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 | 38.438 | vlkmcp · back-end | Temporal state machine for AI agents that detects and breaks repetitive error loops across languages by fingerprinting errors and injecting preventive… | 3 stars | No one-command install · Source | |
| 4702 | 38.438 | solana-agent-mcpmcp · back-end | Real-time Solana pump.fun token scanner with MCP stdio transport and HTTP API. Enables AI agents to monitor and trade pump.fun tokens via natural… | 3 stars | No one-command install · Source | |
| 4703 | 38.438 | b2b-enrichment-mcpmcp · back-end | Unified MCP server combining Hunter.io email finding with Apollo company intelligence for B2B lead enrichment. | 3 stars | No one-command install · Source | |
| 4704 | 38.438 | kristofferstrube-blazor-webmcpmcp · back-end | Blazor wrapper for the WebMCP browser API enabling C# applications to expose tools to AI agents. | 3 stars | No one-command install · Source | |
| 4705 | 38.438 | wiztree-mcpmcp · back-end | Read-only MCP server that wraps WizTree's CSV export and adds disk-usage analysis tools, enabling file system scanning and analysis via natural… | 3 stars | No one-command install · Source | |
| 4706 | 38.438 | ashlrai-webfetchmcp · back-end | MCP server federating 25 image providers with license-first ranking, providing structured metadata and attribution for safe image sourcing. | 3 stars | No one-command install · Source | |
| 4707 | 38.438 | switchboardmcp · back-end | Switchboard is a local-first, governed MCP endpoint that aggregates multiple MCP servers into one, with per-tool policy controls, an encrypted vault… | 3 stars | No one-command install · Source | |
| 4708 | 38.438 | taplio-linkedin-mcp-servermcp · back-end | Enables AI agents to manage LinkedIn content through Taplio, including drafting, scheduling, publishing posts, and analytics. | 3 stars | No one-command install · Source | |
| 4709 | 38.438 | erplinker-bigcommerce-mcpmcp · back-end | Provides AI assistants with comprehensive, precise BigCommerce developer documentation via 12 MCP tools, including REST endpoints, GraphQL operations… | 3 stars | No one-command install · Source | |
| 4710 | 38.438 | cisco-aci-intelligent-explorermcp · back-end | An MCP server that enables AI assistants to query and explore Cisco ACI fabrics using natural language by translating questions into APIC REST API… | 3 stars | No one-command install · Source | |
| 4711 | 38.438 | gdocs-comments-mcpmcp · back-end | Enables adding inline, range-anchored comments to specific text fragments in Google Docs, overcoming the limitation that Google APIs cannot create… | 3 stars | No one-command install · Source | |
| 4712 | 38.438 | interminalmcp · back-end | MCP server for SSH and local terminal access. Supports interactive commands, long-running processes, and TUI apps like tmux/zellij | 3 stars | No one-command install · Source | |
| 4713 | 38.438 | invgate-service-deskmcp · back-end | MCP server for InvGate Service Desk — manage incidents, users, knowledge base, assets and time tracking from any AI assistant. | 3 stars | No one-command install · Source | |
| 4714 | 38.438 | iceberg-mcp-server-trinomcp · back-end | Model Context Protocol server for read-only access to Iceberg tables through Cloudera Trino: schema discovery, SQL queries, metadata-based health… | 3 stars | No one-command install · Source | |
| 4715 | 38.438 | comparedge-pricing-api-mcp-servermcp · back-end | Provides verified pricing data for SaaS, AI tools, and LLMs across 490+ tools. No API key required, returns sourced records with attribution links. | 3 stars | No one-command install · Source | |
| 4716 | 38.438 | mcp-shell-server-examplemcp · back-end | An educational MCP server exposing shell command execution (PowerShell and sh) and a benign tool for learning about MCP tools, resources, and security… | 3 stars | No one-command install · Source | |
| 4717 | 38.438 | cherry-studio-knowledge-base-mcp-servermcp · back-end | An MCP server that enables AI assistants to access and search Cherry Studio knowledge bases, supporting operations like listing, searching, and… | 3 stars | No one-command install · Source | |
| 4718 | 38.438 | yandex-eda-mcpmcp · back-end | MCP server for Yandex Eda (food delivery) that allows checking authorization, setting delivery address, searching restaurants, viewing menus, managing… | 3 stars | No one-command install · Source | |
| 4719 | 38.438 | twine-mcpmcp · back-end | A locally-run MCP server that connects to Twine's story library, enabling AI-assisted story management, passage editing, link-graph analysis, and… | 3 stars | No one-command install · Source | |
| 4720 | 38.438 | courseforge-mcpmcp · back-end | Builds entire Canvas courses from a syllabus, generating IMS Common Cartridge files and importing them via the Canvas content-migrations API. | 3 stars | No one-command install · Source | |
| 4721 | 38.438 | fluree-mcp-servermcp · back-end | A Node.js gateway that exposes FlureeDB functionality through MCP, enabling LLM clients to query, mutate, and manage Fluree ledgers interactively. | 3 stars | No one-command install · Source | |
| 4722 | 38.438 | aruxojuyu665-2captchamcp · back-end | Full 2Captcha API integration with 31 captcha solver types and account management tools. | 3 stars | No one-command install · Source | |
| 4723 | 38.438 | 2captcha-mcpmcp · back-end | MCP server that exposes the full 2Captcha API surface to Claude Code, enabling solving of 31 captcha types, management tools, and webhook integration… | 3 stars | No one-command install · Source | |
| 4724 | 38.438 | maxistechnology-maximomcp · back-end | Integrates IBM Maximo's asset management platform via OSLC API with configurable auth modes. | 3 stars | No one-command install · Source | |
| 4725 | 38.438 | mcp-minecraft-forgemcp · back-end | MCP server for Forge Minecraft modding documentation. Gives AI assistants direct access to Forge docs with structured search results. | 3 stars | No one-command install · Source | |
| 4726 | 38.438 | panda-tamp-mcp-servermcp · back-end | Exposes the Panda-TAMP planning stack as tools via the Model Context Protocol, enabling natural language-driven goal grounding and closed-loop task… | 3 stars | No one-command install · Source | |
| 4727 | 38.438 | industry-chain-mcp-servermcp · back-end | An MCP server that integrates HandaaS data APIs for industrial chain analysis, enabling enterprise search, supply chain prospecting, patent analytics… | 3 stars | No one-command install · Source | |
| 4728 | 38.438 | p1va-symbolsmcp · back-end | Explore and navigate codebase symbols by connecting to language servers | 3 stars | No one-command install · Source | |
| 4729 | 38.438 | paddleocrmcp · back-end | A local OCR server using PaddleOCR that enables AI agents to extract text from images. | 3 stars | No one-command install · Source | |
| 4730 | 38.438 | openapi-mcp-2mcp · back-end | MCP server for loading and exploring OpenAPI/Swagger specifications, enabling AI assistants to dynamically browse API contracts by loading specs… | 3 stars | No one-command install · Source | |
| 4731 | 38.438 | landed-mcp-servermcp · back-end | Search AI-native jobs, prepare applications, and study for interviews — from any MCP client. | 3 stars | No one-command install · Source | |
| 4732 | 38.438 | nyyon-figuresmcp · back-end | A local MCP server that renders nyyon's editorial diagrams and featured covers from a spec, without network requests. | 3 stars | No one-command install · Source | |
| 4733 | 38.438 | checksumdev-kagi-sessionmcp · back-end | Searches Kagi using an existing browser session cookie without an API key, supporting web, FastGPT, news, images, videos, and podcast searches via… | 3 stars | No one-command install · Source | |
| 4734 | 38.438 | tiledmcpmcp · back-end | A security-first Tilemap MCP server for Tiled Map Editor, enabling safe inspection, creation, editing, validation, and preview of Tiled assets, with… | 3 stars | No one-command install · Source | |
| 4735 | 38.438 | sub2api-imagegen-mcpmcp · back-end | Enables AI assistants to generate and edit images using a Sub2API API key, with local file saving and support for reference images. | 3 stars | No one-command install · Source | |
| 4736 | 38.438 | linkedin-mcp-zeromcp · back-end | 32 MCP tools for job search, resume analysis, matching, alerts, and exports using public LinkedIn endpoints, with optional read-only browser… | 3 stars | No one-command install · Source | |
| 4737 | 38.438 | bitbucket-mcp-server-2mcp · back-end | MCP server for integrating with Bitbucket Cloud and Server APIs, enabling AI assistants to interact with repositories, pull requests, pipelines, and… | 3 stars | No one-command install · Source | |
| 4738 | 38.438 | cdtm-mcpmcp · back-end | MCP server for the CDTM Community Portal that enables searching CDTM students and alumni by tags like skills, interests, class, and location, and… | 3 stars | No one-command install · Source | |
| 4739 | 38.438 | cyber-master-mcp-servermcp · back-end | AI-powered cybersecurity automation platform with 155+ security tools for network, web, cloud, and binary analysis, controllable via natural language… | 3 stars | No one-command install · Source | |
| 4740 | 38.438 | bde-scoremcp · back-end | MCP server for AI-powered multi-market stock analysis, offering 7-factor quantitative scoring across US, HK, and A-share markets with tools for stock… | 3 stars | No one-command install · Source | |
| 4741 | 38.438 | figma-unlimited-mcpmcp · back-end | An MCP server that lets AI agents drive FigJam boards through a local Figma plugin, bypassing API rate limits with 19 tools for reading, writing, and… | 3 stars | No one-command install · Source | |
| 4742 | 38.438 | ripe-atlas-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for the RIPE Atlas network measurement platform. Enables AI assistants to create network measurements, retrieve… | 3 stars | No one-command install · Source | |
| 4743 | 38.438 | mcp-omni-contextmcp · back-end | MCP server that gives AI chat real vision by reading images, files, logs, and zip archives via local OCR in any language, with privacy-first… | 3 stars | No one-command install · Source | |
| 4744 | 38.438 | openpapers-mcp-2mcp · back-end | A local MCP server for searching scientific papers, retrieving metadata and abstracts, and legally downloading Open Access PDFs via OpenAlex… | 3 stars | No one-command install · Source | |
| 4745 | 38.438 | pentest-tools-com-mcp-servermcp · back-end | Connect any MCP-compatible AI assistant to your Pentest-Tools.com account to run scans, triage findings, and generate reports. | 3 stars | No one-command install · Source | |
| 4746 | 38.438 | omnisignal-mcp-servermcp · back-end | Remote MCP server delivering live market intelligence and AI-driven content strategy, with 38 tools for brand onboarding, competitor analysis, signal… | 3 stars | No one-command install · Source | |
| 4747 | 38.438 | nockit-mcpmcp · back-end | A lightweight MCP server that enables AI assistants to execute local development tools and retrieve system status with low latency over stdio or HTTP. | 3 stars | No one-command install · Source | |
| 4748 | 38.438 | tenable-vpr-mcpmcp · back-end | MCP server for Tenable.io/One Vulnerability Management that provides read-only tools for querying scans, assets, plugins, and vulnerabilities, plus… | 3 stars | No one-command install · Source | |
| 4749 | 38.438 | photopea-apimcp · back-end | An MCP server that provides headless, read/write access to Photopea for image editing, including layers, text, filters, and document operations… | 3 stars | No one-command install · Source | |
| 4750 | 38.438 | umbrella-mcpmcp · back-end | Local MCP server for interacting with Umbrella Lua scripts and match state, enabling runtime status, script management, and game data inspection. | 3 stars | No one-command install · Source | |
| 4751 | 38.438 | youtube-music-mcp-2mcp · back-end | An MCP server that enables AI applications to search YouTube music videos and manage playlists via the YouTube Data API v3, with OAuth support for… | 3 stars | No one-command install · Source | |
| 4752 | 38.438 | actual-budget-mcp-servermcp · back-end | Enables LLMs to interact with a self-hosted Actual Budget instance, providing financial data and management tools with correct financial semantics and… | 3 stars | No one-command install · Source | |
| 4753 | 38.438 | ddrestmcp · back-end | Provides a RESTful interface to DoorDash consumer services, eliminating the need for clients to handle JSON-RPC or SSE. Users can browse restaurants… | 3 stars | No one-command install · Source | |
| 4754 | 38.438 | adbutler007-pdf-parsermcp · back-end | MCP server for PDF text extraction optimized for LLMs, with figure detection using spatial heuristics and page screenshot rendering without GPU or API… | 3 stars | No one-command install · Source | |
| 4755 | 38.438 | lan-directmcp · back-end | Playwright browser MCP for coding agents working behind a full-tunnel VPN. The tunnel stays up so the agent keeps reaching its API, while the… | 3 stars | No one-command install · Source | |
| 4756 | 38.438 | devspace-local-artifactsmcp · back-end | MCP server that lets AI assistants securely operate on local workspaces, including guarded binary and image artifact downloads/uploads on Windows and… | 3 stars | No one-command install · Source | |
| 4757 | 38.438 | remarkable-mcpmcp · back-end | An MCP server that gives Claude direct access to your reMarkable tablet's notebooks, enabling document search, PDF rendering, handwriting… | 3 stars | No one-command install · Source | |
| 4758 | 38.438 | placement-analyzer-mcpmcp · back-end | An MCP server for college placement cells to analyze student profiles from bulk Excel data, search students, and access evidence-backed skill… | 3 stars | No one-command install · Source | |
| 4759 | 38.438 | antswordmcpmcp · back-end | Exposes AntSword (蚁剑) shell management capabilities as an MCP server via SSE, enabling AI clients to execute commands, manage files, databases, and… | 3 stars | No one-command install · Source | |
| 4760 | 38.438 | good-comfyui-mcpmcp · back-end | MCP server for generating AI images with local ComfyUI, featuring a reference-image-to-replication toolchain including Danbooru tag lookup, local… | 3 stars | No one-command install · Source | |
| 4761 | 38.438 | specdown-mcp-servermcp · back-end | Gives AI assistants direct read/write access to SpecDown Markdown spec documents, enabling spec-driven development without copy-pasting. | 3 stars | No one-command install · Source | |
| 4762 | 38.438 | walkmyplan-mcp-servermcp · back-end | Enables users to create and edit 3D floor plans conversationally, describing rooms and layouts or uploading DWG/PDF drawings, then view them in 2D/3D… | 3 stars | No one-command install · Source | |
| 4763 | 38.438 | codex-gemini-web-bridgemcp · back-end | Enables Codex to interact with Gemini Web through browser automation, allowing it to ask scoped questions and analyze public URLs or YouTube videos… | 3 stars | No one-command install · Source | |
| 4764 | 38.438 | dsrh-mcpmcp · back-end | Provides evidence-grounded paper reading, citation verification, and reproducible experiment planning through DeepSeek Harness via a deterministic… | 3 stars | No one-command install · Source | |
| 4765 | 38.438 | pickle-mcp-servermcp · back-end | Free AI ops manager that runs locally, auditing ClickUp, Slack, and Teams to catch stale tasks, dropped promises, and buried decisions using your own… | 3 stars | No one-command install · Source | |
| 4766 | 38.438 | mcp-gemini-deep-researchmcp · back-end | MCP server that runs Google Gemini Deep Research using live Chrome session cookies, enabling autonomous web research and cited report generation… | 3 stars | No one-command install · Source | |
| 4767 | 38.438 | mcp-solana-icomcp · back-end | Simplified MCP server for managing Solana ICOs with multiple bonding curves, token pricing, and buy/sell functionality. | 3 stars | No one-command install · Source | |
| 4768 | 38.438 | computer-use-plusmcp · back-end | MCP server for Windows computer use, providing low-token, low-latency automation through UIA/Win32, OCR, and vision. It enables batch actions… | 3 stars | No one-command install · Source | |
| 4769 | 38.438 | 13flowmcp · back-end | MCP server that reconstructs hedge-fund/superinvestor portfolios from SEC EDGAR 13F filings, offering tools to query fund holdings, consensus… | 3 stars | No one-command install · Source | |
| 4770 | 38.438 | swapi-buildmcp · back-end | MCP server that provides access to Star Wars data (people, films, planets, species, starships, vehicles) through tools like list, get, random, and… | 3 stars | No one-command install · Source | |
| 4771 | 38.438 | datosgobdo-mcpmcp · back-end | A Model Context Protocol server that exposes the Dominican Republic's open government data (datos.gob.do) as tools consumable by any AI assistant. | 3 stars | No one-command install · Source | |
| 4772 | 38.438 | alan22333-mcp-nexusmcp · back-end | Go MCP gateway that converts OpenAPI and gRPC specs into AI-callable tools with rate limiting and circuit breaking. | 3 stars | No one-command install · Source | |
| 4773 | 38.438 | minion-mcpmcp · back-end | A Model Context Protocol server that lets AI assistants communicate through Minionese, offering tools for chat and text transformation, reusable… | 3 stars | No one-command install · Source | |
| 4774 | 38.438 | deepseek-eyesmcp · back-end | An MCP server that grants image recognition to text-only models like DeepSeek by forwarding images to vision models and returning text descriptions… | 3 stars | No one-command install · Source | |
| 4775 | 38.438 | mcp-seoul-rtdmcp · back-end | Provides real-time Seoul city data including population congestion, traffic, parking, transit, bikes, EV chargers, weather, events, commercial… | 3 stars | No one-command install · Source | |
| 4776 | 38.438 | memorrymcp · back-end | A local-first MCP memory server that stores facts in SQLite with FTS5 full-text search, supports projects and pinned records, and optionally syncs to… | 3 stars | No one-command install · Source | |
| 4777 | 38.438 | ssh-liccomcp · back-end | Enables natural language control of SSH servers, allowing users to execute commands, manage files, view logs, deploy applications, and more through… | 3 stars | No one-command install · Source | |
| 4778 | 38.438 | echoqili-ssh-liccomcp · back-end | Enables remote server management through SSH with connection pooling, batch execution, SFTP file transfers, Docker operations, and audit logging. | 3 stars | No one-command install · Source | |
| 4779 | 38.438 | agenticschemamcp · back-end | Turns the Schema.org markup already present in a webpage into MCP tools an AI agent can call, extracting JSON-LD, microdata, and RDFa to expose… | 3 stars | No one-command install · Source | |
| 4780 | 38.438 | forkmindmcp · back-end | Local-first MCP server that lets AI agents query their own LLM call history as a branchable DAG and offload conversation context into immutable… | 3 stars | No one-command install · Source | |
| 4781 | 38.438 | recruitment-mcp-servermcp · back-end | Provides job search, employer profiling, talent demand analysis, salary lookup, and recruitment trend analysis to assist with talent market research… | 3 stars | No one-command install · Source | |
| 4782 | 38.438 | markfetchmcp · back-end | Fetches any URL and returns clean markdown, using a real Chrome fingerprint to bypass bot detection. Integrates as an MCP server with tools like… | 3 stars | No one-command install · Source | |
| 4783 | 38.438 | lake-dayzmcp · back-end | An MCP server that pre-flights DayZ Enforce mods, catching boot-crashing mistakes before packing PBO files. | 3 stars | No one-command install · Source | |
| 4784 | 38.438 | qq-mail-mcp-servermcp · back-end | Enables natural language interaction with Tencent QQ Mail through MCP, supporting sending, reading, and managing emails securely. | 3 stars | No one-command install · Source | |
| 4785 | 38.438 | cveasy-mcpmcp · back-end | Provides MCP clients like Claude with tools to query and manage security scans, CVEs, assets, findings, threat intel, and generate polished reports by… | 3 stars | No one-command install · Source | |
| 4786 | 38.438 | john0n1-geth-proxymcp · back-end | Provides a proxy bridge to Ethereum JSON-RPC endpoints for querying blockchain data and executing Ethereum operations with built-in safety features… | 3 stars | No one-command install · Source | |
| 4787 | 38.438 | anomalia-mcp-servermcp · back-end | Enables AI agents to automate social media content generation, approval, and publishing, along with blog management, SEO/GEO audits, and ad operations… | 3 stars | No one-command install · Source | |
| 4788 | 38.438 | yandex-metrica-mcpmcp · back-end | MCP server for Yandex Metrica analytics: query web analytics metrics, goals, conversions, and raw API data using natural language from AI clients like… | 3 stars | No one-command install · Source | |
| 4789 | 38.438 | mcp-yandex-metricamcp · back-end | MCP server for Yandex Metrica analytics: query web analytics metrics, goals, conversions, and raw API data using natural language from AI clients like… | 3 stars | No one-command install · Source | |
| 4790 | 38.438 | cyanheads-un-comtrade-mcp-servermcp · back-end | Access UN Comtrade international merchandise and services trade statistics via MCP tools for country lookups, HS commodity search, bilateral trade… | 3 stars | No one-command install · Source | |
| 4791 | 38.438 | cyanheads-internet-archive-mcp-servermcp · back-end | Search the Wayback Machine and IA library (40M+ items), fetch archived snapshots, retrieve item metadata and full text via MCP. | 3 stars | No one-command install · Source | |
| 4792 | 38.438 | firered-ttsmcp · back-end | Local multilingual TTS (24 languages incl. Ukrainian) with zero-shot voice cloning, voice design, and speech editing via HTTP API and MCP server. | 3 stars | No one-command install · Source | |
| 4793 | 38.438 | intune-assignment-checker-mcpmcp · back-end | A local, read-only MCP server that inspects and explains Microsoft Intune assignments through Microsoft Graph /beta, with delegated sign-in and secure… | 3 stars | No one-command install · Source | |
| 4794 | 38.438 | mcp-anythingmcp · back-end | Enables models to discover, inspect, and call tools from thousands of MCP servers on the fly through a single gateway, without pre-configuring each… | 3 stars | No one-command install · Source | |
| 4795 | 38.438 | synapse-mcpmcp · back-end | A Model Context Protocol (MCP) server that enables AI agent access to Synapse entities such as Datasets, Projects, Folders, Files, Tables, and more. | 3 stars | No one-command install · Source | |
| 4796 | 38.438 | mail-munchermcp · back-end | Serves a strictly read-only mail archive over MCP: ordered filter rules pull matching messages from any IMAP mailbox or the Gmail API and write them… | 3 stars | No one-command install · Source | |
| 4797 | 38.438 | xadeus-qq-mcpmcp · back-end | QQ MCP Server with Auto-Wake, message send/receive, group management, file sharing, and timed tasks. Connects via NapCatQQ (OneBot v11). One-click… | 3 stars | No one-command install · Source | |
| 4798 | 38.438 | mcp-hkexnewsmcp · back-end | MCP server for discovering, downloading, parsing, and searching Hong Kong listed company announcements from HKEXnews through 6 structured tools. | 3 stars | No one-command install · Source | |
| 4799 | 38.438 | qobrix-crm-mcp-servermcp · back-end | A read-only MCP server providing 56 tools to query Qobrix real-estate CRM data, covering listings, leads, viewings, offers, contracts, analytics, and… | 3 stars | No one-command install · Source | |
| 4800 | 38.438 | cyanheads-met-museum-mcp-servermcp · back-end | Searches the Metropolitan Museum of Art collection and fetches full artwork records with open-access images via MCP, supporting STDIO and Streamable… | 3 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.