.524 | datasaudi-mcpmcp · back-end | Ask about the Saudi economy in plain English or Arabic. No API key or database required. | 1 star | No one-command install · Source | |
| 3318 | 22.524 | owlyn-mcpmcp · ai-agents | Time-aware work sessions for AI agents. | 1 star | No one-command install · Source | |
| 3319 | 22.524 | civic-awareness-mcpmcp · search | Provides tools to search and retrieve US federal and state legislative data, including bills, votes, campaign contributions, and legislator… | 1 star | No one-command install · Source | |
| 3320 | 22.524 | settledmcp · ai-agents | Enables AI agents to query a team's decision ledger to check if past decisions are still binding before taking action, via the decisions:// MCP… | 1 star | No one-command install · Source | |
| 3321 | 22.524 | safe-handsmcp · ai-agents | An MCP server that governs AI agent commands to physical robot arms, enforcing Asimov's Three Laws through Cedar authorization policies to prevent… | 1 star | No one-command install · Source | |
| 3322 | 22.524 | yksanjo-gmemmcp · ai-agents | Persistent Solana-aware project memory for AI coding agents with typed entities and git-aware diffs. | 1 star | No one-command install · Source | |
| 3323 | 22.524 | israeltheminer-clude-bot-memorymcp · database | Self-hosted persistent memory server backed by Supabase with hybrid vector-keyword-graph retrieval, importance scoring, memory decay, and dream… | 1 star | No one-command install · Source | |
| 3324 | 22.524 | ecardwidget-mcp-servermcp · back-end | Enables AI assistants to interact with an eCardWidget account using a scoped API key, allowing search and sending of eCards, directory management, and… | 1 star | No one-command install · Source | |
| 3325 | 22.524 | mytube-mcp-servermcp · back-end | MCP server that enables LLMs to interact with MyTube video platform through its HTTP API, supporting video management, search, collections… | 1 star | No one-command install · Source | |
| 3326 | 22.524 | codex-cli-mcpmcp · ai-agents | Bridges OpenAI Codex CLI to any MCP client, allowing headless Codex sessions via tools like codex and codex-reply. | 1 star | No one-command install · Source | |
| 3327 | 22.524 | us-all-mlflowmcp · observability | Community MCP integration for MLflow, enabling AI agents to access experiments, runs, registered models, and ML traces. | 1 star | No one-command install · Source | |
| 3328 | 22.524 | product-mcpmcp · ai-agents | MCP server for ERP product operations that enables AI agents to precheck product packages, upload files, and create products automatically without… | 1 star | No one-command install · Source | |
| 3329 | 22.524 | ghostkeymcp · auth | MCP-native credential vault that enables AI agents to authenticate with external services without exposing secrets, supporting bearer, basic, OAuth2… | 1 star | No one-command install · Source | |
| 3330 | 22.524 | natprof-mcpmcp · ai-agents | macOS native profiling and debugging MCP server that wraps sample, atos, vmmap, leaks, and lldb to enable an agent to profile, symbolicate, and debug… | 1 star | No one-command install · Source | |
| 3331 | 22.524 | google-workspace-alias-mcpmcp · comms | A Model Context Protocol server for Google Workspace integration with send-as alias support, email templates, and scheduled send, enabling AI… | 1 star | No one-command install · Source | |
| 3332 | 22.524 | mnela-mcp-servermcp · back-end | Enables MCP clients to read and write into a self-hosted personal knowledge base built from imported chats, documents, and notes, with a knowledge… | 1 star | No one-command install · Source | |
| 3333 | 22.524 | google-connections-mcpmcp · back-end | Provides AI assistants with access to Google Workspace APIs including Sheets, Calendar, Gmail, Tasks, Drive, and Docs. Enables full CRUD operations… | 1 star | No one-command install · Source | |
| 3334 | 22.524 | chrome-devtools-mcp-forkmcp · browser | Enables debugging of web applications by connecting Claude to Chrome's developer tools through MCP, allowing network monitoring, console inspection… | 1 star | No one-command install · Source | |
| 3335 | 22.524 | claude-gemini-compactor-mcpmcp · ai-agents | An MCP server that bypasses Claude's context by routing file processing to local or cloud AI, saving token costs. It reads files from disk and returns… | 1 star | No one-command install · Source | |
| 3336 | 22.524 | aisentinelmcp · ai-agents | An open-source MCP server that protects AI agents at runtime by evaluating every tool call against YAML policies and generating audit trails. | 1 star | No one-command install · Source | |
| 3337 | 22.524 | a2a-mcp-servermcp · back-end | Exposes A2A (Agent-to-Agent) protocol as MCP tools, enabling Goose to call remote A2A agents via External Subagent mechanism. | 1 star | No one-command install · Source | |
| 3338 | 22.524 | apibridge-mcpmcp · back-end | A bridge that converts HTTP APIs into MCP tools with dynamic toolkit loading, flexible authentication, and automatic documentation. | 1 star | No one-command install · Source | |
| 3339 | 22.524 | browser-jet-pilotmcp · back-end | Self-hosted MCP server for AI browser automation. Connects to your own Chromium instance via CDP, providing tools for browser control, navigation… | 1 star | No one-command install · Source | |
| 3340 | 22.524 | backengine-mcp-servermcp · comms | BackEngine is a multi-tenant SaaS platform that ingests all of an organization's customer and prospect communications — Slack threads, emails, call… | 1 star | No one-command install · Source | |
| 3341 | 22.524 | mlops-mcp-servermcp · back-end | Enables AI assistants to perform MLOps workflows such as experiment tracking, model registry, dataset management, pipeline orchestration, and data… | 1 star | No one-command install · Source | |
| 3342 | 22.524 | auseklismcp · ai-agents | Astrology MCP server that computes natal charts, transits, synastry, progressions, returns, eclipses, retrogrades, and moon phases from a real… | 1 star | No one-command install · Source | |
| 3343 | 22.524 | helix-stadium-mcpmcp · back-end | An MCP server that lets an AI assistant read, explain, and (soon) edit Line 6 Helix Stadium .hsp guitar presets from natural language. | 1 star | No one-command install · Source | |
| 3344 | 22.524 | scrapingdog-mcpmcp · back-end | An MCP server that exposes all 77 ScrapingDog API endpoints as AI-ready tools, enabling web scraping, Google search, Amazon product data, LinkedIn… | 1 star | No one-command install · Source | |
| 3345 | 22.524 | supergravity-mcpmcp · ai-agents | An MCP server that lets Claude Code delegate tasks to the Google Antigravity desktop app by driving its real UI, providing a bridge for Intel Macs… | 1 star | No one-command install · Source | |
| 3346 | 22.524 | mineru-docparse-mcpmcp · back-end | Converts Word, PDF, PPT, and Excel documents to Markdown using the MinerU DocParse API. Supports synchronous parsing and async background tasks for… | 1 star | No one-command install · Source | |
| 3347 | 22.524 | p-l-ta-macos-mailmcp · comms | Search, read, send, and manage email via macOS Mail.app across all configured accounts. | 1 star | No one-command install · Source | |
| 3348 | 22.524 | macrofactor-mcp-2mcp · other | MacroFactor MCP is a local Fueling & Recovery Decision Engine. Give your MCP client a MacroFactor export, optionally add Garmin, and ask for a… | 1 star | No one-command install · Source | |
| 3349 | 22.524 | f1-live-mcp-servermcp · back-end | Provides live Formula 1 data such as driver standings, race results, and schedule for the current season, enabling users to ask about F1 without stale… | 1 star | No one-command install · Source | |
| 3350 | 22.524 | taxonomy-mcpmcp · search | Exposes Marble's open skill taxonomy (ages 4-15) as queryable MCP tools, enabling AI agents to search topics, find prerequisites, and plan learning… | 1 star | No one-command install · Source | |
| 3351 | 22.524 | nyc-restroom-mcpmcp · back-end | Enables AI assistants to find and get status of NYC public restrooms using live NYC Open Data, including hours, accessibility, and inspection reports. | 1 star | No one-command install · Source | |
| 3352 | 22.524 | v-ro-mcp-servermcp · back-end | An MCP server for working with the Võro language: local dictionary and corpus lookup, GiellaLT-backed analysis/spellcheck/grammar tools, and… | 1 star | No one-command install · Source | |
| 3353 | 22.524 | mail-mcp-2mcp · comms | Enables secure mailbox access and email management via IMAP/SMTP, with tools for reading, searching, organizing, sending, and deleting emails… | 1 star | No one-command install · Source | |
| 3354 | 22.524 | spidexlab-s-multi-tenant-browser-mcpmcp · browser | Enables multiple autonomous agents to concurrently control separate tabs in a single Chrome instance, with features like semantic search and network… | 1 star | No one-command install · Source | |
| 3355 | 22.524 | india-business-mcp-servermcp · back-end | Enables LLMs to query real-time Indian bank branch details, postal PIN codes, validate GSTIN/PAN structures, check e-commerce serviceability, and… | 1 star | No one-command install · Source | |
| 3356 | 22.524 | my-minimax-mcpmcp · ai-agents | Wraps MiniMax AI as an autonomous code executor for Claude Code, offloading coding tasks to save Claude subscription tokens. | 1 star | No one-command install · Source | |
| 3357 | 22.524 | loanrisklens-mcp-servermcp · back-end | Enables creditworthiness analysis for non-traditional borrowers using rule-based scoring, financial behavior assessment, and underwriting report… | 1 star | No one-command install · Source | |
| 3358 | 22.524 | agent-context-mcp-servermcp · database | Tracks working context and code structure in a portable local SQLite database, enabling seamless context and task continuity across different AI… | 1 star | No one-command install · Source | |
| 3359 | 22.524 | llamaindex-documentation-mcp-servermcp · search | Enables searching and fetching LlamaIndex documentation for integration with VS Code Copilot and other MCP clients. | 1 star | No one-command install · Source | |
| 3360 | 22.524 | codebase-wikimcp · search | Enables AI agents to index, search, and retrieve architectural documentation and store self-learning notes from codebases. | 1 star | No one-command install · Source | |
| 3361 | 22.524 | tplink-mcpmcp · ai-agents | Enables AI agents to manage TP-Link routers by listing clients, checking status, controlling Wi-Fi, and rebooting via natural language. | 1 star | No one-command install · Source | |
| 3362 | 22.524 | wquestions-mcpmcp · other | Lets you model any domain (spa, barbershop, clinic, etc.) using 7 fixed axes and query it via natural language, with no per-domain schema required. | 1 star | No one-command install · Source | |
| 3363 | 22.524 | outris-identitymcp · back-end | Identity resolution server for phone/email lookups, platform checks, and breach detection across 31+ services with global and India coverage. | 1 star | No one-command install · Source | |
| 3364 | 22.524 | eidola-mcp-servermcp · front-end | Middleware that gives AI personas a visible, reactive presence inside editors like Cursor, Claude Code, and Cowork. | 1 star | No one-command install · Source | |
| 3365 | 22.524 | browser-mcp-server-templatemcp · ai-agents | A browser automation MCP server with stealth mode, profile management, and multi-browser support, enabling LLMs to control browsers for tasks like… | 1 star | No one-command install · Source | |
| 3366 | 22.524 | brainstemmcp · search | Local-first knowledge backend for AI agents that connects MCP hosts to an Obsidian-compatible vault with indexed retrieval, token-budgeted memory… | 1 star | No one-command install · Source | |
| 3367 | 22.524 | docker-container-manager-mcp-servermcp · ai-agents | An MCP server that gives any LLM client the ability to list, inspect, start, stop, and monitor Docker containers on the host machine. | 1 star | No one-command install · Source | |
| 3368 | 22.524 | github-pr-reviewmcp · github-vcs | Enables LLM clients to list, read, review, and comment on GitHub pull requests, turning an AI assistant into a fully capable code reviewer. | 1 star | No one-command install · Source | |
| 3369 | 22.524 | mcp-connector-follow-up-bossmcp · auth | A remote MCP server on Cloudflare Workers that allows real-estate sales teams to query their Follow Up Boss CRM data through Claude, with read-only… | 1 star | No one-command install · Source | |
| 3370 | 22.524 | rundidamcp · other | Provides running calculators, marathon data, pace calculations, race predictions, and heart rate training zones from the RunDida platform. | 1 star | No one-command install · Source | |
| 3371 | 22.524 | universal-ai-convertermcp · back-end | Converts documents, images, audio, and video into Markdown or structured JSON. Compatible with MCP-compatible AI agents as a stdio server providing a… | 1 star | No one-command install · Source | |
| 3372 | 22.524 | mcp-moleculesmcp · back-end | An MCP server for chemistry: it computes molecular weights and isotope distributions from chemical formulae and resolves compound name/formula… | 1 star | No one-command install · Source | |
| 3373 | 22.524 | priceminder-mcp-servermcp · back-end | Real-time Shopee competitor price monitoring, powered by AI agents through the Model Context Protocol (MCP). Enables AI agents to track, analyze, and… | 1 star | No one-command install · Source | |
| 3374 | 22.524 | ros-2-workspace-inspector-mcpmcp · other | Provides static analysis of ROS 2 workspaces, enabling inspection of packages, dependencies, interfaces, launch files, and robot descriptions without… | 1 star | No one-command install · Source | |
| 3375 | 22.524 | wildberriestoolsmcpmcp · ai-agents | MCP server for retrieving Wildberries product reviews and formatting them as JSON for LLM analysis. | 1 star | No one-command install · Source | |
| 3376 | 22.524 | web-scrapper-mcpmcp · back-end | A portable MCP server that scrapes SPA/JS-rendered webpages and extracts structured API endpoint data. It uses headless Chromium to render JavaScript… | 1 star | No one-command install · Source | |
| 3377 | 22.524 | abscissamcp · back-end | A Python stdio MCP server for Linear's GraphQL API, providing 35 tools to manage issues, projects, cycles, dependencies, comments, labels, workflow… | 1 star | No one-command install · Source | |
| 3378 | 22.524 | siftingio-mcpmcp · back-end | MCP server that provides access to SiftingIO market data, including live prices, SEC filings, OHLCV bars, 13F holdings, market status, and economic… | 1 star | No one-command install · Source | |
| 3379 | 22.524 | callmcpmcp · back-end | A single MCP server that provides a provider-neutral 14-tool contract for telephony operations (calls, SMS, recordings, transcripts, and number… | 1 star | No one-command install · Source | |
| 3380 | 22.524 | bitcoinbenji-mcpmcp · back-end | MCP server offering 26 Lightning-paid tools for Bitcoin mempool intelligence and sovereign on-prem AI inference, with no third-party APIs and… | 1 star | No one-command install · Source | |
| 3381 | 22.524 | ucp-servermcp · back-end | Self-hosted server that generates and serves Universal Context Packages (UCP) to AI agents via MCP, turning complex issue threads into structured… | 1 star | No one-command install · Source | |
| 3382 | 22.524 | localtokensmcp · ai-agents | An MCP server that turns your machine or LAN of ollama nodes into a local token generator, enabling coding agents to delegate bounded processing tasks… | 1 star | No one-command install · Source | |
| 3383 | 22.524 | hooddomains-mcpmcp · ai-agents | Enables AI agents to resolve, lookup, and register .hood names on Robinhood Chain via on-chain contracts. | 1 star | No one-command install · Source | |
| 3384 | 22.524 | rag-banking-regulatory-mcp-servermcp · back-end | Enables querying banking regulatory documents via a RAG pipeline with hybrid search and multiple LLM backends. | 1 star | No one-command install · Source | |
| 3385 | 22.524 | some-vault-some-mcpmcp · search | MCP server that gives AI models read/write access to Obsidian vaults with semantic search, link graph analysis, canvas manipulation, and incremental… | 1 star | No one-command install · Source | |
| 3386 | 22.524 | skosmos-mcpmcp · back-end | Wraps the Skosmos REST API to enable AI assistants to browse, search, and traverse SKOS vocabularies via MCP tools and resources. | 1 star | No one-command install · Source | |
| 3387 | 22.524 | io-github-nickklos10-querypilotmcp · database | QueryPilot enables AI agents to safely generate, validate, repair, and execute SQL against fixture databases, with eval-driven regression testing to… | 1 star | No one-command install · Source | |
| 3388 | 22.524 | domainnameregistration-com-mcpmcp · search | Enables fast, token-efficient bulk domain name search for AI agents, checking up to 1,000 domains per request to see availability statuses. | 1 star | No one-command install · Source | |
| 3389 | 22.524 | io-github-sseshachala-agent-boostermcp · search | Reduces token costs for AI coding agents by indexing code symbols and returning only relevant functions/classes for a given task. | 1 star | No one-command install · Source | |
| 3390 | 22.524 | agent-readiness-auditormcp · ai-agents | Scans a website to score its compatibility and safety for AI agents, and exposes an audit tool via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 3391 | 22.524 | agentskillshub-mcp-servermcp · ai-agents | Enables AI agents to search, audit, and install open-source AI skills and MCP servers with security grading and quality scoring, directly from MCP… | 1 star | No one-command install · Source | |
| 3392 | 22.524 | kaken-mcp-servermcp · ai-agents | MCP server for querying the Japanese KAKEN database of scientific research grants, enabling search of projects and researchers via Claude. | 1 star | No one-command install · Source | |
| 3393 | 22.524 | mcp-apps-claude-demomcp · ai-agents | A minimal, dependency-free MCP server that renders interactive widgets (like bar charts) inline in Claude, ChatGPT, and Grok from a custom connector. | 1 star | No one-command install · Source | |
| 3394 | 22.524 | follow-up-boss-mcp-servermcp · ai-agents | An MCP server that gives AI agents full access to Follow Up Boss CRM via natural language, enabling CRUD operations on people, deals, appointments… | 1 star | No one-command install · Source | |
| 3395 | 22.524 | magpie-mcpmcp · ai-agents | A secure web scraping MCP server for AI agents that fetches pages with token budgeting, robots.txt compliance, and injection warnings, providing… | 1 star | No one-command install · Source | |
| 3396 | 22.524 | sg-weather-mcpmcp · back-end | Wraps NEA's 2-hour weather forecast API to provide rain alerts for central Singapore areas, enabling automations for rain detection. | 1 star | No one-command install · Source | |
| 3397 | 22.524 | orion-agent-kitmcp · ai-agents | MCP server providing Celestia network intelligence, including daily briefs, anomaly signals, staking and DA metrics, and live namespace and validator… | 1 star | No one-command install · Source | |
| 3398 | 22.524 | utol-mcpmcp · comms | Enables users to interact with the University of Tokyo's UTOL learning management system through natural language, providing access to courses… | 1 star | No one-command install · Source | |
| 3399 | 22.524 | linesightmcp · other | Enables AI assistants to analyze plant-floor data using OEE, Pareto, SPC, and yield-loss calculations, providing continuous-improvement insights from… | 1 star | No one-command install · Source | |
| 3400 | 22.524 | cc-agent-routermcp · ai-agents | Routes Claude Code tasks to different AI roles with separate APIs, keys, and models while preserving existing MCP, skills, and project settings. | 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.