Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4701 | Unranked | flake-verbsmcp · other | Enables analyzing Nix flakes to identify which inputs are actually used and to detect locked-input drift, including unportable or orphaned inputs… | No signals yet | No one-command install · Source | |
| 4702 | Unranked | transitmcp · other | Provides read-only access to live Bay Area transit data, including routes, stops, real-time departures, vehicle positions, and service alerts, for use… | No signals yet | No one-command install · Source | |
| 4703 | Unranked | appletv-mcpmcp · other | Enables full control of an Apple TV over the local network, including playback, remote navigation, app launching, deep links, and power management. | No signals yet | No one-command install · Source | |
| 4704 | Unranked | participant-mcpmcp · other | Enables CTF players to list challenges, retrieve challenge details, view the scoreboard, and submit flags. | No signals yet | No one-command install · Source | |
| 4705 | Unranked | devvault-mcpmcp · other | A local-first secrets vault for MCP clients that lets AI assistants use secrets by injecting them into child processes, without the plaintext ever… | No signals yet | No one-command install · Source | |
| 4706 | Unranked | lcf-strain-life-mcpmcp · other | Enables conversational low cycle fatigue analysis with standardized reduction, material constants fitting, and life predictions from strain-controlled… | No signals yet | No one-command install · Source | |
| 4707 | Unranked | mcp-indesignmcp · other | Enables AI assistants to control Adobe InDesign on Windows via the Model Context Protocol, allowing document inspection, text and style editing, and… | No signals yet | No one-command install · Source | |
| 4708 | Unranked | parkalert-mcpmcp · other | Provides on-demand Disney ride status and standby wait times for supported parks, resolving park and ride names by alias or partial match. | No signals yet | No one-command install · Source | |
| 4709 | Unranked | nacha-mcpmcp · other | Parses NACHA/ACH files into structured JSON and summaries, performing structural and arithmetic validation with IAT support, enabling automated file… | No signals yet | No one-command install · Source | |
| 4710 | Unranked | dailybot-mcpmcp · other | Enables Littlebird to read and submit DailyBot check-ins through the DailyBot CLI. | No signals yet | No one-command install · Source | |
| 4711 | Unranked | superproductivitymcp · other | Enables AI assistants to read and write Super Productivity tasks through the Nextcloud sync file, preserving local-first data and safely handling… | No signals yet | No one-command install · Source | |
| 4712 | Unranked | mcp-context-receiptsmcp · other | Privacy-first, tamper-evident receipts for MCP tool calls. It hashes and signs arguments/results so you can verify what ran, when, without storing raw… | No signals yet | No one-command install · Source | |
| 4713 | Unranked | sftp-helpermcp · other | Provides SFTP file operations (upload, download, check existence, create directories) via MCP tools. | No signals yet | No one-command install · Source | |
| 4714 | Unranked | voltageinputmcpmcp · other | Enables a frontier model to drive a desktop at input speed by delegating rapid sequences of keyboard and mouse actions to small local models running… | No signals yet | No one-command install · Source | |
| 4715 | Unranked | query-ptax-bcbmcp · other | Enables querying official Brazilian Central Bank PTAX dollar closing exchange rates by specific date, date range, or most recent available quotation. | No signals yet | No one-command install · Source | |
| 4716 | Unranked | tradingagentmcp · other | Enables natural-language paper trading with real-time market data, FinBERT sentiment analysis, conditional orders, and price alerts. | No signals yet | No one-command install · Source | |
| 4717 | Unranked | fusion-mcp-para-codexmcp · other | Enables AI assistants to inspect and automate Autodesk Fusion 360 through MCP, providing tools for CAD modeling, CAM manufacturing, and document… | No signals yet | No one-command install · Source | |
| 4718 | Unranked | vocabit-mcpmcp · other | Enables an AI assistant to publish flashcard study sets directly into the Vocabit app and then read back detailed learner results, including weak and… | No signals yet | No one-command install · Source | |
| 4719 | Unranked | sk-eli-mcpmcp · other | Enables access to Slovak legislation from the Collection of Laws via static.slov-lex.sk. Supports listing consolidated versions, retrieving act… | No signals yet | No one-command install · Source | |
| 4720 | Unranked | mt-eli-mcpmcp · other | Provides access to Maltese legislation via ELI coordinates, fetching metadata and full text from the official legislation.mt portal. | No signals yet | No one-command install · Source | |
| 4721 | Unranked | hr-eli-mcpmcp · other | Fetches Croatian legislation from the Narodne novine official gazette with European ELI identifiers and verifiable citations. Provides tools to list… | No signals yet | No one-command install · Source | |
| 4722 | Unranked | forgesworn-rendezvousmcp · other | Finds fair meeting points for multiple participants using isochrone-based travel time calculations. | No signals yet | No one-command install · Source | |
| 4723 | Unranked | dcc-mcp-unitymcp · other | Unity Editor adapter for the DCC MCP ecosystem, providing tools to inspect and modify Unity projects, scenes, builds, and diagnostics through a… | No signals yet | No one-command install · Source | |
| 4724 | Unranked | weavatrix-refactor-jsmcp · other | Provides evidence-backed, transactional code refactoring for JavaScript/TypeScript and other languages via MCP, enabling semantic renames, signature… | No signals yet | No one-command install · Source | |
| 4725 | Unranked | zwcad-platformmcp · other | Enables MCP clients to control ZWCAD on Windows, providing 26 automation tools for 2D/3D drawing, annotation, entity editing, document management, and… | No signals yet | No one-command install · Source | |
| 4726 | Unranked | order-food-mcpmcp · other | Enables users to browse a menu of 8 food items including pizzas, burgers, and drinks, and look up item details by ID through the get_menu tool. | No signals yet | No one-command install · Source | |
| 4727 | Unranked | johgeemcp · other | Enables users to produce explainable UK garden watering recommendations as deterministic millimetres, litres and runtime from self-reported garden… | No signals yet | No one-command install · Source | |
| 4728 | Unranked | orcamcp · other | Enables standard MCP clients to inspect and query GTK application accessibility trees through ARIA-normalized, policy-filtered MCP tools. | No signals yet | No one-command install · Source | |
| 4729 | Unranked | rbxmcpmcp · other | Provides Roblox game inspection and manipulation capabilities through MCP, including exploring the instance hierarchy, editing properties, decompiling… | No signals yet | No one-command install · Source | |
| 4730 | Unranked | traecnclaw-mcpmcp · other | Control TraeCN desktop automation through explicit, profile-scoped MCP tools. Supports task delegation, model control, dialog handling, code review… | No signals yet | No one-command install · Source | |
| 4731 | Unranked | devnsmcp · other | Enables managing local development domains under .test TLD, including adding/removing domains, health checks, and DNS-over-HTTPS status. | No signals yet | No one-command install · Source | |
| 4732 | Unranked | data-compliance-mcpmcp · other | Classifies data sensitivity and compliance requirements across GDPR, HIPAA, PCI-DSS, and CCPA frameworks. | No signals yet | No one-command install · Source | |
| 4733 | Unranked | ase-delivermcp · other | Enables AI to generate and compile Aseprite game art, producing sprite files, sheets, and engine JSON with tools for initialization, briefs, pixel… | No signals yet | No one-command install · Source | |
| 4734 | Unranked | hara-mcpmcp · other | Language-owned MCP gateway and execution-host coordination for Hara, exposing read-only tools for runtime introspection, evaluation, calls, and… | No signals yet | No one-command install · Source | |
| 4735 | Unranked | marketplace-reality-check-mcpmcp · other | Enables evaluation of digital marketplaces by classifying demand signals, scoring commercial viability, sanity-checking claims, and comparing… | No signals yet | No one-command install · Source | |
| 4736 | Unranked | vat-validator-mcpmcp · other | Validates EU, UK, and Australian VAT numbers against official registries with fraud risk analysis. | No signals yet | No one-command install · Source | |
| 4737 | Unranked | kubedoll-helmmcp · other | Read-only Helm chart data including versions, values schemas, dependencies, and release notes. | No signals yet | No one-command install · Source | |
| 4738 | Unranked | true-solar-time-mcpmcp · other | Enables users to convert recorded birth times into true solar time for BaZi / Four Pillars charting, applying historical DST, longitude, and… | No signals yet | No one-command install · Source | |
| 4739 | Unranked | unifi-safe-mcpmcp · other | Enables read-only, bounded access to UniFi Network appliance health, devices, and active clients through three safe MCP tools with TLS verification… | No signals yet | No one-command install · Source | |
| 4740 | Unranked | proxmox-safe-mcpmcp · other | Enables safe, confirmable Proxmox operations: read-only cluster/guest status and bounded power actions and snapshot creation, with explicit… | No signals yet | No one-command install · Source | |
| 4741 | Unranked | parti-mcpmcp · other | Renders architectural floor plans and site plans as SVG in blueprint or whiteprint styles, following real drawing conventions with precise geometry. | No signals yet | No one-command install · Source | |
| 4742 | Unranked | kaggle-dataset-analystmcp · other | Enables exploratory data analysis and machine learning on CSV datasets with tools for profiling, missing values, correlation, plotting, model… | No signals yet | No one-command install · Source | |
| 4743 | Unranked | anova-oven-mcpmcp · other | Enables controlling an Anova Precision Oven through MCP, including reading temperatures, starting and managing cooks, and capturing camera frames. | No signals yet | No one-command install · Source | |
| 4744 | Unranked | cloud-alm-mcpmcp · other | Enables local or HTTP-based MCP interactions with a mock SAP Cloud ALM environment, enforcing read/write capability separation and fail-closed… | No signals yet | No one-command install · Source | |
| 4745 | Unranked | m00n-report-mcpmcp · other | Test management over MCP: author test cases, run manual executions with per-case results, cut releases, and link automated tests to the cases they… | No signals yet | No one-command install · Source | |
| 4746 | Unranked | calendar-safe-mcpmcp · other | Enables MCP clients to interact with Apple Calendar locally on macOS through EventKit, including listing calendars and events, creating events, and… | No signals yet | No one-command install · Source | |
| 4747 | Unranked | campusintel-mcpmcp · other | Enables AI assistants to discover and explore university research, researchers, academic programs, and institutional data from OpenAlex and the U.S… | No signals yet | No one-command install · Source | |
| 4748 | Unranked | alto-connectormcp · other | Builds interactive, filterable timelines from your own materials through an interview process, generating self-contained offline files with optional… | No signals yet | No one-command install · Source | |
| 4749 | Unranked | sticky-notesmcp · other | add sticky notes | No signals yet | No one-command install · Source | |
| 4750 | Unranked | zona-mcpmcp · other | Enables AI CLIs to send alerts to a Zona inbox, including optional categories, severities, and up to five attached images, while keeping the source… | No signals yet | No one-command install · Source | |
| 4751 | Unranked | mtga-mcpmcp · other | Enables natural language querying of your Magic: The Gathering Arena collection, including owned cards, missing cards, deck building, and collection… | No signals yet | No one-command install · Source | |
| 4752 | Unranked | mcp-demo-aad-vizmcp · other | Enables Entra ID group-based dataset access where group membership determines which datasets exist, and provides an interactive Altair chart builder… | No signals yet | No one-command install · Source | |
| 4753 | Unranked | mcp-mangiimcp · other | Create manga and anime art with an AI manga generator. Type what you imagine — Mangii turns text into panels in a chosen style. No drawing skills… | No signals yet | No one-command install · Source | |
| 4754 | Unranked | tsuke-mcpmcp · other | Connects AI models to the tsuke.ai studio so they can paint collaboratively on shared canvases, with tools for spawning, claiming, previewing… | No signals yet | No one-command install · Source | |
| 4755 | Unranked | renoolab-mcpmcp · other | Enables users to find and contact building tradespeople in France, and lets independent tradespeople create free profiles. | No signals yet | No one-command install · Source | |
| 4756 | Unranked | rtm-mcpmcp · other | Enables MCP-compatible clients to directly manage Jira Requirements and Test Management resources such as requirements, test cases, plans, executions… | No signals yet | No one-command install · Source | |
| 4757 | Unranked | weather-forecast-mcpmcp · other | Enables querying South Korean meteorological observation data and short-term forecasts by region name or grid coordinates via the MCP protocol. | No signals yet | No one-command install · Source | |
| 4758 | Unranked | arelle-thekinghippopotamusmcp · other | Processes and analyzes XBRL financial filings via the Arelle XBRL processor with SEC EDGAR integration. | No signals yet | No one-command install · Source | |
| 4759 | Unranked | ekigraphmcp · other | Enables AI assistants to answer questions about Japan's railway network with accurate track-connection data, including station neighbors and local… | No signals yet | No one-command install · Source | |
| 4760 | Unranked | aras-plm-mcpmcp · other | Enables natural language interaction with Aras Innovator PLM, providing schema-aware tools for querying items, managing BOMs, change orders… | No signals yet | No one-command install · Source | |
| 4761 | Unranked | librus-mcpmcp · other | Enables read-only access to a Librus Portal account, letting users list linked Synergia accounts and retrieve grades, attendance, timetable, homework… | No signals yet | No one-command install · Source | |
| 4762 | Unranked | reevl-mcpmcp · other | Enables AI assistants to query Korean apartment real-estate data, including official transaction prices, jeonse ratios, and AI price forecasts for… | No signals yet | No one-command install · Source | |
| 4763 | Unranked | mcp-customer-support-aimcp · other | Enables an AI to perform customer support workflows by looking up customers, retrieving orders, and creating support tickets through MCP tools. | No signals yet | No one-command install · Source | |
| 4764 | Unranked | datacraftsmanau-vineverse-mcpmcp · other | Bible knowledge graph: 31,102 verses, 341,289 cross references, people, places, themes. | No signals yet | No one-command install · Source | |
| 4765 | Unranked | karwalski-tokemcp · other | Execute and analyze Toke programming language code with syntax checking and debugging. | No signals yet | No one-command install · Source | |
| 4766 | Unranked | pi-cli-mcpmcp · other | Delegates coding tasks to your locally installed pi CLI, inheriting providers, models, and extensions, with persistent sessions and cancellable calls. | No signals yet | No one-command install · Source | |
| 4767 | Unranked | weline-mcpmcp · other | A local project intelligence, batch coding, and self-learning engine for Codex that enables task-level batch coding, reduces token usage, and… | No signals yet | No one-command install · Source | |
| 4768 | Unranked | adelaidasofia-investor-relationsmcp · other | Seed raise pipeline tracker that syncs from Obsidian CRM vault and generates investor meeting prep. | No signals yet | No one-command install · Source | |
| 4769 | Unranked | adelaidasofia-graph-autotaggermcp · other | Suggests Obsidian wikilinks and tags for notes using knowledge graph analysis. | No signals yet | No one-command install · Source | |
| 4770 | Unranked | adelaidasofia-vault-syncmcp · other | Bidirectional sync between personal and team Obsidian vaults. | No signals yet | No one-command install · Source | |
| 4771 | Unranked | vault-sync-mcpmcp · other | Enables bidirectional sync between a personal Obsidian vault and a shared team vault with configurable rules, change preview, and fast change… | No signals yet | No one-command install · Source | |
| 4772 | Unranked | shulan-mcpmcp · other | AI data research & report generation — market data, KOL lists, bidding summaries, company insights, hiring signals via the ShuLan data platform. | No signals yet | No one-command install · Source | |
| 4773 | Unranked | sprite-canonmcp · other | Provides tools for creating per-project sprite consistency rules, verifying sprite frames with numeric checks, and deterministically repainting sprite… | No signals yet | No one-command install · Source | |
| 4774 | Unranked | baserow-streamable-mcpmcp · other | Enables remote access to Baserow workspaces over Streamable HTTP, allowing discovery of accessible tables and creation of rows using user-facing field… | No signals yet | No one-command install · Source | |
| 4775 | Unranked | target-mcpmcp · other | Enables automated assessment of research manuscripts against the TARGET reporting guideline for target trial emulation, providing item-by-item scoring… | No signals yet | No one-command install · Source | |
| 4776 | Unranked | weather-alert-mcp-v2mcp · other | Enables querying live U.S. National Weather Service alerts by state through MCP, with both Python and TypeScript implementations. | No signals yet | No one-command install · Source | |
| 4777 | Unranked | bikerouter-mcpmcp · other | Enables planning bike routes using the BRouter engine, with support for waypoints, route profiles, and exporting routes as GPX or other formats. | No signals yet | No one-command install · Source | |
| 4778 | Unranked | leo-unsplash-mcpmcp · other | Enables Leo to fetch Unsplash wallpapers via a provider package, returning photo metadata such as download URLs, descriptions, and photographers. | No signals yet | No one-command install · Source | |
| 4779 | Unranked | battery-erpmcp · other | Material, cell, pack, and supply-chain management with real-time | No signals yet | No one-command install · Source | |
| 4780 | Unranked | met-mcpmcp · other | Enables natural-language access to MET Norway weather forecasts, including hourly forecasts worldwide and place-name geocoding, via MCP tools. | No signals yet | No one-command install · Source | |
| 4781 | Unranked | conda-cli-mcpmcp · other | Enables AI assistants to interact with conda CLI commands through the Model Context Protocol, providing structured tools for built-in and plugin… | No signals yet | No one-command install · Source | |
| 4782 | Unranked | mcp-medusamcp · other | Exposes Medusa anime automation tools for adding anime and querying seasonal anime via MCP. | No signals yet | No one-command install · Source | |
| 4783 | Unranked | hooklayermcp · other | Viral content intelligence platform analyzing social media hooks and engagement patterns with evidence-layer scoring. | No signals yet | No one-command install · Source | |
| 4784 | Unranked | buildwindowmcp · other | Enables scheduling of construction works against weather forecasts, using deterministic tools to check weather suitability, estimate curing times, and… | No signals yet | No one-command install · Source | |
| 4785 | Unranked | cubiczan-chp-mcpmcp · other | Enables MCP clients to evaluate spend gates and manage human-in-the-loop approvals for CHP Profile B. | No signals yet | No one-command install · Source | |
| 4786 | Unranked | urban-forestry-mcpmcp · other | Enables municipal tree inventory management, work order tracking, canopy analysis, and GIS boundary queries via 15 MCP tools. | No signals yet | No one-command install · Source | |
| 4787 | Unranked | ynab-budget-mcpmcp · other | Provides a read-only interface to YNAB budget data, allowing AI assistants to inspect budgets, accounts, categories, transactions, and more. Includes… | No signals yet | No one-command install · Source | |
| 4788 | Unranked | adatile-mcpmcp · other | Enables high-resolution image adaptive tiling preprocessing for the DeepSeek vision model, allowing analysis of large images via a six-stage pipeline… | No signals yet | No one-command install · Source | |
| 4789 | Unranked | blender-mind-mcpmcp · other | Enables AI-driven 3D modeling in Blender by providing tools to create primitives, apply modifiers and materials, set up lighting and cameras, capture… | No signals yet | No one-command install · Source | |
| 4790 | Unranked | circle-mcpmcp · other | Enables read-only access to Circle parental-control data, including family profiles and per-profile internet usage. | No signals yet | No one-command install · Source | |
| 4791 | Unranked | mcp-youtube-channel-transcript-extractormcp · other | Resolves a company domain or YouTube handle to a YouTube channel, returning subscriber count, channel metadata, and optional transcripts, with status… | No signals yet | No one-command install · Source | |
| 4792 | Unranked | mcp-tiktok-brand-presence-mappermcp · other | Resolves TikTok handles or company domains to brand accounts, returning follower, like, video counts, verification status, and more. | No signals yet | No one-command install · Source | |
| 4793 | Unranked | seoul-timeavg-air-mcpmcp · other | Retrieves hourly average air quality data (PM10, PM2.5, ozone, NO2, CO, SO2) from Seoul's open data platform, filtered by station or district. | No signals yet | No one-command install · Source | |
| 4794 | Unranked | daften-fireflyiii-mcpmcp · other | Connects any MCP-compatible AI assistant to your Firefly III personal finance instance, enabling natural language queries about your finances. | No signals yet | No one-command install · Source | |
| 4795 | Unranked | max-channel-mcpmcp · other | Enables AI assistants to publish and manage content in MAX messenger channels, including text, photos, videos, audio, documents, location pins… | No signals yet | No one-command install · Source | |
| 4796 | Unranked | com-imergea-ma-advisorymcp · other | Enables AI clients to perform indicative business valuations, assess sell-readiness, list fixed-price M&A advisory services, and generate secure… | No signals yet | No one-command install · Source | |
| 4797 | Unranked | power-bi-unified-mcpmcp · other | One MCP interface for AI-driven Power BI semantic-model engineering and PBIR/PBIP report authoring. | No signals yet | No one-command install · Source | |
| 4798 | Unranked | mcp-kokoro-ttsmcp · other | Enables MCP clients to synthesize text into speech locally and play it through the machine's audio, with selectable voices and playback speed. | No signals yet | No one-command install · Source | |
| 4799 | Unranked | student-management-mcp-prototypemcp · other | Provides simulated tools for querying student profiles, filtering attention lists, writing follow-up records, and generating class dashboards… | No signals yet | No one-command install · Source | |
| 4800 | Unranked | image-pumamcp · other | Enables local batch image preparation for the web via MCP, including compression, resizing, metadata stripping, thumbnails, and favicon generation. | 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.