Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 23.374 | diegofornalha-secure-shellmcp · other | Provides a secure way to execute shell commands with robust validation, whitelisting, and timeout handling through an asyncio-powered Python… | 1 fork | No one-command install · Source | |
| 702 | 23.374 | rhitune2-mock-datamcp · other | Provides tools for generating realistic mock data including personal information, company details, and custom fields using TypeScript and Faker.js for… | 1 fork | No one-command install · Source | |
| 703 | 23.374 | gdamitha-pymolmcp · other | Integrates with PyMOL molecular visualization software to enable interactive protein structure analysis, manipulation, and high-quality image… | 1 fork | No one-command install · Source | |
| 704 | 23.374 | datalayer-jupyter-notebook-bridgemcp · other | Provides a bridge between Jupyter notebooks and AI systems, enabling code execution, markdown creation, and Earth data interaction through specialized… | 1 fork | No one-command install · Source | |
| 705 | 23.374 | francesliang-transaction-categorizermcp · other | Processes and categorizes financial transaction data into predefined expense and income categories, outputting organized CSV files for personal… | 1 fork | No one-command install · Source | |
| 706 | 23.374 | igordias2-unity-editormcp · other | Integrates with Unity Editor to provide real-time access to scene hierarchies, project structures, and GameObject manipulation for AI-assisted game… | 1 fork | No one-command install · Source | |
| 707 | 23.374 | airjlee-stock-yahoo-financemcp · other | Integrates with Yahoo Finance to provide real-time stock market data, financial statements, company information, earnings reports, and news for… | 1 fork | No one-command install · Source | |
| 708 | 23.374 | taweili-rss-to-markdownmcp · other | Converts RSS feeds into structured Markdown documents with feed titles, descriptions, and clickable item links for content aggregation and news… | 1 fork | No one-command install · Source | |
| 709 | 23.374 | youtube-transcriptionmcp · other | Extracts transcriptions from YouTube videos by accepting a video URL and returning the full transcript text using the youtube-transcript library | 1 fork | No one-command install · Source | |
| 710 | 23.374 | remote-commandmcp · other | Enables direct execution of shell commands on the host machine with cross-platform compatibility, automatically handling OS-specific differences for… | 1 fork | No one-command install · Source | |
| 711 | 23.374 | monochromegane-bigquerymcp · other | Integrates with BigQuery to enable querying and retrieving table schemas from specified datasets for data analysis and reporting | 1 fork | No one-command install · Source | |
| 712 | 23.374 | sweetmantech-recoupablemcp · other | Retrieves and aggregates social media insights for artists by fetching comprehensive fan and post data across multiple platforms, enabling developers… | 1 fork | No one-command install · Source | |
| 713 | 23.374 | abutbul-gatherings-expense-sharingmcp · other | Provides a robust expense-sharing solution for social gatherings, enabling creation of events, member management, expense tracking, and automated… | 1 fork | No one-command install · Source | |
| 714 | 23.374 | sirusb-samtoolsmcp · other | Provides a standardized interface for working with SAM/BAM/CRAM files. | 1 fork | No one-command install · Source | |
| 715 | 23.374 | mcp-alphafoldmcp · other | Provides programmatic access to AlphaFold protein structure predictions and UniProt data, enabling users to retrieve protein structures, summaries… | 1 fork | No one-command install · Source | |
| 716 | 23.374 | circuit-sim-mcpmcp · other | Provides circuit simulation capabilities via MCP, enabling creation, simulation (DC, AC, transient), and analysis of electronic circuits using… | 1 fork | No one-command install · Source | |
| 717 | 23.374 | shutter-network-timelockmcp · other | Encrypts messages using Shutter Network's decentralized timelock encryption system where messages can only be decrypted after a specified future time… | 1 fork | No one-command install · Source | |
| 718 | 23.374 | boxes-mcpmcp · other | Enables management of GNOME Boxes virtual machines through libvirt/virsh with lifecycle and snapshot operations. | 1 fork | No one-command install · Source | |
| 719 | 23.374 | geolibra-3d-asset-processingmcp · other | Processes and optimizes 3D glTF/GLB models with analysis, validation, format conversion, compression, and geometry simplification tools for web… | 1 fork | No one-command install · Source | |
| 720 | 23.374 | statesetmcp · other | Integrates with StateSet's issue operations system, enabling management of returns, orders, warranties, shipments, and manufacturing processes through… | 1 fork | No one-command install · Source | |
| 721 | 23.374 | sungminwoo0612-toolbartendermcp · other | Transforms goals into executable step-by-step plans. | 1 fork | No one-command install · Source | |
| 722 | 23.374 | asklokesh-freshbooksmcp · other | Integrates with FreshBooks accounting software for invoicing, expenses, and financial management. | 1 fork | No one-command install · Source | |
| 723 | 23.374 | billychl1-footballbinmcp · other | AI match predictions for Premier League and Champions League including scores, goal scorers, and corners. | 1 fork | No one-command install · Source | |
| 724 | 23.374 | bmorphism-vibespace-ternarymcp · other | Enables real-time streaming of contextual information through NATS with ternary data representation, featuring configurable privacy controls and… | 1 fork | No one-command install · Source | |
| 725 | 23.374 | loom-advisormcp · other | Provides tools to list, retrieve, edit, and merge Loom screen recordings. | 1 fork | No one-command install · Source | |
| 726 | 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 | |
| 727 | 23.374 | quantaroute-geocodermcp · other | Geocode addresses, look up administrative boundaries, and process DigiPin codes for India. | 1 fork | No one-command install · Source | |
| 728 | 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 | |
| 729 | 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 | |
| 730 | 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 | |
| 731 | 23.374 | trunkmcp · other | CI Autopilot tools for fixing failing tests | 1 fork | No one-command install · Source | |
| 732 | 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 | |
| 733 | 23.374 | dashformmcp · other | Build and manage AI-powered forms, funnels, quizzes, and lead qualification workflows. | 1 fork | No one-command install · Source | |
| 734 | 23.374 | yourbright-jp-jpyc-managermcp · other | Manages JPYC stablecoin wallets and transfers on Polygon. | 1 fork | No one-command install · Source | |
| 735 | 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 | |
| 736 | 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 | |
| 737 | 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 | |
| 738 | 23.374 | storylensesmcp · other | AI cover letter generation with job analysis, profile matching, and narrative writing. | 1 fork | No one-command install · Source | |
| 739 | 23.374 | navifaremcp · other | Flight price comparison across multiple booking sources | 1 fork | No one-command install · Source | |
| 740 | 23.374 | docminus-decimermcp · other | Convert chemical structure images to SMILES notation using the DECIMER recognition engine. | 1 fork | No one-command install · Source | |
| 741 | 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 | |
| 742 | 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 | |
| 743 | 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 | |
| 744 | 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 | |
| 745 | 23.374 | transcodemcp · other | Media transcoding tool that converts audio and video files between formats. | 1 fork | No one-command install · Source | |
| 746 | 23.374 | heistamcp · other | Ad intelligence MCP for decoding video ads and generating brand-specific creative scripts. | 1 fork | No one-command install · Source | |
| 747 | 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 | |
| 748 | 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 | |
| 749 | 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 | |
| 750 | 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 | |
| 751 | 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 | |
| 752 | 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 | |
| 753 | 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 | |
| 754 | 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 | |
| 755 | 23.374 | gh-ebrunet001-espnmcp · other | Real-time ESPN sports data for AI assistants covering 25+ leagues. | 1 fork | No one-command install · Source | |
| 756 | 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 | |
| 757 | 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 | |
| 758 | 23.374 | verity-scoremcp · other | GEO audit for Shopify stores with AI readiness scoring and vertical checklists. | 1 fork | No one-command install · Source | |
| 759 | 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 | |
| 760 | 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 | |
| 761 | 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 | |
| 762 | 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 | |
| 763 | 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 | |
| 764 | 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 | |
| 765 | 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 | |
| 766 | 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 | |
| 767 | 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 | |
| 768 | 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 | |
| 769 | 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 | |
| 770 | 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 | |
| 771 | 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 | |
| 772 | 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 | |
| 773 | 23.374 | tenderapimcp · other | Access French (BOAMP) and EU (TED) public procurement tender data via TenderAPI. | 1 fork | No one-command install · Source | |
| 774 | 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 | |
| 775 | 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 | |
| 776 | 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 | |
| 777 | 23.374 | mockflow-ideaboardmcp · other | Visual diagram creation including flowcharts, mind maps, kanban boards, and architecture diagrams. | 1 fork | No one-command install · Source | |
| 778 | 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 | |
| 779 | 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 | |
| 780 | 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 | |
| 781 | 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 | |
| 782 | 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 | |
| 783 | 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 | |
| 784 | 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 | |
| 785 | 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 | |
| 786 | 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 | |
| 787 | 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 | |
| 788 | 23.374 | wyre-technology-blumiramcp · other | Blumira SIEM integration for querying findings, evidence, and detection data. | 1 fork | No one-command install · Source | |
| 789 | 23.374 | carsxemcp · other | Vehicle data including VIN decoding, specs, history, images, recalls, and OBD codes. | 1 fork | No one-command install · Source | |
| 790 | 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 | |
| 791 | 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 | |
| 792 | 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 | |
| 793 | 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 | |
| 794 | 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 | |
| 795 | 23.374 | chrischall-opentablemcp · other | Find available reservation slots, book, cancel, and manage OpenTable reservations and favorites. | 1 fork | No one-command install · Source | |
| 796 | 23.374 | sophie-wellmcp · other | Always free healthcare utilities. | 1 fork | No one-command install · Source | |
| 797 | 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 | |
| 798 | 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 | |
| 799 | 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 | |
| 800 | 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 |
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.