Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5201 | Unranked | shopicomcp · other | Provides Shopify demand forecasting, reorder recommendations, and dollar-impact reports as MCP tools. | No signals yet | No one-command install · Source | |
| 5202 | Unranked | cruisefeedmcp · other | Query cruise sailings, fares, price drops & ship specs | No signals yet | No one-command install · Source | |
| 5203 | Unranked | arcclaudemcp · other | Enables AI assistants to control ArcGIS Pro through natural language, executing geoprocessing tools, editing data, and automating GIS workflows via a… | No signals yet | No one-command install · Source | |
| 5204 | Unranked | primate-intelligencemcp · other | Real-time video intelligence | No signals yet | No one-command install · Source | |
| 5205 | Unranked | viral-video-blueprintmcp · other | Enables analyzing a Douyin, Xiaohongshu, or Bilibili video link to generate a reusable editing blueprint with shot, caption, speech, rhythm, and… | No signals yet | No one-command install · Source | |
| 5206 | Unranked | rain-avoid-mapmcp · other | Provides flood-risk reporting and avoidance guidance for rainy days, including parking risk, community reports, and weather-based alerts. | No signals yet | No one-command install · Source | |
| 5207 | Unranked | rvtdocs-mcpmcp · other | Enables deterministic querying of RVTDocs documentation with tools for fetching, scanning, and debugging documentation content. | No signals yet | No one-command install · Source | |
| 5208 | Unranked | codeforge-mcpmcp · other | Enables MCP-compatible clients to delegate senior software engineering tasks like code generation, review, Jira management, and architecture… | No signals yet | No one-command install · Source | |
| 5209 | Unranked | csoai-org-geolocation-ai-mcpmcp · other | Tools for geolocation queries, address lookups, and geographic data processing. | No signals yet | No one-command install · Source | |
| 5210 | Unranked | yandex-calendar-pluginmcp · other | Unofficial local MCP plugin for interacting with Yandex Calendar from Codex. Enables calendar listing, event CRUD, and Telemost meeting creation via… | No signals yet | No one-command install · Source | |
| 5211 | Unranked | smartsheet-mcpmcp · other | Enables browsing and querying Smartsheet data through read-only MCP tools, allowing MCP-compatible clients to explore sheets, reports, dashboards, and… | No signals yet | No one-command install · Source | |
| 5212 | Unranked | standardbeagle-dart-querymcp · other | Context-efficient Dart AI task management with batch operations, DartQL selectors, and CSV import. | No signals yet | No one-command install · Source | |
| 5213 | Unranked | perlerbeadai-mcpmcp · other | Fuse bead MCP: convert images, generate AI art, matchcolors (CIEDE2000) estimate bead costs. | No signals yet | No one-command install · Source | |
| 5214 | Unranked | acceptance-criteria-extractormcp · other | Extracts explicitly written acceptance criteria from requirement documents, user stories, and similar texts, returning structured criteria and… | No signals yet | No one-command install · Source | |
| 5215 | Unranked | m365-audit-mcpmcp · other | Exposes Microsoft 365 privacy/compliance audit checks as MCP tools, enabling natural language queries about tenant configuration, orphaned documents… | No signals yet | No one-command install · Source | |
| 5216 | Unranked | dos-mcpmcp · other | Enables an MCP client to observe and control a text-mode DOS system via a Python bridge, supporting keyboard input and screen capture. | No signals yet | No one-command install · Source | |
| 5217 | Unranked | viralhunt-mcpmcp · other | Enables finding trending content across social networks and scheduling/publishing posts with full lifecycle management. | No signals yet | No one-command install · Source | |
| 5218 | Unranked | br0ski777-funding-ratesmcp · other | Retrieves perpetual contract funding rates from Binance, Bybit, and OKX with open interest and market sentiment data. | No signals yet | No one-command install · Source | |
| 5219 | Unranked | stlouis-pollenmcp · other | Provides access to St. Louis County pollen and mold data, including current levels, per-species counts, and historical daily reports back to 2000. | No signals yet | No one-command install · Source | |
| 5220 | Unranked | sriramnatrajhen-humsanamcp · other | Detects developer stress, focus, and fatigue from typing patterns to block dangerous commands when tired. | No signals yet | No one-command install · Source | |
| 5221 | Unranked | mcp-jp-calendarmcp · other | Provides accurate Japanese business day utilities including holiday checks, settlement day calculations, and fiscal period determination, all with… | No signals yet | No one-command install · Source | |
| 5222 | Unranked | mcp-jp-paid-leavemcp · other | Enables MCP-capable clients to calculate Japan's statutory annual paid leave (nenkyu) under the Labor Standards Act, including entitlement, attendance… | No signals yet | No one-command install · Source | |
| 5223 | Unranked | br0ski777-whale-alertmcp · other | Track large on-chain transactions on Ethereum and Base. | No signals yet | No one-command install · Source | |
| 5224 | Unranked | br0ski777-wallet-portfoliomcp · other | Fetch crypto wallet balances, ERC-20 token holdings, and USD values on Base and Ethereum. | No signals yet | No one-command install · Source | |
| 5225 | Unranked | ai-carousel-generatormcp · other | Enables AI clients to generate premium 4K carousel slides from a single instruction, combining expert copywriting, AI image generation, and premium… | No signals yet | No one-command install · Source | |
| 5226 | Unranked | mayan-mcpmcp · other | Enables cross-chain swap queries and unsigned transaction building for Mayan Finance, supporting Solana and seven EVM chains via MCP tools, without… | No signals yet | No one-command install · Source | |
| 5227 | Unranked | ev-failure-safe-mcpmcp · other | Recommends EV charging stations with low failure risk by considering vehicle type, connector, remaining range, and real-time public data. | No signals yet | No one-command install · Source | |
| 5228 | Unranked | z-image-mcpmcp · other | Enables text-to-image generation using Z Image models via RunAPI, with task management and pricing lookup. | No signals yet | No one-command install · Source | |
| 5229 | Unranked | runway-mcpmcp · other | Enables creating and managing Runway video generation tasks (text-to-video, video extension) through a single RunAPI key, including task polling and… | No signals yet | No one-command install · Source | |
| 5230 | Unranked | runapi-ai-happyhorse-mcpmcp · other | Enables creating and managing HappyHorse video generation tasks (edit, image-to-video, text-to-video) via RunAPI, with optional polling for completion… | No signals yet | No one-command install · Source | |
| 5231 | Unranked | runapi-ai-elevenlabs-mcpmcp · other | Enables interaction with ElevenLabs AI models (audio isolation, speech-to-text, text-to-dialogue, sound effects, text-to-speech) through RunAPI… | No signals yet | No one-command install · Source | |
| 5232 | Unranked | kling-mcpmcp · other | Enables interaction with Kling AI models for video generation and avatar tasks via RunAPI, including task creation, status polling, and pricing… | No signals yet | No one-command install · Source | |
| 5233 | Unranked | civiclens-cook-countymcp · other | Enables users to look up every layer of local government for any Cook County address, including representatives, finances, and agendas, with… | No signals yet | No one-command install · Source | |
| 5234 | Unranked | letterwriter-mcpmcp · other | Generates DOCX letters on your organization's letterhead via MCP, returning the document as an attachment. Supports custom letterhead templates and an… | No signals yet | No one-command install · Source | |
| 5235 | Unranked | dice-rollermcp · other | Provides dice rolling tools for tabletop RPGs, including standard dice, custom notation, D&D stat generation, and initiative ordering. | No signals yet | No one-command install · Source | |
| 5236 | Unranked | isucorp-stackguidemcp · other | Dynamic context loading for AI assistants with TDD workflow and AST analysis. | No signals yet | No one-command install · Source | |
| 5237 | Unranked | wealthvillemcp · other | Live liquidity-pool scores for Solana + EVM: Enter/Hold/Exit verdicts and a composite 0-100 Wealthville Score, backed by a public, immutable track… | No signals yet | No one-command install · Source | |
| 5238 | Unranked | reasonforgemcp · other | Provides 8 MCP tools for deterministic, read-only reasoning: intake, routing, planning, rubric, sweep checklist, verdict gate, reflection, and… | No signals yet | No one-command install · Source | |
| 5239 | Unranked | roblox-studio-mcp-v2mcp · other | Enables safe operation of multiple Roblox Studio sessions from concurrent Codex tasks by requiring explicit studio IDs and providing per-session… | No signals yet | No one-command install · Source | |
| 5240 | Unranked | srotzin-hive-compute-gridmcp · other | Cross-pool compute marketplace auctioning capacity across io.net, Akash, and Render with cryptographic selection proofs and 11 tools. | No signals yet | No one-command install · Source | |
| 5241 | Unranked | better-ableton-mcpmcp · other | A custom Ableton Live MCP focused on keeping sets tidy and creating MIDI that fits material already in the set. | No signals yet | No one-command install · Source | |
| 5242 | Unranked | huawei-ont-mcpmcp · other | Reads LAN devices and WAN status from a Huawei GPON ONT fiber modem. | No signals yet | No one-command install · Source | |
| 5243 | Unranked | fulfillment-triage-mcpmcp · other | Helps commerce operations investigate delayed fulfillment stages and create safe, deduplicated human-review escalations. | No signals yet | No one-command install · Source | |
| 5244 | Unranked | masset-mcp-toolsmcp · other | Provides honest A/B test verdicts using interactive cards, with statistical calculations for conversion rates, sample sizes, and Bayesian… | No signals yet | No one-command install · Source | |
| 5245 | Unranked | goatmcp · other | Enables querying a personal fact store (facts with about and learned timestamps) through natural language over the Model Context Protocol. Supports… | No signals yet | No one-command install · Source | |
| 5246 | Unranked | mcp-projectmcp · other | Provides read-only tools for querying a synthetic e-commerce dataset, including product categories, products, sales data, customer history, and order… | No signals yet | No one-command install · Source | |
| 5247 | Unranked | realdentalcosts-mcpmcp · other | Real US & Canada dental price data for AI assistants: average costs by procedure, state and city, insurance acceptance, and cheapest-state lookups… | No signals yet | No one-command install · Source | |
| 5248 | Unranked | sg-mobility-mcpmcp · other | A grounded Singapore travel-planning brain for your AI personal assistant. | No signals yet | No one-command install · Source | |
| 5249 | Unranked | lexvibe-mcpmcp · other | One-step legal compliance for vibe-coded apps: scans project, generates privacy policies/TOS, installs cookie consent banner, and checks EU AI Act… | No signals yet | No one-command install · Source | |
| 5250 | Unranked | admission-feishu-mcpmcp · other | Provides enrollment data query, aggregation, and cross-table comparison from Feishu multi-dimensional tables for AstrBot. | No signals yet | No one-command install · Source | |
| 5251 | Unranked | candlestick-chart-mcpmcp · other | Renders OHLCV data as candlestick chart PNGs and returns inline images. It is a pure renderer with no network access, allowing models to view charts… | No signals yet | No one-command install · Source | |
| 5252 | Unranked | function-concept-mcpmcp · other | Enables access to a local Markdown knowledge base via MCP, currently only providing a ping tool. | No signals yet | No one-command install · Source | |
| 5253 | Unranked | mcp-supervisor-pymcp · other | A Python scaffold for an MCP-style supervisor that breaks user tasks into steps, routes them to workers, retries on failures, and aggregates outputs. | No signals yet | No one-command install · Source | |
| 5254 | Unranked | cryptoapis-io-mcp-simulatemcp · other | Enables to simulate EVM transactions (dry-run) to preview results, gas usage, and state changes before broadcasting on supported blockchains. | No signals yet | No one-command install · Source | |
| 5255 | Unranked | neurochatmcp · other | Enables natural language querying of brain volumes (NIfTI) with a fixed set of tools, returning visualizations and reproducible nilearn code. | No signals yet | No one-command install · Source | |
| 5256 | Unranked | mcp-maccleanmcp · other | Local multi-package manager cache cleaning MCP service that safely discovers, previews, and cleans caches for Maven, pnpm, npm, yarn, pip, uv, and Go. | No signals yet | No one-command install · Source | |
| 5257 | Unranked | pipeworx-us-dmvmcp · other | Access US state DMV data including vehicle registrations, EV adoption, DMV office locations and services, live wait times, and California forms and… | No signals yet | No one-command install · Source | |
| 5258 | Unranked | ghidra-retro-mcpmcp · other | Enables AI assistants to perform headless reverse engineering of retro game ROMs using Ghidra, with automated platform detection and triage. | No signals yet | No one-command install · Source | |
| 5259 | Unranked | wazuh-servidor-mcpmcp · other | Enables natural language interaction with Wazuh SIEM for alert querying, threat hunting, vulnerability scanning, and active response actions. | No signals yet | No one-command install · Source | |
| 5260 | Unranked | absec-mcpmcp · other | Enables security review of code diffs and files in Cursor/VS Code using local rule-based analysis with the same rule IDs as CI, no cloud required. | No signals yet | No one-command install · Source | |
| 5261 | Unranked | changesignalmcp · other | Enables querying and analyzing changes in technology company documentation through MCP tools, including change feeds, company info, and evidence-based… | No signals yet | No one-command install · Source | |
| 5262 | Unranked | 1c-mcp-sales-analystmcp · other | Enables natural language queries about warehouse stock and sales data from 1C accounting system using DeepSeek AI and MCP tools. | No signals yet | No one-command install · Source | |
| 5263 | Unranked | alphaassay-mcpmcp · other | Most trading signals are noise. AlphaAssay puts them on trial — deflated Sharpe, out-of-sample, leakage forensics — and returns signed pass/fail… | No signals yet | No one-command install · Source | |
| 5264 | Unranked | nativine-mcpmcp · other | Enables AI-powered conversion of any website into native Android and iOS apps by managing drafts, uploading assets, and triggering builds through MCP. | No signals yet | No one-command install · Source | |
| 5265 | Unranked | mcp-merge-guardmcp · other | Guards PR merge decisions by validating CI, approvals, conflicts, and branch freshness. | No signals yet | No one-command install · Source | |
| 5266 | Unranked | gemini-video-mcpmcp · other | Hands local video files to Gemini's native video understanding for detailed, timestamped descriptions, and also supports image/media viewing with… | No signals yet | No one-command install · Source | |
| 5267 | Unranked | listonic-mcpmcp · other | Add, edit, and check off items on your Listonic shopping list. | No signals yet | No one-command install · Source | |
| 5268 | Unranked | san-diego-gis-mcpmcp · other | Serves SANDAG/SanGIS regional GIS data from SANDAG's ArcGIS Enterprise portal, enabling natural-language queries for parcels, floodplains, address… | No signals yet | No one-command install · Source | |
| 5269 | Unranked | edinet-mcpmcp · other | Lets AI assistants query normalized financial statements (P/L, B/S, C/F) of 3,634 Japanese listed companies from official EDINET filings, unified… | No signals yet | armory install edinet-mcp --cli claude | |
| 5270 | Unranked | was-stape-mcpmcp · other | Enables AI assistants to manage Stape.io sGTM containers, CAPI Gateways, custom domains, and power-ups via 10 tools. | No signals yet | No one-command install · Source | |
| 5271 | Unranked | eu-vat-validator-viesmcp · other | Validates EU and Northern Ireland VAT numbers against the official VIES service, returning validity, company name and address, and distinguishing… | No signals yet | No one-command install · Source | |
| 5272 | Unranked | srotzin-hive-auctionmcp · other | Reverse Dutch auction for scarce compute slot allocation, starting at 5x asking rate and dropping 5% per 30 seconds to a floor price. | No signals yet | No one-command install · Source | |
| 5273 | Unranked | srotzin-hive-backupmcp · other | Snapshot and backup system for the A2A network, storing content-addressed blobs up to 10 MB with SHA-256 verification. | No signals yet | No one-command install · Source | |
| 5274 | Unranked | utility-belt-mcpmcp · other | Provides deterministic, stateless tools for common data work including JSON, CSV, text, encoding, hashing, IDs, date/time, and number statistics. | No signals yet | No one-command install · Source | |
| 5275 | Unranked | vm-forgeyard-mcpmcp · other | HTTP MCP adapter for requesting VMs and inspecting state. Part of the vm-forgeyard KVM control plane for test and development virtual machines. | No signals yet | No one-command install · Source | |
| 5276 | Unranked | notestoreportmcp · other | Converts rough notes into a citation-grounded report, verifying each claim against source notes and handing off to SuperDocs with a faithfulness… | No signals yet | No one-command install · Source | |
| 5277 | Unranked | hive-mcp-flagmcp · other | Feature flag service for A2A networks with DID-keyed targeting, percentage rollouts, and USDC settlement on Base L2. | No signals yet | No one-command install · Source | |
| 5278 | Unranked | trendforge-mcpmcp · other | Enables querying YouTube gaming opportunity rankings to answer 'what should I record?' by providing tools for top games, game breakdowns with AI video… | No signals yet | No one-command install · Source | |
| 5279 | Unranked | praesagomcp · other | UK property area intelligence: validated trajectory scores, gentrification early-warning and area screening for 2,292 England & Wales postcode… | No signals yet | No one-command install · Source | |
| 5280 | Unranked | mcp-acad-micomcp · other | Assists in writing academic papers by extracting, organizing, and referencing scientific PDFs with ABNT formatting. | No signals yet | No one-command install · Source | |
| 5281 | Unranked | xalantis-hub-xalantismcp · other | Manage support tickets and customer interactions through the Xalantis platform. | No signals yet | No one-command install · Source | |
| 5282 | Unranked | gitbranch-mcpmcp · other | Enables managing a GitBranch stock token portfolio, including buying, selling, swapping tokens, and checking balances. | No signals yet | No one-command install · Source | |
| 5283 | Unranked | furlen-mcpmcp · other | Turns a CSV — or a public dataset named in plain English — into an animated chart video. Every numeric claim in the generated narration is recomputed… | No signals yet | No one-command install · Source | |
| 5284 | Unranked | mansa-african-marketsmcp · other | Live African stock market data from NGX, GSE, NSE, JSE, BRVM, and 8 more exchanges. | No signals yet | No one-command install · Source | |
| 5285 | Unranked | sage-mcp-publicmcp · other | Query Sage Veterinary Imaging's public data including website content, provider directory, pricing, and location details. | No signals yet | No one-command install · Source | |
| 5286 | Unranked | palsaveeditor-mcpmcp · other | Provides read-only access to Pal Save Editor's workflow, safety boundaries, FAQ, and official links for MCP-compatible AI clients. | No signals yet | No one-command install · Source | |
| 5287 | Unranked | osrs-calc-mcpmcp · other | Provides read-only access to OSRS Calc's skill calculators, training plans, FAQ, and official links for Old School RuneScape planning. | No signals yet | No one-command install · Source | |
| 5288 | Unranked | makebracket-mcpmcp · other | Provides read-only access to Make Bracket Online bracket maker features including editor workflows, official links, and FAQ for AI assistants. | No signals yet | No one-command install · Source | |
| 5289 | Unranked | simulattemcp · other | Run synthetic research studies — concept testing, pricing, messaging, and more — directly from AI tools. | No signals yet | No one-command install · Source | |
| 5290 | Unranked | countdowns-online-mcpmcp · other | Provides verified event dates, countdown semantics, and custom countdown sharing from Countdowns Online to MCP-compatible AI clients. | No signals yet | No one-command install · Source | |
| 5291 | Unranked | symbioforgemcp · other | An AI-powered industrial symbiosis platform that autonomously discovers waste-to-resource connections between factories, creates new products from… | No signals yet | No one-command install · Source | |
| 5292 | Unranked | modelmixmcp · other | Enables comparing outputs of 17 large language models side by side, with AI judging, cost and speed analysis. | No signals yet | No one-command install · Source | |
| 5293 | Unranked | fastmcp-science-demomcp · other | Exposes science functions like generating random points and plotting sine waves as MCP tools. | No signals yet | No one-command install · Source | |
| 5294 | Unranked | 1pdfmcp · other | Enables AI assistants to perform PDF operations like merge, split, compress, convert, encrypt, OCR, and summarize using natural language. | No signals yet | No one-command install · Source | |
| 5295 | Unranked | 27-0-mcpmcp · other | Provides read-only access to the 27-0 NRL game knowledge including rules, roster constraints, and official links for MCP-compatible AI clients. | No signals yet | No one-command install · Source | |
| 5296 | Unranked | apple-health-shortcuts-mcp-3mcp · other | Exposes Apple Health data as read-only tools for AI via HTTP MCP. Provides three tools: health_now, health_detail, and health_trends. | No signals yet | No one-command install · Source | |
| 5297 | Unranked | boomerang-wellbeing-plannermcp · other | Generates personalised 12-week wellbeing planners for Australian near-retirees, integrating ABS statistics and providing an interactive journey… | No signals yet | No one-command install · Source | |
| 5298 | Unranked | leavemanagermcp · other | Enables managing employee leave requests including checking balance, applying for leave, and viewing history. | No signals yet | No one-command install · Source | |
| 5299 | Unranked | tripo-studio-mcpmcp · other | Enables interaction with Tripo Studio for 3D model generation, management, and post-processing through natural language, with safety features to… | No signals yet | No one-command install · Source | |
| 5300 | Unranked | nse-mcpmcp · other | Exposes live Indian stock market data from the National Stock Exchange (NSE) via 17 tools covering bulk/block deals, institutional flows, market data… | 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.