Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 22.557 | whistle-mcpmcp · back-end | Enables AI to manage whistle mock rules, values, and inspect network sessions, facilitating API mocking and debugging through natural language. | 1 star | No one-command install · Source | |
| 1602 | 22.557 | zai-mcp-plusmcp · back-end | An enhanced MCP server for Z.AI vision understanding that supports custom OpenAI-compatible endpoints and provides 8 vision tools for image/video… | 1 star | No one-command install · Source | |
| 1603 | 22.557 | mcp-tourmcp · back-end | Integrates the Korea Tourism Organization's API to provide tourist spot recommendations and detailed information, including attractions, food, and… | 1 star | No one-command install · Source | |
| 1604 | 22.557 | zhihumcpmcp · back-end | Read-focused MCP server for Zhihu, enabling retrieval of pins, articles, comments, and replies, with optional limited write tools for drafting and… | 1 star | No one-command install · Source | |
| 1605 | 22.557 | memoryplugin-mcp-servermcp · back-end | Enables AI assistants to store, search, and manage memories, chat history, and uploaded files via the MemoryPlugin API. | 1 star | No one-command install · Source | |
| 1606 | 22.557 | voc-openapi-mcpmcp · back-end | Analyze Amazon reviews, VOC feedback, sentiment, pain points, and listing improvements through seven curated MCP tools. | 1 star | No one-command install · Source | |
| 1607 | 22.557 | milesight-gateway-mcp-servermcp · back-end | Enables managing applications, devices, profiles, multicast groups, and downlinks on a Milesight UG-series LoRaWAN gateway through natural language. | 1 star | No one-command install · Source | |
| 1608 | 22.557 | tableau-graphql-mcpmcp · back-end | Enables querying Tableau lineage through the Metadata API via MCP, supporting impact analysis, where-used lookups, and content search. Provides… | 1 star | No one-command install · Source | |
| 1609 | 22.557 | mendapimcp · back-end | MCP server that watches upstream API providers for breaking changes, scans your codebase for impact, and drafts migration fixes locally, all… | 1 star | No one-command install · Source | |
| 1610 | 22.557 | simple-websearch-mcpmcp · back-end | This MCP server enables any MCP client to perform web searches over HTTP using just an endpoint URL and API key, abstracting away AWS SigV4 signing… | 1 star | No one-command install · Source | |
| 1611 | 22.557 | casemargin-mcp-servermcp · back-end | Exposes support case reasoning tools — generate structured case briefs and check escalation readiness from any MCP-compatible AI client. | 1 star | No one-command install · Source | |
| 1612 | 22.557 | mcp-vision-server-2mcp · back-end | MCP server that provides the describe_image tool, enabling AI clients to analyze local images by forwarding them to any OpenAI-compatible vision… | 1 star | No one-command install · Source | |
| 1613 | 22.557 | rtk-motion-intelligence-mcp-servermcp · back-end | Provides agent-to-agent paid access to motion capture, rehabilitation biomechanics, location threat intelligence, and commercial truck-sighting data… | 1 star | No one-command install · Source | |
| 1614 | 22.557 | finanzas-mcpmcp · back-end | MCP server providing 25 financial calculation tools in Spanish: ratios, DuPont, Altman Z-Score, Piotroski F-Score, WACC, CAPM, DCF, multiples… | 1 star | No one-command install · Source | |
| 1615 | 22.557 | plane-ce-mcpmcp · back-end | Unofficial MCP server for self-hosted Plane Community Edition, enabling project management tasks like managing work items, cycles, modules, and… | 1 star | No one-command install · Source | |
| 1616 | 22.557 | repo-cartographermcp · back-end | An MCP server that maps any repository into architecture diagrams, providing tools for scanning code facts, building import graphs, and generating… | 1 star | No one-command install · Source | |
| 1617 | 22.557 | voygr-mcpmcp · back-end | MCP server for VOYGR place verification and outbound venue calls. It provides tools to verify places, make structured calls, check credits, and access… | 1 star | No one-command install · Source | |
| 1618 | 22.557 | obtomcp · back-end | OBTO gives your AI assistant a hosted app platform: it scaffolds, deploys, and operates real full-stack apps — pages, APIs, database, scheduled jobs… | 1 star | No one-command install · Source | |
| 1619 | 22.557 | iiko-mcpmcp · back-end | An MCP server for debugging iikoTransport API requests, enabling interactive calls to iiko endpoints with your own credentials. | 1 star | No one-command install · Source | |
| 1620 | 22.557 | zuar-portal-blocks-mcp-servermcp · back-end | Enables Claude to build and manage Zuar Portal HTML blocks through the Portal REST API, including discovering datasources, previewing data, and… | 1 star | No one-command install · Source | |
| 1621 | 22.557 | sint-marketplace-mcpmcp · back-end | A global marketplace MCP server enabling OpenCode instances to publish, search, and exchange MCP server capabilities, knowledge, and ideas over a… | 1 star | No one-command install · Source | |
| 1622 | 22.557 | tiz-n-mcp-servermcp · back-end | MCP server for operating a fictional restaurant, providing tools to consult the menu, manage active orders, view shift summaries, update dish… | 1 star | No one-command install · Source | |
| 1623 | 22.557 | application-tracker-mcpmcp · back-end | A privacy-first MCP server for locally managing job, fellowship, and graduate-school applications. It offers tools for tracking application status… | 1 star | No one-command install · Source | |
| 1624 | 22.557 | aptabase-mcpmcp · back-end | Unofficial MCP server that lets AI agents query Aptabase analytics using cookie-authenticated dashboard endpoints, providing tools for metrics… | 1 star | No one-command install · Source | |
| 1625 | 22.557 | footnote-mcpmcp · back-end | An MCP server for source-grounded web research that verifies claims against their sources, with 42 tools for search, extraction, and verification. | 1 star | No one-command install · Source | |
| 1626 | 22.557 | mcp-document-processormcp · back-end | An MCP server for reading, creating, and managing PDF, DOCX, and Excel documents with OCR, styling, categorization, and remote file bridges. | 1 star | No one-command install · Source | |
| 1627 | 22.557 | wraft-mcpmcp · back-end | MCP server for Wraft that lets AI agents discover and run curated document-lifecycle tools over Wraft's REST API, including content types, templates… | 1 star | No one-command install · Source | |
| 1628 | 22.557 | global-weather-mcp-servermcp · back-end | Provides weather data including US alerts, US forecasts, and global 5-day forecasts without requiring any API keys. | 1 star | No one-command install · Source | |
| 1629 | 22.557 | kc-mcp-servermcp · back-end | An MCP server for Kvindo Cloud that lets AI clients list, inspect, create, update, and delete cloud resources (VMs, volumes, Kubernetes, etc.) via… | 1 star | No one-command install · Source | |
| 1630 | 22.557 | factanchor-mcpmcp · back-end | A zero-cost, fully local MCP server that grounds AI assistants in verified web text, reducing hallucinations by ~80% by forcing answers only from… | 1 star | No one-command install · Source | |
| 1631 | 22.557 | mikusnuz-dynadotmcp · back-end | Manage domains, DNS records, contacts, and transfers through the Dynadot domain registrar API. | 1 star | No one-command install · Source | |
| 1632 | 22.557 | hwc-growth-center-mcp-extensionmcp · back-end | Enables daily check-in, points and task queries for Huawei Cloud Developer Growth Center via a Chrome extension and Node.js bridge. | 1 star | No one-command install · Source | |
| 1633 | 22.557 | x-agent-mcpmcp · back-end | Enables AI agents to interact with X (Twitter) through its private GraphQL API using session cookies, supporting tweets, replies, likes, retweets… | 1 star | No one-command install · Source | |
| 1634 | 22.557 | wayl-mcpmcp · back-end | MCP server for Wayl Payments Iraq. | 1 star | No one-command install · Source | |
| 1635 | 22.557 | opencode-image-mcpmcp · back-end | MCP server that gives non-image-capable models like DeepSeek the ability to generate images using backends such as Qwen-Image, Seedream, and CogView… | 1 star | No one-command install · Source | |
| 1636 | 22.557 | midifiermcp · back-end | MCP server that transcribes songs into multi-track General MIDI files, identifying instruments and structuring tracks. Accepts audio files and manages… | 1 star | No one-command install · Source | |
| 1637 | 22.557 | byerisk-mcpmcp · back-end | MCP server that integrates ByeRisk's content compliance detection into AI assistants, enabling text, image, and video compliance checks with risk… | 1 star | No one-command install · Source | |
| 1638 | 22.557 | mcp-chilegob-datasetmcp · back-end | Enables AI assistants to search, read, and explore thousands of public datasets from Chile's open government data portal (datos.gob.cl) without… | 1 star | No one-command install · Source | |
| 1639 | 22.557 | argomcp · back-end | RPG campaign management platform MCP server for accessing guild data, campaigns, and lore via AI assistants. | 1 star | No one-command install · Source | |
| 1640 | 22.557 | geocode-mcpmcp · back-end | MCP server for geocoding, reverse geocoding, place/POI search, and distance calculation using OpenStreetMap Nominatim, with no API key required. | 1 star | No one-command install · Source | |
| 1641 | 22.557 | omie-finance-mcpmcp · back-end | Exposes OMIE ERP's financial API as MCP tools, enabling AI agents to query bills, process payments, generate boletos/PIX, and read cash flow via… | 1 star | No one-command install · Source | |
| 1642 | 22.557 | fgiscs-history-mcpmcp · back-end | MCP server that exposes the version history of Russian construction-pricing open data (ФГИС ЦС), enabling queries about dataset versions, salary… | 1 star | No one-command install · Source | |
| 1643 | 22.557 | diff-checker-line-by-line-text-comparisonmcp · back-end | Text diff comparison API for AI agents. Compare two texts line-by-line: additions, deletions, unchanged lines, and summary statistics… | 1 star | No one-command install · Source | |
| 1644 | 22.557 | hl-portfoliomcp · back-end | Enables AI agents to analyze Hyperliquid accounts by retrieving positions, PnL, fills, open orders, and funding through an x402 micropayment MCP… | 1 star | No one-command install · Source | |
| 1645 | 22.557 | regex-generatormcp · back-end | Enables testing regular expressions against strings to retrieve matches, capture groups, positions, and human-readable pattern explanations via an… | 1 star | No one-command install · Source | |
| 1646 | 22.557 | twitter-x-scraper-profiles-tweets-searchmcp · back-end | Twitter/X scraping API for AI agents. Scrape public profiles (bio, stats, verification), user tweets (text, engagement, media), and search results… | 1 star | No one-command install · Source | |
| 1647 | 22.557 | br0ski777-twitter-scrapermcp · back-end | Scrape Twitter/X profiles, tweets, and search results without an API key. | 1 star | No one-command install · Source | |
| 1648 | 22.557 | handwrytten-mcp-servermcp · back-end | Enables AI assistants to send real handwritten notes via physical cards using Handwrytten's robotic pen service, along with managing cards, addresses… | 1 star | No one-command install · Source | |
| 1649 | 22.557 | vision-mcp-5mcp · back-end | Enables text-only models to understand images through a conversational MCP server, supporting multi-turn follow-ups, URL inputs, and OpenAI-compatible… | 1 star | No one-command install · Source | |
| 1650 | 22.557 | iiinigence-harvest-mcpmcp · back-end | MCP server for Harvest time tracking, enabling users to manage timers, log time, and generate reports through natural language. | 1 star | No one-command install · Source | |
| 1651 | 22.557 | linux-manager-mcpmcp · back-end | Enables LLMs to control a Linux server via multiple shell windows with background execution, notes, and sudo separation, allowing… | 1 star | No one-command install · Source | |
| 1652 | 22.557 | ai-wiki-mcpmcp · back-end | Provides structured search, schema-validated writes, and linting for a markdown knowledge base, enabling agents to operate the wiki over a single… | 1 star | No one-command install · Source | |
| 1653 | 22.557 | read-itmcp · back-end | Enables read-only research on Reddit via the Reddit API, including finding subreddits, searching, and reading comment trees, with support for multiple… | 1 star | No one-command install · Source | |
| 1654 | 22.557 | modlens-mcpmcp · back-end | MCP server that provides text-only models structured JSON vision evidence via direct vision API calls, with tools for image analysis, OCR, comparison… | 1 star | No one-command install · Source | |
| 1655 | 22.557 | spira-mcpmcp · back-end | Read-only MCP for retrieving daily Spira incident digests and filter options using the Inflectra Spira API. | 1 star | No one-command install · Source | |
| 1656 | 22.557 | buzz-mcpmcp · back-end | A TypeScript MCP server for the CorePrt Nostr relay, enabling MCP-compatible clients to publish and read Nostr events. Currently a scaffold with… | 1 star | No one-command install · Source | |
| 1657 | 22.557 | opera-houdini-mcpmcp · back-end | A Houdini MCP server fork for CsrLib-Houdini workflow, providing enhanced tools for scene management, node discovery, graph editing, and safe code… | 1 star | No one-command install · Source | |
| 1658 | 22.557 | mcp-abacusmcp · back-end | Pure-Python MCP server for type-faithful calculation — evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with… | 1 star | No one-command install · Source | |
| 1659 | 22.557 | easecation-user-center-mcp-servermcp · back-end | An MCP server for the EaseCation user center that provides admin and user tools to interact with UC backend services. | 1 star | No one-command install · Source | |
| 1660 | 22.557 | kratos-mcp-servermcp · back-end | Enables AI assistants to drive Kratos Multiphysics finite element simulations end to end, including introspection, scaffolding, execution, and… | 1 star | No one-command install · Source | |
| 1661 | 22.557 | mcp-overleaf-servermcp · back-end | Tailors LaTeX résumés, CVs, and cover letters to job descriptions by injecting truthfully-selected content from a master CV, compiling PDFs, and… | 1 star | No one-command install · Source | |
| 1662 | 22.557 | gemini-understandingmcp · back-end | A minimal MCP server that exposes Gemini's web and multimodal understanding (video, audio, document, image) through five dedicated tools. | 1 star | No one-command install · Source | |
| 1663 | 22.557 | semanticscholar-mcp-servermcp · back-end | An MCP server that provides access to Semantic Scholar's academic graph, recommendations, and datasets APIs, enabling paper search, citation analysis… | 1 star | No one-command install · Source | |
| 1664 | 22.557 | coros-codex-mcp-bridgemcp · back-end | A local, read-only stdio MCP server that bridges Codex to the COROS MCP gateway, enabling sport data queries through an allowlisted set of tools while… | 1 star | No one-command install · Source | |
| 1665 | 22.557 | smartbw-mcpmcp · back-end | Enables AI agents to securely retrieve passwords, API keys, and other items from a Vaultwarden/Bitwarden vault using MCP tools with fuzzy search and… | 1 star | No one-command install · Source | |
| 1666 | 22.557 | freebuff-bridgemcp · back-end | MCP server that bridges agents to Freebuff Desktop sessions, enabling project and thread management, prompt sending, queue control, and wake-on-demand… | 1 star | No one-command install · Source | |
| 1667 | 22.557 | superagentic-mcp-servermcp · back-end | Provides 19 tools for discovery, data analysis, configuration, and simulation, enabling an agent to drive digital twin workflows with session… | 1 star | No one-command install · Source | |
| 1668 | 22.557 | ballast-mcp-servermcp · back-end | Grounds local models with a quantized Wikidata corpus via MCP tools for entity resolution and fact lookup, reducing hallucinations. | 1 star | No one-command install · Source | |
| 1669 | 22.557 | mcp-student-assistantmcp · back-end | An MCP server that provides student-focused tools such as attendance lookup, marks calculation, notes search, college rules access, and a math… | 1 star | No one-command install · Source | |
| 1670 | 22.557 | mcp-surf-forecastmcp · back-end | An MCP server that provides real-time surf intelligence, including wave quality scoring, beach discovery, session planning, and forecast analysis… | 1 star | No one-command install · Source | |
| 1671 | 22.557 | walletwallet-mcpmcp · back-end | Exposes the WalletWallet pass API as MCP tools for creating and updating digital passes, supporting Google Wallet links and usage checks. | 1 star | No one-command install · Source | |
| 1672 | 22.557 | aws-dr-cost-estimator-mcp-servermcp · back-end | Plan AWS disaster recovery budgets conversationally, comparing backup/restore, pilot light, warm standby, and active/active strategies using live Cost… | 1 star | No one-command install · Source | |
| 1673 | 22.557 | tcgplayer-api-mcpmcp · back-end | Provides access to TCGplayer trading card data, including search, product details, pricing, and market information, enabling natural language queries… | 1 star | No one-command install · Source | |
| 1674 | 22.557 | pricecharting-api-mcpmcp · back-end | Enables Claude Code to interact with PriceCharting pricing data, supporting search, product pricing, categories, and group listings across multiple… | 1 star | No one-command install · Source | |
| 1675 | 22.557 | db2st-mcpmcp · back-end | A horizontally scalable Model Context Protocol server for exposing shipment tracking (and other data sources) as authenticated MCP tools, starting… | 1 star | No one-command install · Source | |
| 1676 | 22.557 | hammerspoon-mcpmcp · back-end | Give AI agents deep control over macOS — windows, audio, Bluetooth, Spaces, Focus mode, and 200+ OS APIs — through one MCP server. | 1 star | No one-command install · Source | |
| 1677 | 22.557 | ai-translation-toolmcp · back-end | MCP server for transcribing audio and generating structured customer requirement meeting minutes (including flowcharts) using Whisper and AI backends… | 1 star | No one-command install · Source | |
| 1678 | 22.557 | finance-mcp-aggregatormcp · back-end | A scoped aggregator MCP server that routes intent to the 4-7 relevant finance tools from a 43-tool catalog, reducing token cost and improving… | 1 star | No one-command install · Source | |
| 1679 | 22.557 | localpro-mcp-servermcp · back-end | Provides verified local trade and service business data (e.g., radon mitigation, foundation repair) to AI agents via tools like search_providers and… | 1 star | No one-command install · Source | |
| 1680 | 22.557 | retain-mcp-servermcp · back-end | Enables AI agents to query customer churn risk, MRR at risk, and customer health profiles from Retain, and take actions like adding notes and marking… | 1 star | No one-command install · Source | |
| 1681 | 22.557 | jemidev-mcpmcp · back-end | MCP server for Jemi that lets AI assistants read and edit Jemi projects via a local WebSocket bridge. | 1 star | No one-command install · Source | |
| 1682 | 22.557 | htb-app-mcpmcp · back-end | Enables interaction with Hack The Box App services including machines, challenges, sherlocks, and more through the HTB API v4. | 1 star | No one-command install · Source | |
| 1683 | 22.557 | chatbottool-mcpmcp · back-end | A local-first MCP server providing guarded access to a workspace with file operations, search, commands, tests, Git helpers, checkpoints, and… | 1 star | No one-command install · Source | |
| 1684 | 22.557 | amazon-creators-mcpmcp · back-end | placement for the depractaed Amazon Product Advertising endpoint. You ask Claude to find something, it searches the live Amazon catalogue, and it… | 1 star | No one-command install · Source | |
| 1685 | 22.557 | opl-renderermcp · back-end | MCP server for rendering Object-Process Methodology (OPM) models from YAML to SVG diagrams and OPL sentences, with validation and generation… | 1 star | No one-command install · Source | |
| 1686 | 22.557 | leapd-mcpmcp · back-end | MCP server that connects AI assistants to Leapd, enabling them to launch and manage an AI-run business by creating tasks, deploying sites, and… | 1 star | No one-command install · Source | |
| 1687 | 22.557 | nu-plugin-mcpmcp · back-end | Runs MCP servers whose tools are ordinary Nushell closures, supporting stdio and Streamable HTTP. | 1 star | No one-command install · Source | |
| 1688 | 22.557 | kitcommerce-mcpmcp · back-end | A standalone MCP server that exposes the admin side of kitcommerce-api as tools, enabling AI assistants to manage products, categories, collections… | 1 star | No one-command install · Source | |
| 1689 | 22.557 | hashproof-mcpmcp · back-end | Issue verifiable credentials (diplomas, certificates, badges) for $0.10 USDC via x402 or an API key — registered on-chain on Celo, pinned to IPFS… | 1 star | No one-command install · Source | |
| 1690 | 22.557 | crypto-price-mcp-2mcp · back-end | Provides live cryptocurrency prices, price history, and symbol listing tools for AI agents via the Hyperliquid API. | 1 star | No one-command install · Source | |
| 1691 | 22.557 | seokh-unity-open-mcpmcp · back-end | An MCP server for Unity that provides 300 typed tools for editor automation, asset analysis, validation, and diagnostics, supporting live Editor… | 1 star | No one-command install · Source | |
| 1692 | 22.557 | pi-searchmcp · back-end | MCP server for pi that provides free web search, web fetch, advanced search, and scholarly paper search via hosted Exa and Parallel services without… | 1 star | No one-command install · Source | |
| 1693 | 22.557 | bimqmcp · back-end | Read-only BIM query server for agents: structured, policy-bounded queries on IFC/gbXML models with deterministic cited results. | 1 star | No one-command install · Source | |
| 1694 | 22.557 | deepseemcp · back-end | MCP server that gives text-only LLMs like DeepSeek vision capabilities by converting images to text via vision APIs, enabling image description, OCR… | 1 star | No one-command install · Source | |
| 1695 | 22.557 | poe-data-mcpmcp · back-end | An MCP server that provides LLMs with access to Path of Exile game data, including gems, unique items, passive tree nodes, item modifiers, maps… | 1 star | No one-command install · Source | |
| 1696 | 22.557 | qmt-mcp-servermcp · back-end | Wraps the miniQMT interface to enable AI assistants to query A-share market data, account information, and place/cancel orders. | 1 star | No one-command install · Source | |
| 1697 | 22.557 | iikoserver-mcp-servermcp · back-end | MCP server for iiko restaurant management system REST API, providing 39 tools to manage products, employees, entities, documents, payments, reports… | 1 star | No one-command install · Source | |
| 1698 | 22.557 | invoket-mcpmcp · back-end | MCP server that gives AI agents paid access to Invoket APIs, with discovery-driven tools, spending caps, and non-custodial payments via x402. | 1 star | No one-command install · Source | |
| 1699 | 22.557 | research-intelligence-mcpmcp · back-end | A unified MCP server for academic paper discovery, citation exploration, and research intelligence workflows over multiple scientific knowledge… | 1 star | No one-command install · Source | |
| 1700 | 22.557 | xui-mcp-servermcp · back-end | An MCP server for XUI.ONE IPTV panels that covers four layers (server provisioning, admin API, reseller API, and player API), enabling an assistant to… | 1 star | 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.