Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2601 | 32.223 | mcp-zen-of-languagesmcp · other | Enables AI assistants and developers to analyze code for language-specific best practices and idiomatic patterns across programming languages, CI… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | gh-cyanheads-openfecmcp · other | Query U.S. Federal Election Commission campaign finance data. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | iheldan-sheetforgemcp · other | Local-first Excel automation with 76 tools for workbook operations, introspection, and safe mutations. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | csoai-org-contract-review-ai-mcpmcp · other | AI-powered contract analysis and risk identification tools. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | 2d6-mcpmcp · other | An AI GM assistant for tabletop RPGs that provides dice rolling, rules queries, and AI-powered rulings across multiple game systems including sci-fi… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | minds-aimcp · other | Integrates with Minds AI platform to create, train, and interact with specialized AI personas and digital twins through keyword-based expertise… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | baphometnxg-aloha-fyimcp · other | Hawaii tours, events, and deals from booking platforms for AI assistants. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | honeylabsmcp · other | Query honeypot probe data for IP reputation, scanner activity, CVE targeting, and TLS/SSH fingerprints. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | acedata-producermcp · other | AI music generation through the Producer/Riffusion model on the AceDataCloud platform. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | project-telosmcp · other | Local-first MCP tools for AI-assisted work receipts, workspace maps, routing ledgers, measured verdicts, and shared state verification across the five… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | georgh93-zai-image-videomcp · other | Provides access to Z.AI's GLM-Image, CogView-4, CogVideoX-3, and Vidu video models for image and video generation with async processing and automatic… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | miklen-aulamcp · other | Integrates with the Danish AULA educational platform to access calendar, messages, posts, and data from related educational providers via local stdio. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | homeassistant-gatewaymcp · other | Enables secure, auditable access to Home Assistant through MCP, with a read-only observer profile and an operator profile for controlled mutations. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | pipeworx-io-libretranslatemcp · other | LibreTranslate open-source machine translation supporting dozens of language pairs via the Pipeworx gateway. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | czso-czmcp · other | Enables querying Czech Statistical Office open data through MCP tools and natural language questions. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | foggy-data-mcp-bridgemcp · other | A semantic layer query engine with MCP support, enabling AI assistants to query structured data through natural language and declarative interfaces. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | solar-human-proofreadermcp · other | Enables users to have Korean manuscripts proofread for readability while preserving facts, quotes, and the author's voice. It also provides… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | cyanheads-who-ghomcp · other | WHO Global Health Observatory — 3,059 indicators across 194 member states. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | cyanheads-censusmcp · other | Query U.S. Census Bureau demographic and geographic data, variables, and geographies. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | forkable-mcpmcp · other | Enables ordering and managing Forkable corporate lunches from any MCP client, including viewing menus, setting/skipping/confirming meals, and getting… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | tariff-resolvermcp · other | Turns your AI assistant into a US import duty research tool, enabling HTS code lookup, landed-cost calculation, and tariff change tracking using… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | orion-dbsmcp · other | Explore open research datasets from OpenAlex, Crossref, ORCID, and DataCite on Google BigQuery. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | jbechtel97-dealflowpromcp · other | Multifamily real estate deal analysis: cap rate, DSCR, IRR, and max offer price calculations. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | alimbenhelal-pro-alm-xppmcp · other | Dynamics 365 Finance and Operations X++ knowledge base with Azure DevOps integration. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | airtreks-mcpmcp · other | Around the World and Complex Must-Stop Airfare and routing MCP | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | avoid-ai-writing-mcpmcp · other | Provides local, deterministic scoring and detailed auditing of text for AI-writing patterns via two read-only tools, with no network calls or language… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | originlab-mcpmcp · other | Enables controlling OriginLab Origin through MCP to read and write worksheets, build and style multi-panel graphs, and export figures, reporting what… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | mcp-job-board-keyword-signal-scannermcp · other | Scans job boards for keyword patterns that indicate buying intent, technology adoption, or team expansion. Returns structured signal data for outbound… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | hrt-pk-mcpmcp · other | Enables recording hormone dosing events and querying predicted blood concentration for estradiol and testosterone using pharmacokinetic algorithms… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | ratatoskmcp · other | CNCF release intelligence: typed, quoted facts (security fixes, breaking changes, deprecations) from every graduated/incubating project's release… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | carsonlabs-lead-enrichmcp · other | Cascading lead enrichment through Apollo, Clearbit, and Hunter for maximum coverage. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | gh-progenyalpha-reddit-lurkermcp · other | Reddit reader delivering full comment trees with 94% fewer tokens than JSON. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | harsh-kamde-corpstreammcp · other | Query freshly registered company data from Companies House, SEC EDGAR, MCA India, and OpenCorporates through five natural-language tools. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | mythxenginemcp · other | Enables AI to act as Game Master for tabletop RPGs with deterministic dice, five-tier outcomes, FitD-style stress, combat tracking, clocks… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | billnobill-trellomcp · other | Manage Trello boards, lists, and cards through 20+ MCP tools. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | waifuai-traits-matchermcp · other | Enables HR professionals to create, track, and match personality traits for individuals by providing tools to analyze interpersonal dynamics through… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | mcp-codex-workermcp · other | Enables Codex to delegate bulk code reading, patching, and testing to an async worker using cheaper AI models, while receiving compact results. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | dragonejt-icebergmcp · other | Read, query, and manipulate data within Apache Iceberg catalogs. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | thothmcp · other | AI-powered multi-platform social media content creation | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | alexandriashai-negotiated-ratesmcp · other | Streams healthcare Transparency in Coverage MRF files to retrieve insurer negotiated rates for medical procedures. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | ldraw-mcpmcp · other | Renders LEGO LDraw model files (.ldr, .mpd, .dat) to high-quality images using headless Blender, enabling MCP clients to visually inspect LEGO builds. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | mcp-icp-fit-scorermcp · other | Scores companies against a configurable Ideal Customer Profile using firmographic and signal data. Returns a weighted fit score with per-criterion… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | mcp-domain-to-linkedin-url-resolvermcp · other | Resolves a company domain to its LinkedIn company page URL. Lightweight enrichment tool for sales and prospecting workflows. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | pin-the-protocolmcp · other | A verifying MCP gateway that pins approved tool manifests and skill files to content addresses, blocking tampered descriptions before they reach model… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | shippomcp · other | AI-powered shipping integrations with Shippo: shipping labels, rates, address validation, tracking and more for USPS, UPS, FedEx, DHL and other… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | skills-over-mcpmcp · other | Enables multi-step, opinionated workflows (skills) as MCP resources with lazy loading, encoding team knowledge like branch naming and test procedures… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | bylinemcp · other | Enables AI tools to research, write, and publish finished blog posts to Ghost and WordPress in the user's voice, supporting multiple author personas… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | inspectrummcp · other | Turn ad-hoc second opinions into a repeatable plan-review checkpoint. One local MCP tool returns attributed findings and one structured verdict on… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | yourtechtribe-labs-konceptmcp · other | Queries a YAML semantic concept graph for codebase invariants and cross-cutting architectural facts. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | onepunchtechnology-tinify-aimcp · other | Image optimization tools powered by Tinify compression algorithms. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | szhygulin-vaultpilotmcp · other | Self-custodial crypto portfolio management across EVM chains with Ledger signing via WalletConnect. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | abdoosalomov-jiramcp · other | Connects to self-hosted Jira instances for issue management and project tracking. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | lemon-iomcp · other | Generate tailored job descriptions, hire senior developers and pull technical interview questions without leaving the conversation. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | bmccarn-garmin-connectmcp · other | Garmin Connect health and fitness data access with 34 tools. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | gh-fasuizu-br-speech-aimcp · other | Pronunciation scoring, speech-to-text, and text-to-speech for language learning. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | midas-mcpmcp · other | Enables AI assistants to read portfolio and place orders on BIST and US markets via Midas brokerage. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | sabnzbd-mcpmcp · other | Enables managing a SABnzbd Usenet downloader through natural language, including queue control, history browsing, adding downloads, and speed… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | freeplane-mcpmcp · other | Local-first MCP integration for Freeplane on Apple Silicon macOS, currently exposing status and capabilities over STDIO. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | soumyacodes007-minecraftmcp · other | Controls Minecraft bots via 30+ MCP tools for movement, building, inventory, crafting, and schematic-based construction. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | halal-terminalmcp · other | Screen stocks and ETFs for Shariah compliance across AAOIFI, DJIM, FTSE, MSCI, and S&P standards from any MCP-compatible AI client. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | mcp-feamcp · other | Enables real finite element analysis from natural language: accepts STEP geometry and plain-English questions, validates setups deterministically… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | phantom-mcpmcp · other | Exposes all PHANTOM security testing capabilities as MCP tools, enabling reconnaissance, vulnerability scanning, red teaming, and report generation… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | crocodilemcp · other | Enables querying and replaying deterministic market data for crypto and US equities from a local Parquet lake via natural language. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | k-lotterymcp · other | Enables checking lottery status, results, and purchasing tickets for the Korean Lotto 6/45 through natural language. Includes safety features like… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | briefcasemcp · other | Enables AI tools to retrieve codebase context, summaries, decision notes, and file details via MCP, avoiding re-explaining the project. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | ewalid-rosettamcp · other | Translates Excel files to different languages while preserving formatting, formulas, and data integrity. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | pycharm-code-quality-mcpmcp · other | Connects AI coding assistants to PyCharm's code quality inspections and optionally SonarQube for IDE, providing unified, de-duplicated code analysis… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | brahe-mcpmcp · other | Exposes the astrodynamics capabilities of the Brahe library enabling language models to perform space situational awareness and astrodynamics… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | coinrule-mcp-ai-tradingmcp · other | Enables AI assistants to manage crypto trading through Coinrule via natural language, including portfolio inspection, strategy creation, backtesting… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | meican-mcpmcp · other | 美餐MCP服务器，支持查询餐次、餐厅、菜单和订单，以及下单和取消订单操作。 | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | daimonmcp · other | A local daemon for macOS that gives any MCP-capable AI client eyes, hands, and a face — screen capture, accessibility tree, mouse/keyboard actions… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | ghaithalhallak8-moodlermcp · other | Interact with Moodle LMS through natural language to browse courses, track deadlines, and manage assignments. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | cinderfimcp · other | Retirement planning for Canada and the US with CPP, OAS, Social Security, and Monte Carlo simulations. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | nia194-shipsmartmcp · other | Shipping tools for address validation and rate quote previews with pluggable provider support for UPS, FedEx, DHL, and USPS. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | tonresistor-zkresistor-climcp · other | Self-hosted CLI and MCP interface for ZKResistor privacy pools on TON, enabling local Groth16 proof generation and pool operations. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | paraloncloud-rentalsmcp · other | Enables MCP clients to rent GPUs from ParalonCloud using natural language, including browsing available GPUs, starting and stopping rentals, and… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | spooolermcp · other | Enables local-first Instagram reel production entirely over MCP, turning raw footage, URLs, or topics into finished reels with script generation… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | leedoughty-omnifocusmcp · other | OmniFocus task management integration through JXA and AppleScript on macOS. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | atensecurity-thothmcp · other | Runtime governance proxy that enforces enterprise security policies on MCP tool calls with sub-100ms enforcement and compliance policy packs. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | clappiamcp · other | Integrates with Clappia's no-code platform to manage form submissions, app configurations, and workflow automation with advanced filtering, data… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | vaquill-courtlistenermcp · other | Access US federal and state court opinions, dockets, judges, oral arguments, and eCFR regulations via CourtListener. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | luxembourg-law-mcpmcp · other | Enables AI-powered legal research across 4,551 Luxembourg statutes, 260 case law decisions, and EU law integrations through natural language queries… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | bcs-mcpmcp · other | Enables AI assistants to interact with BCS brokerage accounts for portfolio viewing, quotes, order book, candles, position analysis, and rebalancing… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | wingter562-heavymcp-toolsetsmcp · other | MCP tools with intentional response delays for testing how MCP clients handle slow or heavy operations. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | miracorhan-vertex-ai-imagesmcp · other | Generates and analyzes images using Google Cloud Vertex AI's Imagen 3 model. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | media-context-mcpmcp · other | Give your AI assistant eyes and ears — analyze any video, audio, or image, entirely on your machine. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | brandkitymcp · other | Manage brand kits, assets, workspaces, and content through the BrandKity platform. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | klayout-draw-mcpmcp · other | Enables AI assistants to create, edit, and view GDS layout files using KLayout, with tools for basic shapes and scripting. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | cityparitymcp · other | Cost-of-living and quality-of-life comparison across ~165 cities: take-home pay, the equivalent salary you'd need, and the safety-net deltas… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | pdf-card-mcpmcp · other | Converts dense PDFs into soft, minimal, card-based HTML readers with preserved source text, rendered pages, and cropped tables/figures as images, all… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | visual-understand-mcpmcp · other | Provides image understanding capabilities to coding models without vision support by automatically invoking a vision model and returning text… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | secondbrain-mcpmcp · other | Provides a read-only semantic layer over an Obsidian vault, enabling queries about projects, decisions, tasks, and related notes. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | mindnode-mcpmcp · other | Enables reading and writing MindNode mind maps directly by parsing their on-disk format, without AppleScript or Shortcuts. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | kernalmcp · other | Auto-extracts entities and relationships from natural conversations to build a personal knowledge graph. Provides MCP tools for storing and querying… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | autowiki-mcpmcp · other | Automatically generates comprehensive wiki documentation from any codebase, including Mermaid diagrams, source code citations, and automated quality… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | gainiummcp · other | Read and manage Gainium DCA/Combo/Grid bots, deals, balances, backtests, the crypto screener, and curated strategy presets via MCP. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | jc-mcpmcp · other | Provides live Chinese sports lottery (竞彩) odds for World Cup 2026 matches, including 5 betting markets, and integrates with AI predictions and betting… | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | tixuz-openemis-promcp · other | Query and modify OpenEMIS v5 education management data via natural language with read and write tools. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | andru-intelligencemcp · other | Revenue intelligence for SaaS founders: ICP scoring, persona profiling, competitive positioning. | 2 stars | No one-command install · Source | |
| 2601 | 32.223 | ai-governance-controlsmcp · other | AI governance controls as MCP tools for safety screening, risk classification, and red teaming. | 2 stars | 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.