Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1201 | 22.557 | invgate-mcpmcp · back-end | A read-only MCP server for InvGate Asset Management, enabling natural language queries for assets, people, computers, servers, software, and API… | 1 star | No one-command install · Source | |
| 1202 | 22.557 | github-ops-mcpmcp · back-end | An MCP server that provides operational tooling over the GitHub API — issue triage, PR review monitoring, repo health audits, and team access reviews. | 1 star | No one-command install · Source | |
| 1203 | 22.557 | scopus-mcp-servermcp · back-end | Enables searching Elsevier's Scopus database for scientific literature, retrieving abstracts and metadata, and exporting results in RIS or BibTeX… | 1 star | No one-command install · Source | |
| 1204 | 22.557 | notes-local-markdown-knowledge-basemcp · back-end | Local markdown notes for any MCP client: ranked + semantic search, tags, todos, a wiki-link knowledge graph, daily notes, templates, and slash-command… | 1 star | No one-command install · Source | |
| 1205 | 22.557 | zendesk-ops-mcpmcp · back-end | An MCP server that provides operational tooling over the Zendesk Support API — ticket triage, SLA monitoring, agent workload analysis, and system… | 1 star | No one-command install · Source | |
| 1206 | 22.557 | mcp-opencodemcp · back-end | MCP server for opencode that queries GitHub Copilot models via a persistent opencode server, requiring no API keys. | 1 star | No one-command install · Source | |
| 1207 | 22.557 | byterover-umami-mcpmcp · back-end | A read-only MCP server for Umami analytics, enabling natural language queries of website stats, traffic trends, events, sessions, and analytics… | 1 star | No one-command install · Source | |
| 1208 | 22.557 | aipickmygame-mcp-servermcp · back-end | Syncs Epic/GOG/Steam game libraries with Chinese metadata, enabling AI agents to recommend games through natural language conversation. | 1 star | No one-command install · Source | |
| 1209 | 22.557 | bocha-mcpmcp · back-end | MCP server for Bocha Search API, enabling web search and AI-powered search with customizable parameters like result count, freshness, and summaries. | 1 star | No one-command install · Source | |
| 1210 | 22.557 | jinajumcp · back-end | A drop-in MCP server compatible with Jina AI, using a stealth Chromium browser with CapSolver captcha solving for web scraping and reading, with… | 1 star | No one-command install · Source | |
| 1211 | 22.557 | sdg-function-generator-mcp-servermcp · back-end | Enables remote control of Siglent SDG series function/arbitrary waveform generators via SCPI over TCP/IP. Provides tools for configuring waveforms… | 1 star | No one-command install · Source | |
| 1212 | 22.557 | recluse-spider-mcp-servermcp · back-end | Enables autonomous web-contract verification through MCP tools for planning, classifying, checking, and recording bug patterns, with access to a… | 1 star | No one-command install · Source | |
| 1213 | 22.557 | polaris-catalog-iceberg-governance-mcp-servermcp · back-end | Enables AI assistants to audit data governance, check access control roles, query namespaces, and inspect Iceberg metadata. | 1 star | No one-command install · Source | |
| 1214 | 22.557 | faceit-cs2-coaching-mcp-servermcp · back-end | Enables Claude to analyze a player's public FACEIT CS2 data, diagnose strengths and weaknesses, and generate personalized improvement plans. | 1 star | No one-command install · Source | |
| 1215 | 22.557 | publish-artifacts-mcpmcp · back-end | Enables publishing, updating, and sharing HTML artifacts with strict security isolation (origin separation, CSP, API keys) via MCP tools. | 1 star | No one-command install · Source | |
| 1216 | 22.557 | omnifocus-sync-mcpmcp · back-end | A headless MCP server that reads and writes OmniFocus data by directly communicating with the Omni Sync Server via WebDAV, enabling task management… | 1 star | No one-command install · Source | |
| 1217 | 22.557 | bibtex-mcpmcp · back-end | CLI and MCP server for fetching multiple BibTeX options from Google Scholar's visible citation export flow. | 1 star | No one-command install · Source | |
| 1218 | 22.557 | openxe-mcp-servermcp · back-end | Connects OpenXE ERP with AI assistants via MCP, enabling natural language queries to read and write ERP data locally. | 1 star | No one-command install · Source | |
| 1219 | 22.557 | weflow-mcpmcp · back-end | Enables to access and manage WeChat data (sessions, contacts, Moments) through the local WeFlow HTTP API. | 1 star | No one-command install · Source | |
| 1220 | 22.557 | japan-data-mcpmcp · back-end | Enables AI agents to query Japanese public data (laws, corporations, statistics) from official government APIs, returning normalized English metadata… | 1 star | No one-command install · Source | |
| 1221 | 22.557 | xe-mcpmcp · back-end | An MCP server for the Xe Currency Data API that brings live FX rates, historical analysis, and quant-flavored tools into AI tools, working out of the… | 1 star | No one-command install · Source | |
| 1222 | 22.557 | centrapay-mcp-servermcp · back-end | Enables interaction with the Centrapay payments API for testing NZ payment flows, including creating, managing, and settling payment requests through… | 1 star | No one-command install · Source | |
| 1223 | 22.557 | website-reader-mcpmcp · back-end | Enables AI chat backends to fetch public webpages and return cleaned, readable text, with tools for simple fetching and article extraction. | 1 star | No one-command install · Source | |
| 1224 | 22.557 | ebp-directorymcp · back-end | MCP server for querying a cross-referenced directory of evidence-based therapies and interventions, enabling search by query, tier, problem… | 1 star | No one-command install · Source | |
| 1225 | 22.557 | seshat-mcp-servermcp · back-end | Enables querying 10,000 years of historical social-complexity data from the Seshat Global History Databank through 9 tools, allowing counterfactual… | 1 star | No one-command install · Source | |
| 1226 | 22.557 | mcp-loommcp · back-end | An MCP proxy server that intercepts large tabular tool results, ingests them into an embedded DuckDB, and provides a compact envelope with schema and… | 1 star | No one-command install · Source | |
| 1227 | 22.557 | french-law-mcp-servermcp · back-end | Enables AI assistants to search and retrieve French legislation, case law, and EU law integrations from official sources via MCP. | 1 star | No one-command install · Source | |
| 1228 | 22.557 | mendix-mcp-servermcp · back-end | Enables AI agents to read and modify Mendix application models through MCP tools for creating modules, entities, pages, microflows, deploying, and… | 1 star | No one-command install · Source | |
| 1229 | 22.557 | soundiiz-mcpmcp · back-end | An MCP server for Soundiiz that lets AI assistants inspect sync jobs and SmartLinks across streaming services, trigger syncs, and clean up stale… | 1 star | No one-command install · Source | |
| 1230 | 22.557 | wikivibe-mcpmcp · back-end | Wikivibe MCP is a public read-only Model Context Protocol server for Wikivibe, a Russian/English knowledge base about AI coding, vibe coding, AI… | 1 star | No one-command install · Source | |
| 1231 | 22.557 | open-alio-mcpmcp · back-end | MCP server for Korean public institution information, enabling AI clients to search, compare, and analyze disclosure data, public services, laws, and… | 1 star | No one-command install · Source | |
| 1232 | 22.557 | grok-cookie-mcpmcp · back-end | Cookie-based MCP server for Grok Imagine experiments, enabling image generation and media post creation using your own Grok.com cookies. | 1 star | No one-command install · Source | |
| 1233 | 22.557 | postoria-mcp-servermcp · back-end | Enables MCP-compatible clients to create, schedule, queue, inspect, and delete Postoria posts through the Postoria Public API. | 1 star | No one-command install · Source | |
| 1234 | 22.557 | thailand-data-mcpmcp · back-end | MCP server exposing Thailand data tools including official company-registry lookups, Thai address normalization, public holidays, and… | 1 star | No one-command install · Source | |
| 1235 | 22.557 | 50-first-tapes-mcp-servermcp · back-end | Enables AI agents to read and write a local-first knowledge base of plain markdown files in git, with governance gates for safe, hash-anchored edits. | 1 star | No one-command install · Source | |
| 1236 | 22.557 | dothubmcp · back-end | Publish your Claude Code setup, browse a public feed, and pull setups in. Remote MCP server + web feed in one FastAPI app. | 1 star | No one-command install · Source | |
| 1237 | 22.557 | sangsik-gdscript-graphmcp · back-end | A function-level call-graph indexer for GDScript/Godot projects, exposed as an MCP server so AI coding assistants can answer questions like 'what… | 1 star | No one-command install · Source | |
| 1238 | 22.557 | e18e-module-replacements-mcpmcp · back-end | An MCP server that exposes e18e module replacement data. It helps AI assistants suggest lighter, faster, or native alternatives to common… | 1 star | No one-command install · Source | |
| 1239 | 22.557 | blendkit-mcp-servermcp · back-end | Enables AI agents to search and download 3D assets (models, materials, HDRs, brushes) from the BlenderKit library. | 1 star | No one-command install · Source | |
| 1240 | 22.557 | santech-content-engine-mcp-servermcp · back-end | Enables YouTube competitor research, signal analysis, and transcript-aware pack building for content ideation and scriptwriting. | 1 star | No one-command install · Source | |
| 1241 | 22.557 | ydrismcp · back-end | An open-source, vendor-agnostic MCP governance proxy that sits between AI clients and tool servers to apply response projection, metering, and retry… | 1 star | No one-command install · Source | |
| 1242 | 22.557 | fellow-mcp-servermcp · back-end | Enables AI tools to interact with the Fellow.ai API for managing action items, notes, recordings, webhooks, and user info with full CRUD operations. | 1 star | No one-command install · Source | |
| 1243 | 22.557 | openukpublicdatamcpmcp · back-end | A no-key-first MCP server providing access to UK public data including postcodes, bank holidays, carbon intensity, flood warnings, and government… | 1 star | No one-command install · Source | |
| 1244 | 22.557 | la-legislativemcp · back-end | A read-only MCP server for querying Los Angeles City legislative data - Council Files, votes, member activity, and Neighborhood Council engagement… | 1 star | No one-command install · Source | |
| 1245 | 22.557 | rakuten-api-mcp-servermcp · back-end | Enables searching and retrieving information from Rakuten services (Ichiba, Books, Travel, Recipe, Kobo, GORA) via the new API endpoints with secure… | 1 star | No one-command install · Source | |
| 1246 | 22.557 | mcp-webfetch-2mcp · back-end | A web fetching MCP server with HTTP proxy support, allowing AI to retrieve web content in markdown, text, or HTML format while handling anti-crawler… | 1 star | No one-command install · Source | |
| 1247 | 22.557 | mcp-webfetchmcp · back-end | A web fetching MCP server with HTTP proxy support, allowing AI to retrieve web content in markdown, text, or HTML format while handling anti-crawler… | 1 star | No one-command install · Source | |
| 1248 | 22.557 | vrchat-udon-mcp-2mcp · back-end | A Model Context Protocol server that exposes the agent-skills-vrc-udon repository as an interface for UdonSharp development in VRChat. It provides… | 1 star | No one-command install · Source | |
| 1249 | 22.557 | deepslate-mcpmcp · back-end | An MCP server that renders Minecraft structure files (NBT / Sponge schematic / Litematic) into PNG preview images using vanilla Minecraft resources. | 1 star | No one-command install · Source | |
| 1250 | 22.557 | modu-emergencybellmcp · back-end | Provides emergency hotline numbers, restrooms and outdoor safety bells, after-hours clinics, pharmacies, ER beds, and foreign visitor phrase cards… | 1 star | No one-command install · Source | |
| 1251 | 22.557 | 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 | |
| 1252 | 22.557 | 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 | |
| 1253 | 22.557 | 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 | |
| 1254 | 22.557 | 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 | |
| 1255 | 22.557 | 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 | |
| 1256 | 22.557 | 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 | |
| 1257 | 22.557 | 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 | |
| 1258 | 22.557 | 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 | |
| 1259 | 22.557 | 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 | |
| 1260 | 22.557 | 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 | |
| 1261 | 22.557 | 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 | |
| 1262 | 22.557 | 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 | |
| 1263 | 22.557 | 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 | |
| 1264 | 22.557 | 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 | |
| 1265 | 22.557 | 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 | |
| 1266 | 22.557 | 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 | |
| 1267 | 22.557 | 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 | |
| 1268 | 22.557 | 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 | |
| 1269 | 22.557 | 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 | |
| 1270 | 22.557 | 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 | |
| 1271 | 22.557 | 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 | |
| 1272 | 22.557 | 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 | |
| 1273 | 22.557 | 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 | |
| 1274 | 22.557 | 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 | |
| 1275 | 22.557 | 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 | |
| 1276 | 22.557 | 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 | |
| 1277 | 22.557 | 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 | |
| 1278 | 22.557 | 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 | |
| 1279 | 22.557 | 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 | |
| 1280 | 22.557 | 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 | |
| 1281 | 22.557 | 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 | |
| 1282 | 22.557 | 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 | |
| 1283 | 22.557 | 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 | |
| 1284 | 22.557 | 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 | |
| 1285 | 22.557 | 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 | |
| 1286 | 22.557 | 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 | |
| 1287 | 22.557 | 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 | |
| 1288 | 22.557 | 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 | |
| 1289 | 22.557 | py-spy-mcp-servermcp · back-end | MCP server for profiling Python processes using py-spy, supporting flamegraphs, stack dumps, and performance comparisons. | 1 star | No one-command install · Source | |
| 1290 | 22.557 | antigravity-cli-mcpmcp · back-end | MCP server wrapping the agy CLI, enabling querying, web search, and file writing through tools like ask-agy, search-web, and write-file. | 1 star | No one-command install · Source | |
| 1291 | 22.557 | forgedevstack-forge-mcpmcp · back-end | Tiny helper for building API-key-protected stdio MCP servers. Wraps the official @modelcontextprotocol/sdk so you define tools with plain JSON schemas… | 1 star | No one-command install · Source | |
| 1292 | 22.557 | meta-mcp-managermcp · back-end | Federates multiple MCP servers into a single endpoint with search, call, and admin tools, plus inbound/outbound OAuth. | 1 star | No one-command install · Source | |
| 1293 | 22.557 | callwrightmcp · back-end | Enables AI assistants to place phone calls for reservations, appointments, confirmations, and inquiries through a self-hosted MCP server, with… | 1 star | No one-command install · Source | |
| 1294 | 22.557 | pentest-mcp-toolkitmcp · back-end | MCP server providing Kali Linux security tools for authorized penetration testing, with tiered tool sets for network scanning, web testing, and more… | 1 star | No one-command install · Source | |
| 1295 | 22.557 | nyc-open-data-capital-projects-mcp-servermcp · back-end | Enables AI assistants to query NYC capital project data (schedule, budget, lifecycle) using 16 tools with domain rules like PID↔FMS many-to-many and… | 1 star | No one-command install · Source | |
| 1296 | 22.557 | development-workflow-mcp-servermcp · back-end | An MCP server that enforces development discipline and workflow best practices, guiding users through a structured process of coding, testing… | 1 star | No one-command install · Source | |
| 1297 | 22.557 | agenthire-mcp-servermcp · back-end | Enables agents to post tasks, bid on work, manage escrow payments, confirm completion, and resolve disputes through simple tool calls. | 1 star | No one-command install · Source | |
| 1298 | 22.557 | archery-mcpmcp · back-end | A read-only MCP server for Archery that enables secure instance query, ticket management, and restricted SQL execution through AI clients. | 1 star | No one-command install · Source | |
| 1299 | 22.557 | cnki-mcp-servermcp · back-end | Enables AI assistants to search and retrieve paper information from CNKI (China National Knowledge Infrastructure), supporting 15 search types… | 1 star | No one-command install · Source | |
| 1300 | 22.557 | telemost-mcp-servermcp · back-end | Enables Telegram analytics (channel stats, search, sentiment) via MCP tools with pay-per-call in USDC, no API keys needed. | 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.