Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2901 | 29.013 | jpbullalayao-pokemon-vgc-damage-calculatormcp · other | Provides Pokemon VGC damage calculation capabilities using the Smogon calc library, computing battle damage ranges, KO probabilities, and detailed… | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | mqan-routinemcp · other | Creates and manages reusable workflows by capturing sequences of tool calls and converting them into parameterized routines that can be invoked by… | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | ailearncoder-xiaozhi-locationmcp · other | Integrates with the xiaozhi-app Android device framework to retrieve real-time location data including GPS coordinates, altitude, and accuracy… | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | macos-clipboard-mcpmcp · other | Provides MCP tools to copy text to and paste text or images from the macOS clipboard using AppleScript. | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | keegancsmith-linear-issuesmcp · other | Integrates with Linear issue tracking to provide read-only access to issue details and comments without switching contexts. | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | cnosuke-command-execmcp · other | Enables secure remote command execution with robust security controls like command allowlisting, direct command invocation without shell access, and… | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | maximepeabody-jiramcp · other | Integrates with Jira to enable fetching, commenting on, updating, and creating tickets through natural language commands. | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | sleepmcp · other | Enables AI systems to introduce timed pauses in execution flow, supporting both stdio and SSE transport methods with configurable timeout limits for… | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | lmcmz-flow-blockchainmcp · other | Integrates with the Flow blockchain to enable direct querying of account balances, domain resolution, and transaction execution through RPC… | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | rosetta-symmetrymcp · other | Generates symmetry definition files from protein structures for computational modeling of symmetric protein complexes, supporting… | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | youtube-transcriptmcp · other | Extracts and retrieves transcripts from YouTube videos using a simple tool that accepts video URLs or IDs with optional language specification. | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | 0xbruno-cli-executormcp · other | Provides a tool for executing local CLI commands asynchronously using FastMCP and asyncio, handling command arguments securely and offering error… | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | shadowk1337-csv-and-excel-processormcp · other | Integrates with Spring Boot to process CSV and Excel files, enabling data extraction and manipulation for analysis, reporting, or system integration… | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | cpbrad31-georgia-511mcp · other | Integrates with Georgia's 511 service to provide real-time traffic data, including information on cameras, signs, events, and road conditions for… | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | idyll-party-timemcp · other | Provides a fun, lighthearted time-telling service that always responds with 'It's Party Time' when queried. | 1 star · 1 fork | No one-command install · Source | |
| 2901 | 29.013 | dennismartis-coding-todomcp · other | Integrates project management tools for viewing, adding, updating, and deleting todo items with priority setting, tagging, and project assignment… | 1 star · 1 fork | No one-command install · Source | |
| 2917 | 27.936 | czech-vat-mcpmcp · other | Czech VAT compliance tools. Check unreliable VAT payers (nespolehlivý plátce DPH), registered bank accounts, company lookup via ARES, and EU VAT… | 670 installs | No commit datelisted | No one-command install · Source |
| 2918 | 27.301 | aidroid-2mcp · other | Find authoritative answers from official Microsoft and Azure documentation. Fetch complete pages and troubleshooting guidance to ground your work with… | 637 installs | No commit datelisted | No one-command install · Source |
| 2919 | 27.210 | usdv-capital-your-real-estate-cfomcp · other | Real estate market intelligence, financial calculators, and capital advisory tools covering all 50 US states plus DC and Puerto Rico. Access CFO-level… | 1,440 installs | No commit datelisted | No one-command install · Source |
| 2920 | 25.578 | pricepilot-2mcp · other | **Free competitive pricing intelligence for CPG brands.** Check where any product price sits in its Amazon category, track pricing trends, and compare… | 1,353 installs | No commit datelisted | No one-command install · Source |
| 2921 | 24.489 | japan-in-seasonsmcp · other | Live Japan seasonal travel data — cherry blossom forecasts, autumn leaves, fruit picking, flowers & festivals. 1,700+ spots from Japan Meteorological… | 1,319 installs | No commit datelisted | No one-command install · Source |
| 2922 | 23.945 | huettentourenmcp · other | Plan multi-day hut-to-hut hiking tours in the European Alps, powered by live availability data from the Alpine Club booking systems (DAV, ÖAV, AVS)… | 1,288 installs | No commit datelisted | No one-command install · Source |
| 2923 | 23.374 | mcp-openfemamcp · other | Enables querying US FEMA open data through natural language, as part of the Pipeworx MCP gateway. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | veeam-ports-mcpmcp · other | Provides structured access to Veeam product network port requirements. Enables querying ports, generating topology diagrams, and producing firewall… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | task-warrior-mcpmcp · other | Wraps the Taskwarrior CLI for structured, project-scoped task management. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | enzoemir1-leadpipemcp · other | AI-powered lead qualification engine to ingest, enrich, score, and export leads to CRMs. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | orcaslicer-mcpmcp · other | Enables headless slicing with OrcaSlicer, preset management, G-code analysis, and printer control over LAN for Klipper, OctoPrint, Prusa, Duet… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | ecz-id-mcp-verifiermcp · other | A local-first tool to check public ECZ-ID Resolver posture, classify targets, and report deterministic results with routing. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | obsbot-mcpmcp · other | Controls an OBSBOT Tiny 2 camera gimbal, zoom, and wake/sleep over UVC/USB without any vendor SDK. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | sophie-wellmcp · other | Always free healthcare utilities. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | chrischall-opentablemcp · other | Find available reservation slots, book, cancel, and manage OpenTable reservations and favorites. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | chrischall-creditkarmamcp · other | Reads Credit Karma transaction data for spending analysis by category, merchant, and account. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | ai-incident-lawmcp · other | Public-record corpus of AI litigation, regulation, and enforcement, anchored to EveryAILaw. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | matchday-mcpmcp · other | Live football/soccer data from top European leagues, enabling queries for standings, fixtures, scorers, and team comparisons via natural language. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | sunholo-parsemcp · other | Deterministic DOCX, PPTX, XLSX, and PDF parser with track changes, comments, and structure. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | rynmeshmcp · other | Enables AI operators to interact with a local-first personal AI assistant, including content discovery, recommendations, signed content publishing… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | carsxemcp · other | Vehicle data including VIN decoding, specs, history, images, recalls, and OBD codes. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | wyre-technology-blumiramcp · other | Blumira SIEM integration for querying findings, evidence, and detection data. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | gh-cmendezs-facture-electronique-frmcp · other | Implements AFNOR XP Z12-013 standard for French electronic invoicing with flow and directory service tools. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | accessible-visit-mcpmcp · other | Enables users with mobility impairments to assess tourist destination accessibility by providing integrated information on barrier-free facilities… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | uru-mcpmcp · other | Enables AI assistants to access Uru Platform capabilities through a hierarchical tool namespace system that efficiently manages 400+ tools while… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | lacuna-musicmcp · other | Generates original instrumental music and vocal songs from natural-language descriptions and lyrics, retrieves generation status, and waits for audio… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | inter-mcpmcp · other | Connects your Inter bank account to AI assistants via Open Finance Brasil, enabling read-only queries about balances, statements, credit card bills… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | wellness-cycle-coachmcp · other | Local-first cycle coach MCP for phase-aware nutrition and training context. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | pipeworx-io-dnd5emcp · other | Query Dungeons & Dragons 5th Edition rules data including spells, monsters, and equipment. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | bitwig-control-deckmcp · other | Local MCP bridge for Bitwig Studio, enabling read-back-verified control of tracks, devices, transport, and plug-in parameters via any MCP client. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | mharnett-ga4mcp · other | Provides MCP access to GA4 for reports, realtime data, custom dimensions, and data streams. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | z2-trade-trust-mcpmcp · other | Exposes TradeTrust document/eBL operations on the Zetrix L2 as MCP tools, enabling verification, status checks, and finality lookups, with optional… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | mockflow-ideaboardmcp · other | Visual diagram creation including flowcharts, mind maps, kanban boards, and architecture diagrams. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | coinpaprikamcp · other | Provides real-time cryptocurrency market data, tickers, exchange information, OHLCV candles, and price conversions for 8,000+ coins. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | courseramcp · other | Enables browsing your Coursera courses, viewing library maps and course outlines, and downloading transcripts and readings as text via MCP tools. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | walletapmcp · other | Issue and manage Apple Wallet and Google Wallet passes including membership cards, loyalty cards, tickets, and coupons. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | tenderapimcp · other | Access French (BOAMP) and EU (TED) public procurement tender data via TenderAPI. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | akamai-cloud-vm-mcpmcp · other | Enables managing Akamai Cloud (Linode) Compute Instances via MCP, with tools to list, create, view, update, delete, boot, reboot, shutdown, resize… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | cmdop-machine-caremcp · other | Read-only health and storage diagnostics for an enrolled CMDOP machine fleet. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | mcp-bringmcp · other | Enables AI assistants to read and manage your Bring! shopping lists through natural language commands like adding items, marking purchases, and… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | ros-mcpmcp · other | Enables management of multiple MikroTik RouterOS devices over SSH via two tools: device listing and command execution. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | twells89-sigma-data-modelmcp · other | Converts data models from dbt, Snowflake, LookML, Tableau, and Power BI into Sigma Computing data model format. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | agda-mcpmcp · other | Provides an MCP interface for Agda's JSON interaction protocol, enabling type checking and interactive editing of Agda modules with support for… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | space-dust-mcpmcp · other | Lets users shape Space Dust synthesizer presets by describing the sound they want in natural language, instead of turning knobs. It reads, creates… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | artefact-revenue-intelligencemcp · other | Revenue intelligence MCP: RFM analysis, 14.5-point ICP scoring, pipeline health. HubSpot. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | poppify-studiomcp · other | Photo-to-reel MCP for solo founders and SMBs. Upload 1–10 photos and get a captioned vertical reel for Instagram, TikTok, YouTube Shorts, or Facebook… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | carrier-accounting-mcpmcp · other | Automates ingestion, normalization, validation, review, and posting of insurance carrier statements to Applied Epic, with safety features like trial… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | easyeda-mcp-fixmcp · other | A bug-fix fork of the EasyEDA Pro MCP bridge that resolves six upstream bugs including silent BOM wipes, dead copper to SMD pads, and five-minute… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | console-switch-mcpmcp · other | Enables control of network switches via serial console ports, supporting Huawei, H3C, and Cisco devices for command execution and configuration. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | alexa-mcpmcp · other | Enables AI assistants to audit and clean up Amazon Alexa accounts: list routines, smart-home devices, scenes, and activity history, with optional… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | mcp-powerbi-to-reportmcp · other | Enables discovery of Fabric/Power BI workspaces and semantic models, execution of DAX queries, and generation of executive HTML reports with… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | verity-scoremcp · other | GEO audit for Shopify stores with AI readiness scoring and vertical checklists. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | gpu-mcpmcp · other | Exposes local NVIDIA GPU (CUDA) and Rust-to-WASM toolchain as MCP tools for sovereign local compute. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | forum-labs-payfetchmcp · other | a paying-fetch client with spending controls you set, and a wallet that stays yours. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | gh-ebrunet001-espnmcp · other | Real-time ESPN sports data for AI assistants covering 25+ leagues. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | hypixel-skyblock-mcpmcp · other | Fetches Hypixel SkyBlock data including profiles, economy, and progression, returning compact JSON for AI-powered guides and tips. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | cre-fred-mcpmcp · other | Enables pulling live Federal Reserve economic data (SOFR, Treasury yields, Fed funds rate, mortgage rates, CPI, PCE) for CRE capital markets analysis… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | syn7xx-testopsmcp · other | Manages test cases, test runs, and defect tracking through a test operations platform. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | roundtablemcp · other | Fans out a question to multiple frontier models in parallel, optionally deliberates to consensus, and returns one decided answer from the command line… | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | anchorregistrymcp · other | On-chain provenance lookup for anchored artifacts — resolve AR-IDs, hashes, and provenance trees. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | crunchtools-geminimcp · other | Integrates Google Gemini AI for text generation, image creation, video generation, web research, and document analysis. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | gta-mcpmcp · other | Enables GTA Online money making with live tools for weekly bonuses, business tracking, map locations, and a session planner. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | devsrodrigo-lockinmcp · other | iOS app tools for managing social media usage with screen time blocking and dopamine detox schedules. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | heistamcp · other | Ad intelligence MCP for decoding video ads and generating brand-specific creative scripts. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | transcodemcp · other | Media transcoding tool that converts audio and video files between formats. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | hiveagentiq-simpson-strong-tiemcp · other | Look up Simpson Strong-Tie structural products, specifications, and construction catalog data. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | utilifymcp · other | Texas utility plan comparison and enrollment for electricity, internet, natural gas, water, and trash across 4,844 ZIP codes. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | stefen-taime-donneesqcmcp · other | Query open datasets from Données Québec, Ville de Montréal, and Quebec geospatial services (IGO) using natural language. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | flyte-mcpmcp · other | Exposes Flyte V2 knowledge, patterns, plugins, and runtime to AI coding assistants via the Model Context Protocol. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | docminus-decimermcp · other | Convert chemical structure images to SMILES notation using the DECIMER recognition engine. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | navifaremcp · other | Flight price comparison across multiple booking sources | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | storylensesmcp · other | AI cover letter generation with job analysis, profile matching, and narrative writing. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | vastai-host-mcpmcp · other | Enables Vast.ai providers to manage hosted machines, update pricing, run self-tests, and automate host operations through natural language. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | a-001-byte-eyeshot-cadmcp · other | Enables AI-driven CAD operations in applications built on the Eyeshot SDK. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | agenson-tools-structured-data-validatormcp · other | Validates structured data against schemas for AI workflow quality assurance. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | yourbright-jp-jpyc-managermcp · other | Manages JPYC stablecoin wallets and transfers on Polygon. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | dashformmcp · other | Build and manage AI-powered forms, funnels, quizzes, and lead qualification workflows. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | k1xme-schwabmcp · other | Charles Schwab brokerage integration with 18 tools for quotes, orders, accounts, and market data. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | trunkmcp · other | CI Autopilot tools for fixing failing tests | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | igorpdev-databrmcp · other | Brazilian open data from IBGE, BCB, and INEP for demographics, economics, and education statistics. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | shippingratesmcp · other | Container shipping intelligence with demurrage, detention, and local charge data from verified carrier tariffs. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | staruml-controller-infoflow-mcpmcp · other | Enables AI assistants to programmatically create and manage information flow diagrams — information items and information flows in StarUML. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | quantaroute-geocodermcp · other | Geocode addresses, look up administrative boundaries, and process DigiPin codes for India. | 1 fork | No one-command install · Source | |
| 2923 | 23.374 | gh-pramodbhatofficial-databricksmcp · other | Provides comprehensive Databricks workspace access through the official Python SDK for data pipelines, ML workflows, Unity Catalog, and more. | 1 fork | 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.