Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4301 | Unranked | garmin-connect-treinosmcp · other | Enables listing, creating, editing, deleting, and scheduling structured workouts (run, cycle, swim, triathlon) on Garmin Connect via natural language. | No signals yet | No one-command install · Source | |
| 4302 | Unranked | mercado-financeiro-brmcp · other | Provides Brazilian financial market data (stocks, dividends, FIIs, crypto, exchange rates, macro indicators) from B3. Works with any MCP client via… | No signals yet | No one-command install · Source | |
| 4303 | Unranked | negativeevmcp · other | Grades sports bets against thousands of play-by-play simulations, reporting simulated probability, implied probability, and edge. | No signals yet | No one-command install · Source | |
| 4304 | Unranked | marian-kamenistak-elc-conference-ticketsmcp · other | Browse and purchase ELC Conference 2026 engineering leadership tickets in Prague via AI. | No signals yet | No one-command install · Source | |
| 4305 | Unranked | elc-partnership-buildermcp · other | Enables users to build tailored company partnerships with the Engineering Leaders Community directly from their AI assistant, including qualifying… | No signals yet | No one-command install · Source | |
| 4306 | Unranked | myday-mcpmcp · other | Enables AI assistants to query a user's recorded work sessions, notes, and browsing history, allowing them to resume tasks or answer questions about… | No signals yet | No one-command install · Source | |
| 4307 | Unranked | prometiam-company-datamcp · other | Company data for Spain, France, the UK, Ireland and Poland — registry, KYB and sanctions. | No signals yet | No one-command install · Source | |
| 4308 | Unranked | runartmcp · other | AI-powered running course generator that creates custom routes on Seoul's pedestrian network based on natural language requests (distance, elevation… | No signals yet | No one-command install · Source | |
| 4309 | Unranked | fd-open-data-mcpmcp · other | Provides a semantic concept layer over financial/economic data from multiple sources, enabling users to query data by concept and entity with… | No signals yet | No one-command install · Source | |
| 4310 | Unranked | wikipedia-trends-mcpmcp · other | Provides Wikipedia page view trend data including spike detection, historical traffic, and cross-platform comparison, enabling AI to access a leading… | No signals yet | No one-command install · Source | |
| 4311 | Unranked | npm-trends-mcpmcp · other | Provides weekly download counts and trend data for npm packages, enabling comparison of adoption velocity across JavaScript libraries. | No signals yet | No one-command install · Source | |
| 4312 | Unranked | mcp-page-finder-extractormcp · other | Given a company domain, finds specified page types (like pricing or careers) on the company's own website and returns the URL, discovery method, and… | No signals yet | No one-command install · Source | |
| 4313 | Unranked | mridangam-playing-analysismcp · other | Analyzes timing and tempo accuracy of percussion practice recordings via onset detection, reporting per-gap deviations and consistency stats to MCP… | No signals yet | No one-command install · Source | |
| 4314 | Unranked | jeanlopezxyz-mcp-alertmanagermcp · other | Interact with Prometheus Alertmanager for alert management. | No signals yet | No one-command install · Source | |
| 4315 | Unranked | craigmbrown-blindoraclemcp · other | Privacy-preserving decision engine using differential privacy and secure computation. | No signals yet | No one-command install · Source | |
| 4316 | Unranked | ip-mcpmcp · other | Provides tools to classify, test, and expand IPv4/IPv6 addresses using Node's built-in net module. | No signals yet | No one-command install · Source | |
| 4317 | Unranked | csoai-meok-watermark-attestmcp · other | Generate C2PA manifests, invisible watermarks, and HMAC-signed attestations for EU AI Act Article 50 transparency compliance. | No signals yet | No one-command install · Source | |
| 4318 | Unranked | csoai-org-calendar-ai-mcpmcp · other | AI-powered calendar management and scheduling optimization tools. | No signals yet | No one-command install · Source | |
| 4319 | Unranked | csoai-org-citation-finder-ai-mcpmcp · other | Tools for finding and formatting academic citations and bibliographic references. | No signals yet | No one-command install · Source | |
| 4320 | Unranked | meok-governance-smitherymcp · other | Provides 62 AI governance tools for compliance with regulations like the EU AI Act, enabling risk management, transparency, bias detection, and more. | No signals yet | No one-command install · Source | |
| 4321 | Unranked | csoai-org-churn-predictor-ai-mcpmcp · other | Customer churn prediction and retention analysis tools using machine learning. | No signals yet | No one-command install · Source | |
| 4322 | Unranked | csoai-org-dependency-updater-ai-mcpmcp · other | AI tools for identifying and updating outdated package dependencies. | No signals yet | No one-command install · Source | |
| 4323 | Unranked | csoai-org-crypto-tracker-ai-mcpmcp · other | Tools for tracking cryptocurrency prices, portfolios, and market data. | No signals yet | No one-command install · Source | |
| 4324 | Unranked | dcc-mcp-wwisemcp · other | Enables interaction with Audiokinetic Wwise Authoring through WAAPI, allowing project inspection, sound and music imports, event management, and… | No signals yet | No one-command install · Source | |
| 4325 | Unranked | csoai-org-accessibility-ai-mcpmcp · other | AI-powered accessibility analysis and WCAG compliance checking tools. | No signals yet | No one-command install · Source | |
| 4326 | Unranked | raspberry-pi-mcp-audio-control-systemmcp · other | Enables remote control of audio playback and system volume on a Raspberry Pi via the Model Context Protocol (MCP). | No signals yet | No one-command install · Source | |
| 4327 | Unranked | csoai-org-content-calendar-ai-mcpmcp · other | AI-powered content scheduling and editorial calendar management tools. | No signals yet | No one-command install · Source | |
| 4328 | Unranked | csoai-org-ad-copy-ai-mcpmcp · other | Tools for generating and optimizing advertising copy with AI assistance. | No signals yet | No one-command install · Source | |
| 4329 | Unranked | osv-scanner-mcpmcp · other | Enables scanning Java (Maven) projects for known vulnerabilities via natural language, returning severity-sorted reports with CVSS scores and fix… | No signals yet | No one-command install · Source | |
| 4330 | Unranked | csoai-org-code-executor-mcpmcp · other | Secure code execution environment with multiple language support. | No signals yet | No one-command install · Source | |
| 4331 | Unranked | timeline-pulsemcp · other | Source-aware archive for timeline-shift folklore, Mandela Effect reports and collider myths. | No signals yet | No one-command install · Source | |
| 4332 | Unranked | delx-living-bodymcp · other | Meta-MCP that auto-detects installed wellness connectors and composes them into one body data layer. | No signals yet | No one-command install · Source | |
| 4333 | Unranked | csoai-meok-nis2-de-registermcp · other | Automate Germany NIS2 (NIS2-UmsuCG) compliance with BSI registration packet generation, scope validation, and HMAC-signed proofs. | No signals yet | No one-command install · Source | |
| 4334 | Unranked | csoai-org-csv-tools-ai-mcpmcp · other | AI-powered CSV file manipulation, transformation, and analysis tools. | No signals yet | No one-command install · Source | |
| 4335 | Unranked | gandr-ttsmcp · other | Text to speech for MCP clients. Reads numbers, dates and order IDs correctly. 23 languages, six voices, every render watermarked. Free key with… | No signals yet | No one-command install · Source | |
| 4336 | Unranked | csoai-org-fishkeeper-ai-mcpmcp · other | Tools for managing aquarium fish care, water parameters, and feeding schedules. | No signals yet | No one-command install · Source | |
| 4337 | Unranked | csoai-org-care-membrane-mcpmcp · other | Healthcare data filtering and privacy protection tools for medical AI workflows. | No signals yet | No one-command install · Source | |
| 4338 | Unranked | yuppie-mcp-ttsmcp · other | Provides text-to-speech synthesis using Microsoft Edge's free TTS engine, supporting multiple voices, languages, and audio output options (base64 or… | No signals yet | No one-command install · Source | |
| 4339 | Unranked | miyagimcp · other | Enables an interactive, gamified coding tutor that executes commands, provides lessons with explanations and quizzes, and tracks progress through… | No signals yet | No one-command install · Source | |
| 4340 | Unranked | csoai-org-fitness-ai-mcpmcp · other | AI tools for creating workout plans, tracking fitness progress, and nutrition guidance. | No signals yet | No one-command install · Source | |
| 4341 | Unranked | rozkoduj-mcpmcp · other | Provides AI assistants with market screening, analysis, and scoring across stocks, crypto, and forex, enabling natural language queries for trading… | No signals yet | No one-command install · Source | |
| 4342 | Unranked | csoai-org-budget-planner-ai-mcpmcp · other | AI-assisted budget planning and financial forecasting tools. | No signals yet | No one-command install · Source | |
| 4343 | Unranked | trigsightmcp · other | Enables verification of portfolio claims by resolving citations to exact supporting sentences at build time, providing read-only tools to list work… | No signals yet | No one-command install · Source | |
| 4344 | Unranked | saglitzsecure-mcpmcp · other | Enables security scanning of source code and Apple configuration files, providing evidence-based findings, explanations, remediation plans, threat… | No signals yet | No one-command install · Source | |
| 4345 | Unranked | mart-compare-mcpmcp · other | Enables users to compare and get recommendations across multiple supermarket products, combining curated specifications with realtime price and review… | No signals yet | No one-command install · Source | |
| 4346 | Unranked | lilypond-mcpmcp · other | Enables engraving LilyPond sources into cropped, self-contained EPS, PDF, SVG, and PNG assets for placement in page-layout software, with support for… | No signals yet | No one-command install · Source | |
| 4347 | Unranked | toreva-kitmcp · other | Non-custodial DeFi execution primitives on Solana for yield strategies, staking, and portfolio automation. | No signals yet | No one-command install · Source | |
| 4348 | Unranked | xueqiumcp · other | Enables AI clients to access Xueqiu's real-time quotes, financial statements, capital flows, and community discussions for A-shares, HK, and US… | No signals yet | No one-command install · Source | |
| 4349 | Unranked | runpod-mcpmcp · other | Enables managing RunPod compute for the Learning-to-Swim replication through natural language, including pod lifecycle, SSH/rsync file transfer… | No signals yet | No one-command install · Source | |
| 4350 | Unranked | mcp-webextratormcp · other | Enables structured content extraction and JavaScript rendering from URLs via the AceDataCloud WebExtrator platform. | No signals yet | No one-command install · Source | |
| 4351 | Unranked | chinese-almanac-mcpmcp · other | Enables planning real-life events using the Chinese Tung Shing almanac with NASA-grade astronomy and the 1739 imperial canon. | No signals yet | No one-command install · Source | |
| 4352 | Unranked | lumi-app-finder-mcpmcp · other | Gives AI assistants a read-only tool to match a user's task or buyer need to verified Lumi Studio iOS apps across 29 apps and all 50 Apple locales… | No signals yet | No one-command install · Source | |
| 4353 | Unranked | mcp-pionexmcp · other | Enables AI assistants to interact with the Pionex exchange through MCP, providing market data, account info, spot trading, grid bots, and Dual… | No signals yet | No one-command install · Source | |
| 4354 | Unranked | nannykeepermcp · other | Calculate US household employer taxes across all 50 states. | No signals yet | No one-command install · Source | |
| 4355 | Unranked | coach-leomcp · other | AI running coach powered by Strava data, science-backed training plans, and personalized coaching recommendations. | No signals yet | No one-command install · Source | |
| 4356 | Unranked | un-defaultmcp · other | Enables scanning, fixing, and providing feedback on text for inclusive language, offering clearer alternatives and tunable rules. | No signals yet | No one-command install · Source | |
| 4357 | Unranked | local-datasourcemcp · other | 将akshare、yfinance、wbgapi、arxiv等免费公开接口封装为4个标准MCP工具，使支持MCP的智能体无需第三方账号和云额度即可直接查询金融市场、宏观经济和学术论文数据。 | No signals yet | No one-command install · Source | |
| 4358 | Unranked | heungbu-gramcp · other | AI motivation MCP that automatically injects praise after commands, providing tools like get_praise, motivate, and praise_pool in Korean or English… | No signals yet | No one-command install · Source | |
| 4359 | Unranked | stock-mcp-2mcp · other | Provides deterministic A-share market snapshots and immutable strategy versions for short-term review, exposing verified daily reports via MCP without… | No signals yet | No one-command install · Source | |
| 4360 | Unranked | opal-mcpmcp · other | Enables AI assistants to view screen time data and control focus blocks for the Opal app. | No signals yet | No one-command install · Source | |
| 4361 | Unranked | mcp-file-organizermcp · other | Enables AI-driven file organization by listing and moving files into structured folders by extension and modification date, based on natural language… | No signals yet | No one-command install · Source | |
| 4362 | Unranked | af-filesystem-mcpmcp · other | Gives Analysis Facility users read-only browse, read, stat, and grep access to their own files on shared NFS home and Ceph data areas, with… | No signals yet | No one-command install · Source | |
| 4363 | Unranked | dados-ptmcp · other | Enables querying Portugal's national open data portal (dados.gov.pt) through natural language. | No signals yet | No one-command install · Source | |
| 4364 | Unranked | kurdmcp · other | A high-performance MCP gateway for Python with Rust core, enabling fast JSON-RPC routing and tool dispatch. | No signals yet | No one-command install · Source | |
| 4365 | Unranked | opendatasoft-universalmcp · other | Enables querying and summarizing public datasets from any OpenDataSoft Explore v2.1 portal. | No signals yet | No one-command install · Source | |
| 4366 | Unranked | mcp-french-energy-open-datamcp · other | Provides tools to discover and summarize French open energy data from multiple public sources, including electricity mix helpers. | No signals yet | No one-command install · Source | |
| 4367 | Unranked | mcp-data-gouv-frmcp · other | Enables discovery and inspection of French public open data on data.gouv.fr, including datasets, resources, organizations, and dataservices via… | No signals yet | No one-command install · Source | |
| 4368 | Unranked | illustrator-figure-mcpmcp · other | Rebuilds scientific figures as editable Adobe Illustrator artwork with a validate-and-repair loop that geometrically proves internal correctness and… | No signals yet | No one-command install · Source | |
| 4369 | Unranked | mtg-forjamcp · other | Enables Magic: The Gathering players to analyze deck lists using real Scryfall oracle text, detecting synergies and conflicts. Generates three… | No signals yet | No one-command install · Source | |
| 4370 | Unranked | mcp-uscmcp · other | Enables read-only queries to the University of Santiago de Compostela's Moodle Campus Virtual, including pending work, announcements, events, and exam… | No signals yet | No one-command install · Source | |
| 4371 | Unranked | batcave-mcpmcp · other | Enables resume review against job descriptions through a three-stage pipeline: match scoring, experience rewriting, and ATS optimization. Supports… | No signals yet | No one-command install · Source | |
| 4372 | Unranked | charles-local-mcpmcp · other | Guarded, profile-driven Charles Proxy automation for macOS and Android testing. Uses immutable TOML profiles and explicit plan/apply confirmation. | No signals yet | No one-command install · Source | |
| 4373 | Unranked | awardmath-mcpmcp · other | Enables AI assistants to connect to the AwardMath travel points optimizer, turning wallet balances and travel goals into up to three verified… | No signals yet | No one-command install · Source | |
| 4374 | Unranked | place-ratings-analyzermcp · other | Fetches and analyzes Google Maps review ratings with a full star-by-star breakdown (★1–★5) and provides an assessment of rating patterns. | No signals yet | No one-command install · Source | |
| 4375 | Unranked | sagasmith-narrative-mcpmcp · other | Enables long-form tabletop narrative play with durable campaigns, profiles, conflict phases, and branching storylines. Provides session-scoped MCP… | No signals yet | No one-command install · Source | |
| 4376 | Unranked | ats-jobs-mcpmcp · other | Enables users to discover applicant tracking system job boards from company domains, list open roles, detect hiring changes over time, and generate… | No signals yet | No one-command install · Source | |
| 4377 | Unranked | mcp-2-0mcp · other | Demonstrates stateful application patterns on the stateless MCP 2026-07-28 protocol, enabling request-scoped state, multi round-trip confirmations… | No signals yet | No one-command install · Source | |
| 4378 | Unranked | guruwalk-affiliatesmcp · other | Affiliate integration for GuruWalk free walking tours. Discover destinations, browse tour categories, check availability, and generate attributed… | No signals yet | No one-command install · Source | |
| 4379 | Unranked | investidor-b3mcp · other | Consolidates your B3 investment portfolio (stocks, FIIs, fixed income, etc.) from all brokerages into one view. Provides read-only tools to check… | No signals yet | No one-command install · Source | |
| 4380 | Unranked | com-printyourduck-quotemcp · other | Enables sending local 3D print files to PrintYourDuck for manual quote review, including file discovery, upload, and status checking. | No signals yet | No one-command install · Source | |
| 4381 | Unranked | coinbuchamcp · other | Signal-first Bitcoin intelligence over MCP — sovereign adoption, hiring velocity, and network hashrate as leading, non-price signals with strength… | No signals yet | No one-command install · Source | |
| 4382 | Unranked | winagentmcp · other | Enables MCP-compatible AI platforms to see the screen and operate any desktop software through real mouse clicks, text input, key presses, and… | No signals yet | No one-command install · Source | |
| 4383 | Unranked | sourcevahtimcp · other | Reliable AI access to public health, government, and research data with explicit statistical definitions, currently covering the Finnish Cancer… | No signals yet | No one-command install · Source | |
| 4384 | Unranked | myvideogift-mcpmcp · other | Create and deliver personalized video gifts (photos + an original song) from any Model Context Protocol client. | No signals yet | No one-command install · Source | |
| 4385 | Unranked | openvaluationmcp · other | Provides startup valuation methods with auditable calculations, readiness checks, and explanations through MCP tools. | No signals yet | No one-command install · Source | |
| 4386 | Unranked | mcp-slim-proxymcp · other | An MCP proxy that minifies tool schemas to reduce context tokens, supporting minify and defer modes for efficient tool access. | No signals yet | No one-command install · Source | |
| 4387 | Unranked | rize-mcpmcp · other | Enables natural language interaction with Rize workspace data, including time entry management, AI suggestions, time analysis, team administration… | No signals yet | No one-command install · Source | |
| 4388 | Unranked | mcp-zyxelmcp · other | Enables AI clients to safely read and configure Zyxel GS1900 smart-managed switches via typed MCP tools with guardrails like dry-run, auto-backup, and… | No signals yet | No one-command install · Source | |
| 4389 | Unranked | pipeworx-io-scream-voidmcp · other | Scream into the void — it listens, and returns a number unaffected by your scream. | No signals yet | No one-command install · Source | |
| 4390 | Unranked | mcp-rss2jsonmcp · other | Converts RSS/Atom feeds to JSON via a single tool, enabling fetch of feed data as structured JSON through MCP. | No signals yet | No one-command install · Source | |
| 4391 | Unranked | pipeworx-rss2jsonmcp · other | rss2json RSS and Atom feed converter: fetch any public feed as structured JSON data. | No signals yet | No one-command install · Source | |
| 4392 | Unranked | pipeworx-robloxmcp · other | Roblox public profile, friends, badges, games, and group lookups via the Pipeworx gateway. | No signals yet | No one-command install · Source | |
| 4393 | Unranked | mcp-yesterdays-numbermcp · other | Provides a random number aged 24 hours, offering a smooth, aged number for any purpose. | No signals yet | No one-command install · Source | |
| 4394 | Unranked | yc-rejectionmcp · other | Generates instant YC rejection for any startup idea with insincere encouragement. | No signals yet | No one-command install · Source | |
| 4395 | Unranked | pipeworx-wordnikmcp · other | Wordnik English dictionary definitions, examples, related words, and Word of the Day via the Pipeworx gateway. | No signals yet | No one-command install · Source | |
| 4396 | Unranked | mcp-tech-feedsmcp · other | Enables users to browse curated technology feeds and fetch any RSS/Atom/RDF feed. | No signals yet | No one-command install · Source | |
| 4397 | Unranked | mcp-tcgdexmcp · other | Enables querying multi-language trading card game data (Pokémon TCG and more) through natural language or direct tools, integrated with Pipeworx MCP… | No signals yet | No one-command install · Source | |
| 4398 | Unranked | pipeworx-io-take-the-meetingmcp · other | Meeting value assessor that evaluates whether a meeting is worth attending, heavily weighted toward declining. | No signals yet | No one-command install · Source | |
| 4399 | Unranked | mcp-statec-lumcp · other | Enables querying of STATEC Luxembourg economic and statistical data through natural language using MCP tools and the Pipeworx gateway. | No signals yet | No one-command install · Source | |
| 4400 | Unranked | mcp-statbel-bemcp · other | Access Statbel Belgium open data via natural language queries. Provides tools to query bestat datasets through an MCP gateway. | No signals yet | 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.