Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3601 | 32.180 | testrail-mcpmcp · back-end | An MCP server for TestRail that prepares everything needed to generate test cases from Jira tickets, Confluence pages, or free-form specs and pushes… | 2 stars | No one-command install · Source | |
| 3602 | 32.180 | mcp-pexelsmcp · back-end | A Model Context Protocol server that exposes Pexels API tools for searching and retrieving free stock photos, videos, and curated collections… | 2 stars | No one-command install · Source | |
| 3603 | 32.180 | api-mcp-servermcp · back-end | Fetches and parses Swagger/OpenAPI documentation from URLs, cleans and optimizes it to reduce token consumption, and provides standardized API… | 2 stars | No one-command install · Source | |
| 3604 | 32.180 | abhineet34-linkedin-mcp-servermcp · back-end | Local LinkedIn MCP server for posting to LinkedIn from Claude. 9 tools — create/edit/delete posts (text, image, article), upload images, fetch… | 2 stars | No one-command install · Source | |
| 3605 | 32.180 | gh-astro2024-pokeapimcp · back-end | Query Pokémon data including species, moves, abilities, items, types, locations, and evolution chains via the PokéAPI. | 2 stars | No one-command install · Source | |
| 3606 | 32.180 | wealthguard-mcpmcp · back-end | A Model Context Protocol server that connects Claude to your Google Sheets for personal finance tracking, analysis, and reporting — all through… | 2 stars | No one-command install · Source | |
| 3607 | 32.180 | ebmurha-google-tasksmcp · back-end | Private, context-efficient MCP server for accessing and managing Google Tasks. | 2 stars | No one-command install · Source | |
| 3608 | 32.180 | bawbelmcp · back-end | MCP server scanner for AVE vulnerabilities in skill files with conformance scoring and threat intelligence. | 2 stars | No one-command install · Source | |
| 3609 | 32.180 | gaoshan0971-digeguiguimcp · back-end | Global reptile & exotic pet knowledge base. 633 species, AI identification, genetics calculator, 12-dimension care, health diagnosis, pricing, and… | 2 stars | No one-command install · Source | |
| 3610 | 32.180 | academic-mcpmcp · back-end | Unified academic search MCP server that searches open literature (arXiv, bioRxiv, medRxiv, PMC), CNKI, and Web of Science, with browser-backed… | 2 stars | No one-command install · Source | |
| 3611 | 32.180 | customs-mcp-servermcp · back-end | Provides 14 customs and trade operations as MCP tools, enabling AI agents to query tariff, track declarations, screen dual-use items, and generate… | 2 stars | No one-command install · Source | |
| 3612 | 32.180 | afshinator-mcp-server-pexelsmcp · back-end | An MCP server to search for (free) stock images and videos from pexels.com. | 2 stars | No one-command install · Source | |
| 3613 | 32.180 | sergeykrin9-mcp-serversmcp · back-end | Russian-market marketing & ops MCP toolkit. 7 unified servers for Yandex.Direct, Yandex.Webmaster, Google Search Console (RU), YouTube Data API, VK… | 2 stars | No one-command install · Source | |
| 3614 | 32.180 | kagi-translate-mcp-servermcp · back-end | An MCP server that integrates Kagi Translate as tools for translation, URL translation, and proofreading, requiring a Kagi API key. | 2 stars | No one-command install · Source | |
| 3615 | 32.180 | sec-filings-mcpmcp · back-end | SEC EDGAR filing MCP for equity research agents: search 10-K/10-Q/8-K with CompanyFacts metrics, preview a free sample, and purchase full structured… | 2 stars | No one-command install · Source | |
| 3616 | 32.180 | sec-edgar-filings-mcpmcp · back-end | SEC EDGAR filing MCP for equity research agents: search 10-K/10-Q/8-K with CompanyFacts metrics, preview a free sample, and purchase full structured… | 2 stars | No one-command install · Source | |
| 3617 | 32.180 | gatefaremcp · back-end | Integrates AI agents with the Gatefare API marketplace for discovering, purchasing, and calling paid APIs using USDC stablecoin payments. | 2 stars | No one-command install · Source | |
| 3618 | 32.180 | mcp-7zip-servermcp · back-end | An MCP server for 7-Zip archive operations (list, extract, create) with dual-engine architecture and sandbox security features. Note: currently a… | 2 stars | No one-command install · Source | |
| 3619 | 32.180 | openapi-mcp-bridgemcp · back-end | Turns any OpenAPI/Swagger API into MCP tools, enabling AI assistants to call REST API endpoints directly. | 2 stars | No one-command install · Source | |
| 3620 | 32.180 | snowluma-fridamcp · back-end | Minimalist Frida dynamic instrumentation MCP server with 6 tools for attaching to processes, loading scripts, and managing RPC sessions. | 2 stars | No one-command install · Source | |
| 3621 | 32.180 | power-bi-mcpmcp · back-end | An MCP (Model Context Protocol) server that lets AI agents manage Power BI workspaces, datasets, and refreshes via natural language. | 2 stars | No one-command install · Source | |
| 3622 | 32.180 | baidu-pan-mcp-servermcp · back-end | A development guide and reference implementation for building a custom Baidu Netdisk MCP server, enabling AI assistants to manage files and shares on… | 2 stars | No one-command install · Source | |
| 3623 | 32.180 | unstoppable-domains-mcp-servermcp · back-end | Search, register, and manage domain names through natural conversation with AI assistants. | 2 stars | No one-command install · Source | |
| 3624 | 32.180 | steamdt-mcp-servermcp · back-end | Enables AI assistants to query CS2 item real-time prices, K-line data, market index, wear, and inspect images via the SteamDT API. | 2 stars | No one-command install · Source | |
| 3625 | 32.180 | aws-sra-verify-mcp-servermcp · back-end | Enables AI agents to assess AWS environments against the AWS Security Reference Architecture (SRA) by providing tools to discover, describe, and run… | 2 stars | No one-command install · Source | |
| 3626 | 32.180 | rmondjone-yapimcp · back-end | MCP server for the YAPI API management platform with tools to search and browse API interfaces for code generation. | 2 stars | No one-command install · Source | |
| 3627 | 32.180 | devtoolkit-mcp-servermcp · back-end | Provides AI assistants with 28 developer tools across file, git, code analysis, HTTP, and system domains, enabling tasks like file editing, repository… | 2 stars | No one-command install · Source | |
| 3628 | 32.180 | mustafabagdatli-git-identitymcp · back-end | Adds per-request cryptographic user attestation to MCP servers via ed25519 signatures and ASGI middleware. | 2 stars | No one-command install · Source | |
| 3629 | 32.180 | arvancloud-mcp-servermcp · back-end | Enables AI agents to manage the entire ArvanCloud platform (compute, networking, storage, CDN, DNS, etc.) plus a cloud-DevOps toolbox for… | 2 stars | No one-command install · Source | |
| 3630 | 32.180 | mcp-dota-2-match-analysis-servermcp · back-end | FastMCP server for Dota 2 match analysis using replay files and OpenDota API, with built-in coaching instructions for LLMs. | 2 stars | No one-command install · Source | |
| 3631 | 32.180 | easy-gg-bedwars-mcpmcp · back-end | A local-first Python MCP server for Easy.gg BedWars custom scripting, enabling users to create, edit, and sync Roblox BedWars scripts using official… | 2 stars | No one-command install · Source | |
| 3632 | 32.180 | unfold-it-mcp-servermcp · back-end | Connect AI assistants to Unfold It -- create goals with AI-generated plans, agent-assisted clarification, plan import with enrichment, individual… | 2 stars | No one-command install · Source | |
| 3633 | 32.180 | liquid-mcpmcp · back-end | Connect your agent to any HTTP API on the fly: Liquid discovers and maps any REST API once, then fetches typed data deterministically. Server-side… | 2 stars | No one-command install · Source | |
| 3634 | 32.180 | banana-accounting-mcp-servermcp · back-end | Exposes the Banana Accounting Plus Integrated Web Server API V2 to LLMs, enabling reading accounts, balances, journals, reports, and VAT data, and… | 2 stars | No one-command install · Source | |
| 3635 | 32.180 | crypto-market-data-mcp-servermcp · back-end | Provides live cryptocurrency market data from over 100 exchanges, enabling AI agents to fetch prices, order books, funding rates, and more for trading… | 2 stars | No one-command install · Source | |
| 3636 | 32.180 | vison-mcpmcp · back-end | MCP server for vision AI — screenshots to code, OCR, error diagnosis, and image analysis via OpenAI-compatible APIs. | 2 stars | No one-command install · Source | |
| 3637 | 32.180 | filetopdf-mcp-servermcp · back-end | Enables conversion of files, HTML, and Markdown to PDF through natural language, using the FileToPDF API. | 2 stars | No one-command install · Source | |
| 3638 | 32.180 | suverse-mcp-servermcp · back-end | Enables Claude to call US government and freight APIs via SuVerse's pay-per-call gateway, automatically paying in USDC on Base from a funded wallet. | 2 stars | No one-command install · Source | |
| 3639 | 32.180 | gmat-mcp-servermcp · back-end | Enables AI agents to autonomously write, run, and debug NASA GMAT mission scripts, with tools for script execution, curated knowledge of common… | 2 stars | No one-command install · Source | |
| 3640 | 32.180 | gemini-nano-banana-mcpmcp · back-end | An MCP server for AI-powered image generation, editing, and video generation using Google Gemini and Veo models. | 2 stars | No one-command install · Source | |
| 3641 | 32.180 | mcp-roadmapshmcp · back-end | MCP server for roadmap.sh providing developer roadmaps, best practices, interview questions, project ideas, videos, and local progress tracking. | 2 stars | No one-command install · Source | |
| 3642 | 32.180 | vinhphatfsg-transform-rulesmcp · back-end | Transform CSV and JSON data using YAML-defined rules with expression support. | 2 stars | No one-command install · Source | |
| 3643 | 32.180 | ginkida-portainermcp · back-end | Manages Docker containers and stacks through the Portainer API. | 2 stars | No one-command install · Source | |
| 3644 | 32.180 | i3x-mcp-servermcp · back-end | Bridges Claude (or any MCP client) to manufacturing data via the i3X standard, enabling natural language queries about equipment status, hierarchy… | 2 stars | No one-command install · Source | |
| 3645 | 32.180 | wx4py-mcpmcp · back-end | MCP server for WeChat PC automation, enabling message sending, voice/video calls, and AI-powered listening through Cursor or WorkBuddy. | 2 stars | No one-command install · Source | |
| 3646 | 32.180 | stratmannbenedikt-obsidianmcp · back-end | MCP server for sandboxed access to Obsidian vaults with path traversal protection and 7 file management tools. | 2 stars | No one-command install · Source | |
| 3647 | 32.180 | littlebird-obsidian-mcpmcp · back-end | A local-first MCP server that routes Littlebird daily context into structured Obsidian notes, connecting daily work to a durable knowledge base. | 2 stars | No one-command install · Source | |
| 3648 | 32.180 | csmar-mcp-servermcp · back-end | Enables access to the CSMAR financial database via MCP, providing tools for querying financial data, stock data, company info, and more through… | 2 stars | No one-command install · Source | |
| 3649 | 32.180 | origin-mcp-kimimcp · back-end | A local MCP server that enables AI assistants to control Origin/OriginPro on Windows via Python automation, with adaptive path detection to resolve… | 2 stars | No one-command install · Source | |
| 3650 | 32.180 | juscraper-mcpmcp · back-end | Public MCP server for querying Brazilian court jurisprudence, processes, and communications without authentication. Supports courts like TJSP, TJRS… | 2 stars | No one-command install · Source | |
| 3651 | 32.180 | pinoox-mcpmcp · back-end | MCP server for the Pinoox PHP HMVC platform, giving any MCP-compatible AI client real project context. | 2 stars | No one-command install · Source | |
| 3652 | 32.180 | aperion-shield-mcp-servermcp · back-end | Governance engine for MCP tool calls, providing deterministic rule enforcement to block destructive actions like SQL drops, shell commands, and file… | 2 stars | No one-command install · Source | |
| 3653 | 32.180 | brewpage-mcpmcp · back-end | MCP server for BrewPage, a free no-signup hosting service. Lets AI agents publish HTML, Markdown, JSON, files, or a full multi-file static site and… | 2 stars | No one-command install · Source | |
| 3654 | 32.180 | neoforge-kb-mcpmcp · back-end | MCP server that provides RAG-based access to Neoforge Mod API documentation, enabling LLMs to query the latest Neoforge modding knowledge. | 2 stars | No one-command install · Source | |
| 3655 | 32.180 | rewyndmcp · back-end | Enables coding agents to debug backend requests by providing tools to list, view, wait for, diagnose, and clear request traces. | 2 stars | No one-command install · Source | |
| 3656 | 32.180 | tom-leamon-downturnmcp · back-end | Web page to clean Markdown converter with zero runtime dependencies, deployable as an MCP server, HTTP API, or standalone browser app. | 2 stars | No one-command install · Source | |
| 3657 | 32.180 | sift-kernelmcp · back-end | MCP server that enforces forensic methodology and prevents hallucinations by requiring evidence links and deterministic verification, exposing 129… | 2 stars | No one-command install · Source | |
| 3658 | 32.180 | openemis-mcp-promcp · back-end | A read/write MCP server that connects AI assistants to the OpenEMIS school management system, allowing natural-language queries and write operations… | 2 stars | No one-command install · Source | |
| 3659 | 32.180 | mcp-csdn-publishermcp · back-end | MCP server that enables AI assistants to automatically write and publish blog posts to CSDN with support for categories, tags, and drafts. | 2 stars | No one-command install · Source | |
| 3660 | 32.180 | bumpguardmcp · back-end | BumpGuard is an MCP server that tells your AI coding agent exactly which lines of your code break when you upgrade a dependency, and verifies… | 2 stars | No one-command install · Source | |
| 3661 | 32.180 | figma-mcp-hybridmcp · back-end | Enables reading Figma files via REST API and writing to the Figma canvas via a WebSocket bridge. | 2 stars | No one-command install · Source | |
| 3662 | 32.180 | fl-studio-2025-ai-bridgemcp · back-end | Enables AI assistants to read and control FL Studio 2025 projects via file-based RPC and MIDI wake, overcoming sandbox restrictions for tempo, mixer… | 2 stars | No one-command install · Source | |
| 3663 | 32.180 | immigration-mcpmcp · back-end | MCP server for US immigration guidance — live Visa Bulletin, priority date checker, and immigration term explanations powered by official government… | 2 stars | No one-command install · Source | |
| 3664 | 32.180 | stt2tts-mcpmcp · back-end | Local-first speech-to-text and text-to-speech MCP server. Hot-swappable engines via config.yaml — no code changes, no API keys required. | 2 stars | No one-command install · Source | |
| 3665 | 32.180 | facturahub-mcp-servermcp · back-end | Enables AI assistants to manage business operations including invoicing, WooCommerce syncing, expense tracking, POS, inventory, and team management… | 2 stars | No one-command install · Source | |
| 3666 | 32.180 | opendtect-mcpmcp · back-end | Model Context Protocol (MCP) server that drives OpendTect headlessly for SEG‑Y import, 3D horizon auto‑tracking, ASCII export, and horizon‑agreement… | 2 stars | No one-command install · Source | |
| 3667 | 32.180 | h1b-sponsor-mcpmcp · back-end | Read-only MCP server for querying H-1B sponsoring employers from the USCIS dataset, providing tools to search employers, get year-by-year approvals… | 2 stars | No one-command install · Source | |
| 3668 | 32.180 | inflow-inventory-mcp-servermcp · back-end | Enables AI assistants to manage inFlow Inventory, including products, sales orders, purchase orders, customers, vendors, inventory operations, serial… | 2 stars | No one-command install · Source | |
| 3669 | 32.180 | trestlemcp · back-end | Enables AI assistants to scan source code for secrets like API keys and passwords locally without network requests. | 2 stars | No one-command install · Source | |
| 3670 | 32.180 | timesfm-mcpmcp · back-end | Local MCP server for GPU-backed TimesFM 2.5 forecasting, enabling zero-shot time-series forecasting, covariate forecasting, anomaly detection, and CSV… | 2 stars | No one-command install · Source | |
| 3671 | 32.180 | symathmcp · back-end | High-precision mathematics server for MCP clients, providing exact integer arithmetic, symbolic derivatives, and numerical calculus via LaTeX-style… | 2 stars | No one-command install · Source | |
| 3672 | 32.180 | coffee-price-mcpmcp · back-end | A read-only MCP server that wraps the coffee.pryzm.gg public API to calculate effective prices of coffee drinks after discounts, enabling users to… | 2 stars | No one-command install · Source | |
| 3673 | 32.180 | proposalcraftmcp · back-end | An MCP server for freelancers and agencies that drafts client proposals and business emails — quotes, invoices, follow-ups, scope changes, and more… | 2 stars | No one-command install · Source | |
| 3674 | 32.180 | korea-health-mcp-servermcp · back-end | Enables natural language querying of Korean public medical data (data.go.kr) through MCP clients like Claude, providing tools for searching hospitals… | 2 stars | No one-command install · Source | |
| 3675 | 32.180 | vinvuk-apiverketmcp · back-end | Query Swedish public data including companies, SCB statistics, weather, and transport. | 2 stars | No one-command install · Source | |
| 3676 | 32.180 | apiverket-mcp-servermcp · back-end | Query Swedish public data from AI tools. Includes company data, SCB statistics, weather, transport, public agencies, and more through the Apiverket… | 2 stars | No one-command install · Source | |
| 3677 | 32.180 | hourledger-mcpmcp · back-end | MCP server that calculates work hours, overtime, and gross pay from clock in/out entries with support for federal, California, Alaska, Colorado, and… | 2 stars | No one-command install · Source | |
| 3678 | 32.180 | iqai-iqwikimcp · back-end | Provides structured access to IQ.wiki's blockchain encyclopedia data through GraphQL queries for retrieving specific wikis, user contributions, and… | 2 stars | No one-command install · Source | |
| 3679 | 32.180 | civil-3d-mcp-servermcp · back-end | Enables AI assistants to write and execute C# code directly inside Autodesk Civil 3D, providing full API access through code generation and execution. | 2 stars | No one-command install · Source | |
| 3680 | 32.180 | pataek-webmcp · back-end | Provides web search via SearXNG and web page fetching via a local Streamable HTTP MCP server with SSRF protection. | 2 stars | No one-command install · Source | |
| 3681 | 32.180 | qa-probemcp · back-end | Probes your live API and classifies why each endpoint failed (root cause, evidence, and a calibrated confidence level), exposed over MCP so your AI… | 2 stars | No one-command install · Source | |
| 3682 | 32.180 | mcp-harmonyosmcp · back-end | A Model Context Protocol server for HarmonyOS development, enabling AI assistants to interact with HarmonyOS projects, devices, and applications. | 2 stars | No one-command install · Source | |
| 3683 | 32.180 | fadinglight9291117-harmonyosmcp · back-end | MCP server for HarmonyOS development - interact with projects, devices, and applications | 2 stars | No one-command install · Source | |
| 3684 | 32.180 | explee-mcpmcp · back-end | MCP server wrapping the Explee B2B data API, enabling AI agents to search companies and people, enrich contact data, run AI agents, and manage… | 2 stars | No one-command install · Source | |
| 3685 | 32.180 | csoai-org-music-production-ai-mcpmcp · back-end | Python MCP server for music production assistance and audio tools. | 2 stars | No one-command install · Source | |
| 3686 | 32.180 | ping520dev-mcp-managermcp · back-end | Provides a graphical interface for managing and configuring MCP server connections. | 2 stars | No one-command install · Source | |
| 3687 | 32.180 | brandkity-mcp-servermcp · back-end | Enables AI agents to create, manage, and publish brand kits with colors, typography, logos, and white-label branding via the BrandKity platform. | 2 stars | No one-command install · Source | |
| 3688 | 32.180 | vlm-mcp-servermcp · back-end | An MCP server providing vision and video analysis tools, configurable with any model provider. | 2 stars | No one-command install · Source | |
| 3689 | 32.180 | arcgis-mcpmcp · back-end | Unified MCP server for ArcGIS Online and Enterprise providing tools for user/group management, item management, geoprocessing, feature layer… | 2 stars | No one-command install · Source | |
| 3690 | 32.180 | fast-news-mcpmcp · back-end | Search, trending, topics, and local news all in one MCP server. Article previews, deduplication, source filtering, and 40+ languages built in. | 2 stars | No one-command install · Source | |
| 3691 | 32.180 | native-mc-mapping-mcp-servermcp · back-end | Enables AI agents to search Minecraft obfuscated name mappings (class, method, field) across 38 versions, aiding modding, plugin development, and… | 2 stars | No one-command install · Source | |
| 3692 | 32.180 | arzbin-mcp-servermcp · back-end | Live Iran exchange rates, gold, crypto, and Toman/Rial market data for AI agents. | 2 stars | No one-command install · Source | |
| 3693 | 32.180 | fin-data-mcp-servermcp · back-end | A Model Context Protocol server providing free financial market data across 13 categories with 83 no-key tools, enabling access to stocks, indices… | 2 stars | No one-command install · Source | |
| 3694 | 32.180 | reins-mcp-servermcp · back-end | Provides tools for AI coding agents to read and write shared team context, including status, pending items, and handoffs. Enables agents to query… | 2 stars | No one-command install · Source | |
| 3695 | 32.180 | uapi-mcpmcp · back-end | Official MCP server for the uapis.cn API platform, providing over 100 endpoints for network lookups, text utilities, image processing, social queries… | 2 stars | No one-command install · Source | |
| 3696 | 32.180 | jakubs-mcp-toolsmcp · back-end | MCP server for infrastructure discovery and remote management, enabling SSH command execution, file transfer, log tailing, and machine/service… | 2 stars | No one-command install · Source | |
| 3697 | 32.180 | sast-mcp-servermcp · back-end | Enables AI agents to scan code for security vulnerabilities using multiple static analysis tools, with support for filtering, deduplication, and CI/CD… | 2 stars | No one-command install · Source | |
| 3698 | 32.180 | mcp-memory-gatewaymcp · back-end | A FastAPI + FastMCP shared-memory gateway in front of Honcho v3 that provides a single shared brain for multiple AI agents to read from and write to… | 2 stars | No one-command install · Source | |
| 3699 | 32.180 | zenvoy-mcpmcp · back-end | MCP server for the Zenvoy Markdown notes app, providing 26 tools for vault operations like reading, creating, searching notes, and managing tasks… | 2 stars | No one-command install · Source | |
| 3700 | 32.180 | monad-mcpmcp · back-end | MCP server for the Monad blockchain. Provides tools for balances, transfers, swaps, and DeFi with Privy wallet signing. | 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.