Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5401 | Unranked | mcp-usgs-water-datamcp · other | Enables querying USGS water data including real-time and historical streamflow, gage height, and water temperature from USGS gauges across the United… | No signals yet | No one-command install · Source | |
| 5402 | Unranked | loomscopemcp · other | Password-protected dashboard and Remote MCP observer for Codex work, recording concise task milestones via observe_start, observe_report, and… | No signals yet | No one-command install · Source | |
| 5403 | Unranked | funraise-mcpmcp · other | Enables to interact with Funraise nonprofit fundraising platform, allowing read and write access to donor, donation, subscription, campaign site… | No signals yet | No one-command install · Source | |
| 5404 | Unranked | motion-textmcp · other | Turn words, images, and audio into an animated video with MP4 export. | No signals yet | No one-command install · Source | |
| 5405 | Unranked | marketing-mcpmcp · other | Enables marketing optimization tasks such as copywriting, campaign analysis, social media planning, audience segmentation, and KPI tracking through… | No signals yet | No one-command install · Source | |
| 5406 | Unranked | barrierfreeseoulmcp · other | Evaluates Seoul public transit accessibility for people with disabilities, providing real-time elevator status, low-floor bus arrivals, route… | No signals yet | No one-command install · Source | |
| 5407 | Unranked | vision-ocr-mcpmcp · other | Local OCR (RapidOCR) plus optional Qwen-VL for image summarization, supporting both file paths and clipboard images. | No signals yet | No one-command install · Source | |
| 5408 | Unranked | rendley-mcpmcp · other | Gives an AI assistant a full video editor: connect it once, then create and edit video by describing what you want. | No signals yet | No one-command install · Source | |
| 5409 | Unranked | mcp-drift-labmcp · other | A research harness for measuring whether MCP clients preserve informed consent when tool definitions change after approval. | No signals yet | No one-command install · Source | |
| 5410 | Unranked | workbuddy-mcpmcp · other | Enables Codex to hand off tasks to WorkBuddy for document generation, data analysis, and more via file-based handoff and deep links. | No signals yet | No one-command install · Source | |
| 5411 | Unranked | mcp-devutilsmcp · other | Provides essential utility functions for AI development workflows, including UUID generation, Base64 encoding/decoding, timestamp conversion, and hash… | No signals yet | No one-command install · Source | |
| 5412 | Unranked | csv-mcp-assistantmcp · other | Enables querying CSV or Excel data using natural language through MCP tools, running pandas operations on an uploaded dataset. | No signals yet | No one-command install · Source | |
| 5413 | Unranked | release-notes-coverage-checkermcp · other | Checks whether release notes cover the feature changes, fixes, and known issues provided by the user. | No signals yet | No one-command install · Source | |
| 5414 | Unranked | patentorney-mcpmcp · other | Manages patent application drafts via structured YAML and LaTeX sections, with tools for claims, figures, numerals, prior art, glossary, and export. | No signals yet | No one-command install · Source | |
| 5415 | Unranked | guardianmcp · other | Verifies cooking recipes against professional master standards to ensure technical accuracy and authenticity. Evaluates specific details like cooking… | No signals yet | No one-command install · Source | |
| 5416 | Unranked | guardian-enginemcp · other | Deterministic recipe verification engine that validates AI-generated recipes against master SOPs for temperatures, techniques, and ingredients. | No signals yet | No one-command install · Source | |
| 5417 | Unranked | img2threejs-mcpmcp · other | Reconstructs a reference image as procedural 3D geometry through a staged pipeline, generating a Three.js model, preview, comparison, and glTF export. | No signals yet | No one-command install · Source | |
| 5418 | Unranked | bunpro-mcpmcp · other | Manage a Japanese learning review queue backed by an Obsidian vault; allows reviewing due items, quizzing on mastered words, adding new grammar/vocab… | No signals yet | No one-command install · Source | |
| 5419 | Unranked | context-managermcp · other | Local-first, cross-session context store that reduces token usage by saving facts, decisions, and preferences, and recalling them in later sessions… | No signals yet | No one-command install · Source | |
| 5420 | Unranked | douyin-media-mcpmcp · other | Parses Douyin share links to download video and audio streams, remuxes them with FFmpeg, and validates the output locally. | No signals yet | No one-command install · Source | |
| 5421 | Unranked | defi-yield-mcpmcp · other | Enables querying DeFi yield pool data and risk signals from DefiLlama, including APY, TVL, exploit history, and a gate-then-score risk assessment for… | No signals yet | No one-command install · Source | |
| 5422 | Unranked | renpy-mcp-creatormcp · other | Provides 70+ MCP tools for creating and managing Ren'Py projects, enabling natural language requirements to be converted into editable projects with… | No signals yet | No one-command install · Source | |
| 5423 | Unranked | siteglass-mcpmcp · other | Enables archival of any public URL as interactive snapshot (rrweb, PDF, PNG) and autonomous web QA for apps (register, scan, generate and run… | No signals yet | No one-command install · Source | |
| 5424 | Unranked | behavioral-audit-mcpmcp · other | Checks draft support replies for missing policy disclosures that the customer's situation makes relevant, returning a pass/gap verdict with… | No signals yet | No one-command install · Source | |
| 5425 | Unranked | thinqeemcp · other | An honest, cite-or-abstain persona engine that answers questions about a specific person based on a signed knowledge base, declining anything not in… | No signals yet | No one-command install · Source | |
| 5426 | Unranked | greencore-solutions-cpgmcp · other | CPG-to-retail grocery node intelligence — 2,235 banners across 28 markets for AI supply chain workflows. | No signals yet | No one-command install · Source | |
| 5427 | Unranked | outage-mcpmcp · other | Enables checking real-time service outages and incidents from whatbroke.today, allowing users to ask about current downtime, service status, and… | No signals yet | No one-command install · Source | |
| 5428 | Unranked | local-dag-builder-mcpmcp · other | A private-by-default, local-first DAG editor that lets you build causal diagrams visually, validate cycles, and save/export as JSON, SVG, or PNG… | No signals yet | No one-command install · Source | |
| 5429 | Unranked | mcp-curl-downloadermcp · other | Enables AI assistants to download files from HTTP/HTTPS URLs to local directories or file paths with options like custom filename, headers, and… | No signals yet | No one-command install · Source | |
| 5430 | Unranked | caudalmcp · other | Enables natural language interaction with a bootstrapped SaaS finance system, including recording transactions, running projections, and checking… | No signals yet | No one-command install · Source | |
| 5431 | Unranked | caudal-2mcp · other | Finance OS for bootstrapped SaaS, providing MCP tools for transaction recording, projections, alerts, and more through natural language interfaces. | No signals yet | No one-command install · Source | |
| 5432 | Unranked | rfp-response-checkermcp · other | Checks whether a supplier RFP response addresses each requirement explicitly stated by the buyer, using deterministic text rules for requirement… | No signals yet | No one-command install · Source | |
| 5433 | Unranked | br0ski777-token-ohlcvmcp · other | Historical OHLCV candlestick data for any crypto token via CoinGecko and GeckoTerminal on-chain data. | No signals yet | No one-command install · Source | |
| 5434 | Unranked | br0ski777-solana-poolsmcp · other | Solana DEX pool liquidity depth analysis — TVL, slippage, volume across Raydium, Orca, and Meteora. | No signals yet | No one-command install · Source | |
| 5435 | Unranked | br0ski777-jupiter-quotesmcp · other | Solana token swap quotes via Jupiter aggregator, with best route, price impact, priority fees, and USD pricing. | No signals yet | No one-command install · Source | |
| 5436 | Unranked | br0ski777-defi-yieldsmcp · other | Find the best DeFi yields by token with APY, TVL, risk scores, and protocol data via DeFiLlama. | No signals yet | No one-command install · Source | |
| 5437 | Unranked | br0ski777-base-defimcp · other | Retrieves DeFi yield opportunities on the Base chain from Aerodrome and Moonwell with APY, TVL, and risk scores. | No signals yet | No one-command install · Source | |
| 5438 | Unranked | br0ski777-airdrop-checkermcp · other | Checks wallet eligibility for active and upcoming cryptocurrency airdrops including LayerZero, EigenLayer, and Scroll. | No signals yet | No one-command install · Source | |
| 5439 | Unranked | paper-radarmcp · other | Fetches recent papers and preprints from Europe PMC by query, enabling users to ask their AI assistant for the latest research in any field. | No signals yet | No one-command install · Source | |
| 5440 | Unranked | kra-mcpmcp · other | Enables Kenya tax compliance through MCP tools for PAYE, VAT, PIN registration, and tax incentives. | No signals yet | No one-command install · Source | |
| 5441 | Unranked | kilimo-mcpmcp · other | Provides Kenya precision agriculture tools via MCP, including crop calendar, fertilizer guide, pest alerts, and KALRO crop variety recommendations. | No signals yet | No one-command install · Source | |
| 5442 | Unranked | haki-ya-kazi-mcpmcp · other | Enables querying Kenya labour rights including minimum wages, dismissal procedures, maternity/paternity leave, trade union directories, and labour… | No signals yet | No one-command install · Source | |
| 5443 | Unranked | fomu-mcpmcp · other | Enables interaction with Kenya's government processes by providing form checklists, draft letters, requirements checks, eCitizen guides, Huduma Centre… | No signals yet | No one-command install · Source | |
| 5444 | Unranked | faida-mcpmcp · other | Enables access to Kenya capital markets data and guidance, including treasury bonds, NSE equities, unit trusts, and diaspora investment tools. | No signals yet | No one-command install · Source | |
| 5445 | Unranked | diaspora-mcpmcp · other | Provides tools for Kenyans abroad to navigate dual citizenship, diaspora taxes, homeland investment, document verification, and community resources… | No signals yet | No one-command install · Source | |
| 5446 | Unranked | county-mcpmcp · other | Provides access to Kenya 47-county local government data, including demographics, budgets, services, and contact information for all counties. | No signals yet | No one-command install · Source | |
| 5447 | Unranked | afya-ya-akili-mcpmcp · other | Provides mental health resources for Kenya including therapist finder, crisis lines, rights under Kenya Mental Health Act, workplace wellness, and… | No signals yet | No one-command install · Source | |
| 5448 | Unranked | shelly-readonly-mcpmcp · other | Enables read-only inspection of Shelly devices discovered through Home Assistant, providing status and redacted configuration without control or… | No signals yet | No one-command install · Source | |
| 5449 | Unranked | learndeckmcp · other | Enables AI-assisted learning through structured courses with Socratic guidance, evaluating user answers against rubrics and managing learning progress… | No signals yet | No one-command install · Source | |
| 5450 | Unranked | kuvera-mcpmcp · other | Connects AI assistants to Kuvera mutual fund portfolios, enabling real-time queries about holdings, performance, and fund details. | No signals yet | No one-command install · Source | |
| 5451 | Unranked | cutpilotmcp · other | Local-first AI video editing engine controlled by MCP-compatible AI hosts, enabling AI to inspect footage, propose edits, modify multitrack projects… | No signals yet | No one-command install · Source | |
| 5452 | Unranked | tcgen-st-test-mcpmcp · other | Provides offline semantic validation for TcGen Structured Text (ST) review bundles by normalizing ST code, generating STruC++ tests from JSON specs… | No signals yet | No one-command install · Source | |
| 5453 | Unranked | br0ski777-hyperliquid-datamcp · other | Real-time Hyperliquid perpetual market data including order books, prices, funding rates, open interest, and candlestick charts. | No signals yet | No one-command install · Source | |
| 5454 | Unranked | mcp-ml-toolkitmcp · other | 基于FastMCP和scikit-learn构建的机器学习MCP服务器，提供30个工具覆盖分类、回归、聚类、降维、模型评估和数据预处理。 | No signals yet | No one-command install · Source | |
| 5455 | Unranked | mcp-financial-datamcp · other | 提供19个中国A股、基金、宏观经济及市场行情数据工具，支持AI客户端实时查询。 | No signals yet | No one-command install · Source | |
| 5456 | Unranked | sleeper-caffeine-mcpmcp · other | Provides read-only access to Sleeper fantasy football leagues, enabling team snapshots, available players, matchups, trade context, and league history… | No signals yet | No one-command install · Source | |
| 5457 | Unranked | beachfinder-mcpmcp · other | Provides AI assistants read-only access to discover and compare 184,900+ beaches, lakes, and swimming spots worldwide with current planning signals. | No signals yet | No one-command install · Source | |
| 5458 | Unranked | calculadora-mcpmcp · other | Provides a basic calculator tool for arithmetic operations (addition, subtraction, multiplication, division) with division-by-zero handling, and a… | No signals yet | No one-command install · Source | |
| 5459 | Unranked | circlfi-mcpmcp · other | Enables AI assistants to fetch intrinsic valuations and screen US equities using CirclFi's institutional-grade valuation models. | No signals yet | No one-command install · Source | |
| 5460 | Unranked | microsoft-todo-safe-mcpmcp · other | Enables safe AI-assisted cleanup of Microsoft To Do tasks with backup, preview, confirmation, and audit safeguards. | No signals yet | No one-command install · Source | |
| 5461 | Unranked | eco2mix-mcpmcp · other | Connects to real-time French power grid data (carbon intensity, consumption, generation mix) to make Kiro carbon-aware, enabling it to defer heavy… | No signals yet | No one-command install · Source | |
| 5462 | Unranked | kitchen-mcpmcp · other | Your digital kitchen, powered by AI. Track what you have, discover what you can cook, and get guided through every recipe — step by step, timer by… | No signals yet | No one-command install · Source | |
| 5463 | Unranked | luallm-mcpmcp · other | Enables safe model management via leases for luaLLM, allowing users to acquire, release, and manage model instances through MCP tools. | No signals yet | No one-command install · Source | |
| 5464 | Unranked | n8n-workflow-security-scannermcp · other | Statically analyzes exported n8n automation workflows for security issues and returns structured findings. | No signals yet | No one-command install · Source | |
| 5465 | Unranked | perfscale-mcpmcp · other | Enables local load testing with k6/locust/native tools and cloud-based test management through the perfscale platform. | No signals yet | No one-command install · Source | |
| 5466 | Unranked | pelapelamcp · other | Model response tuning for translation work — naturalness, tone, and script guidance, parameterized by language pair. | No signals yet | No one-command install · Source | |
| 5467 | Unranked | contract-information-extractormcp · other | Enables extracting explicitly stated contract metadata, clauses, and obligations from user-supplied contract text without storing or modifying the… | No signals yet | No one-command install · Source | |
| 5468 | Unranked | investment-intelligence-mcpmcp · other | Enables aggregated investment research by combining data from Yahoo/SEC EDGAR, Finnhub, and GDELT with analysis modules for price momentum, news… | No signals yet | No one-command install · Source | |
| 5469 | Unranked | lunanode-mcpmcp · other | Enables management of LunaNode VPS resources including VMs, images, volumes, floating IPs, SSH keys through natural language with tiered safety… | No signals yet | No one-command install · Source | |
| 5470 | Unranked | hrms-snaplogic-mcpmcp · other | Enables integration between HRMS systems and Snaplogic through the Model Context Protocol, allowing AI assistants to interact with HR data pipelines. | No signals yet | No one-command install · Source | |
| 5471 | Unranked | confluence-downloadermcp · other | Downloads Confluence Cloud pages as Markdown with images, preserving folder hierarchy and providing YAML frontmatter. | No signals yet | No one-command install · Source | |
| 5472 | Unranked | helios-calcom-mcpmcp · other | Secure MCP wrapper for Cal.com integration, exposing calendar booking tools to Hermes/Helios. | No signals yet | No one-command install · Source | |
| 5473 | Unranked | container-tracking-mcpmcp · other | Track ocean containers across 200+ shipping lines by container, bill of lading, or booking number — live milestones, vessel positions, ETAs, and… | No signals yet | No one-command install · Source | |
| 5474 | Unranked | mcp-md-convertermcp · other | Converts Markdown files to PDF or Google Docs via headless Chromium and Google Drive import. | No signals yet | No one-command install · Source | |
| 5475 | Unranked | openproject-codexmcp · other | Enables Codex to interact with OpenProject for project management, work packages, and reporting. | No signals yet | No one-command install · Source | |
| 5476 | Unranked | talk-safeguard-mcpmcp · other | Analyzes suspicious KakaoTalk messages and links using public data samples and rule-based risk scoring to classify scam types and generate safe action… | No signals yet | No one-command install · Source | |
| 5477 | Unranked | procurement-toolsmcp · other | Connects Hermes to procurement pricing tools for BOM review, mock market data, cost calculations, and Excel report generation. | No signals yet | No one-command install · Source | |
| 5478 | Unranked | songsterr-mcpmcp · other | Fetch Songsterr tabs and transpose them between tunings and string counts, outputting ASCII or Guitar Pro files. | No signals yet | No one-command install · Source | |
| 5479 | Unranked | mcp-video-recognition-bilibilimcp · other | Analyzes images, audio, and video using Google's Gemini AI, with support for downloading videos from URLs such as Bilibili and YouTube. | No signals yet | No one-command install · Source | |
| 5480 | Unranked | mcp-contract-auditormcp · other | Fetches verified EVM smart contract source code, scans for vulnerabilities, analyzes token holder distribution, and generates audit reports. | No signals yet | No one-command install · Source | |
| 5481 | Unranked | thermomix-mcpmcp · other | Converts recipes from any source (web, YouTube, Instagram, etc.) into Thermomix format with guided cooking steps and uploads them to Cookidoo. | No signals yet | No one-command install · Source | |
| 5482 | Unranked | machineprofile-mcpmcp · other | Enables AI assistants to retrieve structured information about the local Windows machine, including system specifications, resource health, developer… | No signals yet | No one-command install · Source | |
| 5483 | Unranked | cityflo-on-time-performance-mcpmcp · other | Answers operational questions about route on-time performance, such as lateness rates and trip evidence, using structured tools for route summary… | No signals yet | No one-command install · Source | |
| 5484 | Unranked | reelmint-local-mcpmcp · other | Downloads and analyzes videos from platforms like Instagram, YouTube, and TikTok locally, returning keyframes and optional transcripts. | No signals yet | No one-command install · Source | |
| 5485 | Unranked | plain-englishmcp · other | Enables users to paste contracts, leases, terms of service, and other documents to receive a plain-English summary of key risks, deadlines, rights… | No signals yet | No one-command install · Source | |
| 5486 | Unranked | citation-guardmcp · other | Verifies citations in reference lists by checking DOIs against public registries to catch AI-hallucinated or mismatched citations. | No signals yet | No one-command install · Source | |
| 5487 | Unranked | mdx-mcpmcp · other | Enables natural language querying of OLAP/SSAS cubes with verified MDX generation, self-consistency checks, and honest abstention when queries are… | No signals yet | No one-command install · Source | |
| 5488 | Unranked | leanote-mcpmcp · other | Enables interaction with a self-hosted Leanote note service, allowing users to list notebooks and create notes. | No signals yet | No one-command install · Source | |
| 5489 | Unranked | bagwatcher-bearingbrainmcp · other | Bearing lookup, fitment analysis, and quote review for industrial parts sourcing. | No signals yet | No one-command install · Source | |
| 5490 | Unranked | blade-computer-usemcp · other | Enables MCP clients to control macOS via accessibility and screen recording, providing tools to list apps, observe UI, click, type, press keys, and… | No signals yet | No one-command install · Source | |
| 5491 | Unranked | pages-mcpmcp · other | Enables uploading and serving static websites via MCP tools, with automatic path prefix injection for multi-file sites. | No signals yet | No one-command install · Source | |
| 5492 | Unranked | summit53mcp · other | Revenue intelligence platform with tools for pipeline management, forecasting, and outreach. | No signals yet | No one-command install · Source | |
| 5493 | Unranked | publer-gateway-mcpmcp · other | One safe MCP doorway into every Publer workspace you manage. It provides workspace-aware social scheduling tools with preview and explicit approval… | No signals yet | No one-command install · Source | |
| 5494 | Unranked | transcode-mcpmcp · other | A media transcoding proxy with an MCP control surface for generating optimized media URLs, primarily for offline delivery in Bible translation… | No signals yet | No one-command install · Source | |
| 5495 | Unranked | steam-library-mcpmcp · other | Provides Steam library intelligence including ownership, store briefs, deals, discovery, wishlist updates, co-op planning, achievements, and optional… | No signals yet | No one-command install · Source | |
| 5496 | Unranked | pokemon-world-mcpmcp · other | Enables exploring a small map, battling and catching real-named Pokémon via MCP tools. Players start with a starter and collect species, with… | No signals yet | No one-command install · Source | |
| 5497 | Unranked | pokemon-champions-battle-assistantmcp · other | Enables live battle statistics queries and precise damage calculations for Pokemon Champions, supporting Japanese and English names, multiple formats… | No signals yet | No one-command install · Source | |
| 5498 | Unranked | personal-brand-mcpmcp · other | Provides positioning frameworks, bio audits, content pillars, and platform strategies to help creators build an audience that buys, not just watches. | No signals yet | No one-command install · Source | |
| 5499 | Unranked | creator-deals-mcpmcp · other | Provides deal mechanics for creators to understand and negotiate pricing models, usage rights, and negotiation moves, based on structure rather than… | No signals yet | No one-command install · Source | |
| 5500 | Unranked | content-repurposing-mcpmcp · other | Maps any source asset (e.g., long video, podcast, blog) to all platform formats (TikTok, Reels, Shorts, etc.) with per-platform adaptation rules… | 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.