Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 22.557 | fda-ai-ml-samd-compliance-mcpmcp · other | Enables FDA AI/ML SaMD compliance management, including regulatory pathway classification and PCCP template generation. | 1 star | No one-command install · Source | |
| 402 | 22.557 | meok-attestation-verifymcp · other | Verifies MEOK AI Labs compliance attestations (DORA, NIS2, CRA, EU AI Act, etc.) using HMAC-SHA256. Enables piping a signed certificate on stdin to… | 1 star | No one-command install · Source | |
| 403 | 22.557 | sbom-cyclonedx-mcpmcp · other | Generates SBOM in CycloneDX 1.6 and SPDX 2.3 formats, compliant with EO 14028, NIS2, and CRA. | 1 star | No one-command install · Source | |
| 404 | 22.557 | csoai-org-sbom-cyclonedxmcp · other | Generates and validates Software Bill of Materials in CycloneDX 1.6 and SPDX 2.3 formats for regulatory compliance. | 1 star | No one-command install · Source | |
| 405 | 22.557 | voice-audio-mcpmcp · other | Enables text-to-speech, voice cloning, audio generation, and transcription using Kokoro TTS and Whisper STT. | 1 star | No one-command install · Source | |
| 406 | 22.557 | csoai-org-explainability-report-mcpmcp · other | Tools for generating AI model explainability reports and feature attribution analysis. | 1 star | No one-command install · Source | |
| 407 | 22.557 | congressional-trade-signalsmcp · other | Enables querying of U.S. congressional stock trade data, including price history, recent trades, buy signals, stock activity, and politician activity… | 1 star | No one-command install · Source | |
| 408 | 22.557 | csoai-org-csoai-governance-crosswalk-mcpmcp · other | Cross-framework AI governance mapping and compliance crosswalk tools. | 1 star | No one-command install · Source | |
| 409 | 22.557 | ssw-workforce-intelligence-mcpmcp · other | Enables workforce and labor market analysis for Specified Skilled Workers in Japan by aggregating public census data to provide regional and industry… | 1 star | No one-command install · Source | |
| 410 | 22.557 | mcp-notebooklmmcp · other | Exposes Google NotebookLM notebooks as tools for AI assistants, enabling listing, finding, and querying notebooks with grounded answers. | 1 star | No one-command install · Source | |
| 411 | 22.557 | solidworks-mcp-promcp · other | Enables connecting MCP clients to local SolidWorks for automated 3D part creation, template generation, file export, and basic review via natural… | 1 star | No one-command install · Source | |
| 412 | 22.557 | rviz-map-image-mcpmcp · other | Converts a live ROS 2 occupancy map into shareable images (PNG/JPEG/base64) and provides tools for map metadata, coordinate conversion, corner goal… | 1 star | No one-command install · Source | |
| 413 | 22.557 | tactualmcp · other | Screen-reader navigation cost analyzer that scores assistive technology user effort to find and operate web content. | 1 star | No one-command install · Source | |
| 414 | 22.557 | retail-mcpmcp · other | Connects AI clients to retail customer, inventory, sales, order, and support capabilities through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 415 | 22.557 | genflowai-codex-pluginmcp · other | GenflowAI for Codex helps creators, ecommerce teams, and marketing teams find reusable AI creative workflow templates, list their own saved workflows… | 1 star | No one-command install · Source | |
| 416 | 22.557 | unicode-puzzlesmcp · other | Creates and manages steganography puzzles that hide messages within Unicode characters, offering template-based generation with configurable… | 1 star | No one-command install · Source | |
| 417 | 22.557 | windeep-computer-controlmcp · other | Windows原生桌面自动化MCP服务器，提供22个工具用于窗口管理、输入控制、截图、OCR和智能元素匹配。 | 1 star | No one-command install · Source | |
| 418 | 22.557 | power-automate-mcpmcp · other | Enables AI assistants to edit Power Automate cloud flows live, including reading/writing flow definitions, managing connectors, and syncing changes… | 1 star | No one-command install · Source | |
| 419 | 22.557 | risbridge-mcpmcp · other | Enables users to run Slurm jobs on WashU RIS Compute2 cluster by describing their intent in plain English, without requiring SSH or Slurm knowledge. | 1 star | No one-command install · Source | |
| 420 | 22.557 | embedded-mcpmcp · other | Lets AI assistants read, command, and debug microcontrollers over a serial connection via MCP. Provides tools for serial port discovery, reading… | 1 star | No one-command install · Source | |
| 421 | 22.557 | dsvlab-mcpmcp · other | Enables AI to programmatically control DS-VLAB circuit testing environment for automated testing. | 1 star | No one-command install · Source | |
| 422 | 22.557 | dstoolsmcp · other | Augments DeepSeek-V4 with image understanding and deep research capabilities via MCP, enabling vision and web research tools. | 1 star | No one-command install · Source | |
| 423 | 22.557 | ltchiptool-mcpmcp · other | Enables chip-level firmware extraction and analysis for BK7231 family IoT devices via UART, supporting flash dumping, decryption, and partition… | 1 star | No one-command install · Source | |
| 424 | 22.557 | ratebook-mcpmcp · other | Provides electricity tariff queries and rate calculations for US utilities, enabling cost estimation and optimal charging schedules. | 1 star | No one-command install · Source | |
| 425 | 22.557 | keti-flow-mcpmcp · other | Enables querying optimal control values (angle for blowers, control for pumps) to minimize power given a required flow rate, using machine learning… | 1 star | No one-command install · Source | |
| 426 | 22.557 | coronium-proxy-mcpmcp · other | Enables management of 4G/5G mobile proxies from Coronium.io, allowing users to list, rotate, replace, set rotation intervals, buy, renew, and manage… | 1 star | No one-command install · Source | |
| 427 | 22.557 | tronbyt-mcpmcp · other | Lets your AI assistant control and display text/images on a Tidbyt or Tronbyt LED sign via the MCP protocol. | 1 star | No one-command install · Source | |
| 428 | 22.557 | taproot-mcpmcp · other | Enables managing SSH-managed clusters with tools for executing commands, file operations, and tmux sessions across multiple nodes. | 1 star | No one-command install · Source | |
| 429 | 22.557 | cynco-tech-accountingmcp · other | AI-native accounting tool providing 52 tools across 14 domains for financial data management. | 1 star | No one-command install · Source | |
| 430 | 22.557 | typewriter-mcpmcp · other | Enables AI assistants to read and edit storylines for the Typewriter Minecraft plugin, including pages, dialogues, facts, and triggers, over websocket… | 1 star | No one-command install · Source | |
| 431 | 22.557 | social-publisher-mcpmcp · other | A local MCP service for safely preparing, validating, and executing multi-platform social media auto-publishing, with dry-run mode and real adapter… | 1 star | No one-command install · Source | |
| 432 | 22.557 | askcyborgmcp · other | Analyst-debate company research: structured reports, investment scores, and audio briefings on public and private companies. | 1 star | No one-command install · Source | |
| 433 | 22.557 | mind-guide-mcpmcp · other | Connects users to mental health counseling centers and welfare programs based on location and situation, prioritizing crisis resources. | 1 star | No one-command install · Source | |
| 434 | 22.557 | noc-mcpservermcp · other | Exposes a tool to convert JSON samples into equivalent C# class definitions using NiceOneCode's converter. AI assistants can call directly without… | 1 star | No one-command install · Source | |
| 435 | 22.557 | kud-mcp-harness-fmemcp · other | Enables reading and toggling feature flags, managing environments, segments, and change requests for Harness FME (Split.io). | 1 star | No one-command install · Source | |
| 436 | 22.557 | atag-mcpmcp · other | Provides guidance on the W3C Authoring Tool Accessibility Guidelines (ATAG 2.0) to help authoring tool developers build accessible software. | 1 star | No one-command install · Source | |
| 437 | 22.557 | multimail-dev-thinkingmcp · other | Extract and query cognitive patterns, decision heuristics, and mental models from conversations in a typed knowledge graph. | 1 star | No one-command install · Source | |
| 438 | 22.557 | trammelmcp · other | AI task planner for coding assistants that breaks goals into ordered steps, verifies each step with isolated test runs, learns from failures, and… | 1 star | No one-command install · Source | |
| 439 | 22.557 | nidonnaesanmcp · other | Enables reviewers to find sponsorship campaigns, assess their value, and generate application messages via a conversational interface. It integrates… | 1 star | No one-command install · Source | |
| 440 | 22.557 | 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 | |
| 441 | 22.557 | 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 | |
| 442 | 22.557 | 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 | |
| 443 | 22.557 | 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 | |
| 444 | 22.557 | 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 | |
| 445 | 22.557 | 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 | |
| 446 | 22.557 | smart-gym-mcpmcp · other | Connects AI assistants to SmartGym on Mac, enabling users to review workouts, tweak routines, and build training programs in plain English, with… | 1 star | No one-command install · Source | |
| 447 | 22.557 | figjam-context-mcpmcp · other | Exposes tools to ingest FigJam boards, retrieve context summaries, and answer free-form questions about the board content. | 1 star | No one-command install · Source | |
| 448 | 22.557 | programinglive-dev-workflowmcp · other | Enforces development workflow discipline through structured stages | 1 star | No one-command install · Source | |
| 449 | 22.557 | agu-mcpmcp · other | 查询和分析A股数据的MCP服务器，支持实时行情、K线、技术指标、基本面和AI选股等功能。 | 1 star | No one-command install · Source | |
| 450 | 22.557 | remote-ssh-mcpmcp · other | Connects an MCP client to a remote Linux/Unix host over SSH, enabling remote shell commands, file access, port forwarding, and VS Code Remote-SSH URI… | 1 star | No one-command install · Source | |
| 451 | 22.557 | mood-transit-mcpmcp · other | Enables music curation that gently transitions a user's mood through three stages (Mirror, Bridge, Arrive), incorporating weather, activity, time, and… | 1 star | No one-command install · Source | |
| 452 | 22.557 | mealforgemcp · other | Enables AI-driven weekly meal planning with structured recipes, cooking steps, and grocery lists. | 1 star | No one-command install · Source | |
| 453 | 22.557 | seismo-mcpmcp · other | Bridges AI assistants to seismology software (ObsPy, CWP/SU, SAC, PyGMT), allowing users to process seismic waveforms and perform analysis through… | 1 star | No one-command install · Source | |
| 454 | 22.557 | zboralski-ida-headlessmcp · other | Provides headless access to IDA Pro's reverse engineering capabilities for analyzing binaries, extracting functions and strings, navigating… | 1 star | No one-command install · Source | |
| 455 | 22.557 | nutrition-dbmcp · other | Generates personalized 7-day meal plans based on user profile and goals, and provides daily calorie catch-up suggestions when intake falls short. | 1 star | No one-command install · Source | |
| 456 | 22.557 | univercitymcp · other | Eight-dimension business diagnosis with Revenue Leak Score and triple-option recommendations. | 1 star | No one-command install · Source | |
| 457 | 22.557 | cia-diagnosemcp · other | Expert business diagnosis engine that analyzes companies across 11 dimensions and returns a Revenue Leak Score with prioritized, triple-option… | 1 star | No one-command install · Source | |
| 458 | 22.557 | civic-superagentsmcp · other | Enables querying a comprehensive data lake of Italian civic open data, returning cited facts about Italian municipalities across domains like… | 1 star | No one-command install · Source | |
| 459 | 22.557 | fotmocpmcp · other | Enables MCP clients to access live football data from FotMob, including match stats, team form, injuries, and player workload, without making… | 1 star | No one-command install · Source | |
| 460 | 22.557 | coartmcp · other | Enables an infinite canvas for Codex using tldraw, with tools for canvas state, assets, images, HTML, and slide containers, all saved locally. | 1 star | No one-command install · Source | |
| 461 | 22.557 | community-toolkitmcp · other | Provides tools for event countdown, generating meetup announcements, and drafting contributor appreciation notes, enabling community builders to… | 1 star | No one-command install · Source | |
| 462 | 22.557 | t-rush-mcpmcp · other | Exposes technical debt management to AI coding assistants, enabling them to find, prioritize, and resolve TODO/FIXME/BUG comments across codebases via… | 1 star | No one-command install · Source | |
| 463 | 22.557 | console-censorcheckermcp · other | Batch tcping probe & Censor checker | 1 star | No one-command install · Source | |
| 464 | 22.557 | golf-coachmcp · other | Analyzes your Trackman golf data to diagnose weaknesses and generate personalized practice plans with drills and progress tracking, acting as a… | 1 star | No one-command install · Source | |
| 465 | 22.557 | rubric-protocolmcp · other | AI compliance attestation with post-quantum cryptography and blockchain anchoring — generate signed records of AI decisions for EU AI Act, HIPAA, and… | 1 star | No one-command install · Source | |
| 466 | 22.557 | robot-tool-mcpmcp · other | Provides an MCP interface to the ROBOT command-line tool for OWL ontology editing, enabling operations like merging, reasoning, and conversion via… | 1 star | No one-command install · Source | |
| 467 | 22.557 | data-science-mcpmcp · other | Enables time-series analysis and forecasting through a structured tool catalogue, including data loading, quality repair, diagnostics, and forecasting… | 1 star | No one-command install · Source | |
| 468 | 22.557 | infinihash-kytmcp · other | Blockchain compliance tools for wallet screening, OFAC sanctions, and SAR draft generation. | 1 star | No one-command install · Source | |
| 469 | 22.557 | gm-forge-mcpmcp · other | Enables AI assistants to create and edit GameMaker projects, including scripts, objects, rooms, sprites, and sounds, with support for project… | 1 star | No one-command install · Source | |
| 470 | 22.557 | investsights-indian-stock-research-mcpmcp · other | Enables AI assistants to perform deep Indian stock research with fundamentals, forensic scores, DCF valuation, screening, and news for 6000+ NSE/BSE… | 1 star | No one-command install · Source | |
| 471 | 22.557 | pdf-edit-mcpmcp · other | Enables editing text in existing PDFs by modifying content stream operators, preserving original fonts and positions. Provides fidelity reports on… | 1 star | No one-command install · Source | |
| 472 | 22.557 | sdar-mcp-tasks-provider-runtimemcp · other | A language-neutral runtime for the SEP-2663 task lifecycle and io.sdar/taskExecution Provider Profile, delegating resource facts and side effects to… | 1 star | No one-command install · Source | |
| 473 | 22.557 | sapiens-mcpmcp · other | Enables users to generate images, articles, voice, music, and more from their Sapiens Sintéticos account using natural language, spending credits and… | 1 star | No one-command install · Source | |
| 474 | 22.557 | painel-sint-tico-concordemcp · other | Enables AI assistants to explore a panel of 787 synthetic Brazilian banking consumer personas for product discovery, with deterministic filtering and… | 1 star | No one-command install · Source | |
| 475 | 22.557 | sandeepmallareddy-whatsappmcp · other | WhatsApp messaging integration with 16 tools for sending, receiving, and media handling. | 1 star | No one-command install · Source | |
| 476 | 22.557 | stellifymcp · other | Build Laravel apps through conversation with code stored as structured JSON for surgical AI edits. | 1 star | No one-command install · Source | |
| 477 | 22.557 | videocontext-mcpmcp · other | Turns a YouTube video or allowlisted local video into a timestamped transcript, chronological timeline, and retrievable image resources for… | 1 star | No one-command install · Source | |
| 478 | 22.557 | preflight-mcpmcp · other | Enables pilots to assemble a preflight briefing per 14 CFR §91.103 by fetching weather, airport info, aircraft performance, fuel estimates… | 1 star | No one-command install · Source | |
| 479 | 22.557 | spacedatamcp · other | Aggregated public space data — satellite orbits, catalogs and launches — as a single AI-friendly CLI. | 1 star | No one-command install · Source | |
| 480 | 22.557 | klawsmcp · other | Scans source code for possible Korean compliance risks (PIPA, Network Act, Credit Information Act, E-Commerce Act) and maps findings to specific legal… | 1 star | No one-command install · Source | |
| 481 | 22.557 | groupdocs-metadatamcp · other | Read and remove metadata from documents and media files using the GroupDocs.Metadata library. | 1 star | No one-command install · Source | |
| 482 | 22.557 | csoai-org-blockchain-verification-mcpmcp · other | Verification tools for blockchain transactions and smart contract states. | 1 star | No one-command install · Source | |
| 483 | 22.557 | fd-commercial-property-financemcp · other | UK property finance calculators: bridging costs, development appraisal, BTL stress test, and stamp duty. | 1 star | No one-command install · Source | |
| 484 | 22.557 | mcp-devils-advocatemcp · other | Enforces structured adversarial reasoning via devil's advocate, premortem, assumption audit, and steelman protocols to stress-test claims and… | 1 star | No one-command install · Source | |
| 485 | 22.557 | lunargarden-mcpmcp · other | Provides astrology-aware garden care planning by combining lunar phase, Vedic panchang, weather, and soil forecasts into structured care plans with… | 1 star | No one-command install · Source | |
| 486 | 22.557 | netease-music-mcpmcp · other | 非官方MCP服务，允许通过统一的工具接口操作网易云音乐，包括搜索歌曲、创建与管理歌单、查看听歌记录、收藏歌曲及获取每日推荐。 | 1 star | No one-command install · Source | |
| 487 | 22.557 | 3d-cad-baseplate-generator-mcpmcp · other | Generates printable 3D CAD models (e.g., bottle caps) from photos by combining client-side dimension extraction with CadQuery precision modeling, mesh… | 1 star | No one-command install · Source | |
| 488 | 22.557 | enpass-mcpmcp · other | Provides local, secure access to Enpass password vaults via MCP. Enables unlocking vaults, listing entries, retrieving passwords, TOTP codes, and… | 1 star | No one-command install · Source | |
| 489 | 22.557 | persona-motion-studiomcp · other | Enables AI assistants to show, animate, and control a VRM character on the desktop, including posing and motion installation via MCP tools. | 1 star | No one-command install · Source | |
| 490 | 22.557 | mcp-oneheartesimmcp · other | 一心eSIM商品目錄查詢與下單服務：查詢各國eSIM上網方案的即時價格與庫存、依旅遊天數與用量推薦方案、協助建立訂單並取得LinePay或ECPay付款連結。 | 1 star | No one-command install · Source | |
| 491 | 22.557 | minerva-mcpmcp · other | Enables AI assistants to administer Microsoft 365 and Azure, including PowerShell-only areas like Exchange, SharePoint, Teams, and Purview, with risk… | 1 star | No one-command install · Source | |
| 492 | 22.557 | toshi-mcpmcp · other | Enables a side-panel companion that watches your coding session and provides context-aware answers about your codebase and session state through a… | 1 star | No one-command install · Source | |
| 493 | 22.557 | zentaomcp · other | Enables full CRUD operations on Zentao entities like requirements, bugs, tasks, test cases, projects, and products through natural language. | 1 star | No one-command install · Source | |
| 494 | 22.557 | tokonomix-council-mcpmcp · other | Enables multi-model consensus decision-making for high-stakes AI decisions, using independent expert models and a judge to surface disagreements and… | 1 star | No one-command install · Source | |
| 495 | 22.557 | soroban-diagnosemcp · other | Deterministic failure diagnosis for Soroban transactions and simulations, providing a normalized diagnosis with ranked causes, evidence, and fixes via… | 1 star | No one-command install · Source | |
| 496 | 22.557 | mcp-gadsmcp · other | Enables querying and managing Google Ads campaigns, keywords, assets, and more via natural language, with support for multiple MCP clients. | 1 star | No one-command install · Source | |
| 497 | 22.557 | freemodel-mcpmcp · other | Routes tasks to the optimal AI model based on task type and benchmark scores across 25+ platforms. Automatically selects the best model for coding… | 1 star | No one-command install · Source | |
| 498 | 22.557 | rxrelaymcp · other | Enables consent-first voice coordination for prescription access with a deterministic proof gate, exposing MCP tools to manage cases, attestations… | 1 star | No one-command install · Source | |
| 499 | 22.557 | helm-protocol-opentttmcp · other | Proof-of-Time transaction ordering verification for blockchain DeFi operations. | 1 star | No one-command install · Source | |
| 500 | 22.557 | arc-world-engine-mcpmcp · other | Enables interaction with an explicit ARC-AGI-3 world model through typed operations for actor/rule editing, deterministic simulation, rendering, and… | 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.