Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 88.8430 | coingecko-crypto-datamcp · back-end | Integrates with CoinGecko's cryptocurrency data API to provide real-time market data, pricing information, and financial metrics for crypto market… | 58 stars · 22 forks | No one-command install · Source | |
| 602 | 88.8392 | tomtommcp · back-end | Integrates with TomTom's location services APIs to provide geocoding, reverse geocoding, POI search, routing with waypoints, reachable range… | 54 stars · 24 forks | No one-command install · Source | |
| 603 | 88.8303 | linw1995-nvim-mcpmcp · back-end | A MCP server to interact with Neovim | 66 stars · 15 forks | No one-command install · Source | |
| 604 | 88.8078 | godot-devtoolmcp · back-end | A Godot 4 MCP server for AI-assisted project inspection, editing, validation, and runtime automation via stdio and optional WebSocket bridge. | 90 stars · 9 forks | No one-command install · Source | |
| 605 | 88.8003 | gnt-mcp-servermcp · back-end | Enables AI agents to query live, human-approved rules before taking actions, ensuring compliance and reducing errors. | 28 stars · 28 forks | No one-command install · Source | |
| 606 | 88.7694 | mailgunmcp · back-end | Integrates with Mailgun's email service API to enable sending emails and retrieving delivery statistics through over 30 endpoints including message… | 58 stars · 21 forks | No one-command install · Source | |
| 607 | 88.7579 | rafaelcartenet-databricksmcp · back-end | Integrates with Databricks to execute SQL queries, list schemas, and describe table structures using the Statement Execution API for data exploration… | 43 stars · 25 forks | No one-command install · Source | |
| 608 | 88.7548 | touchdesigner-mcp-servermcp · back-end | Enables AI coding assistants to access comprehensive TouchDesigner operator documentation, Python API references, and tutorials for building… | 76 stars · 11 forks | No one-command install · Source | |
| 609 | 88.7545 | gemini-webapi-mcpmcp · back-end | MCP server for Google Gemini that enables image generation, editing, file analysis, and chat using browser cookies, no API key needed. | 51 stars · 24 forks | No one-command install · Source | |
| 610 | 88.7059 | stanislavlysenko0912-todoistmcp · back-end | Full implementation of the Todoist REST API. | 63 stars · 16 forks | No one-command install · Source | |
| 610 | 88.7059 | garth-mcp-servermcp · back-end | MCP server to interact with Garmin Connect, enabling retrieval of health, activity, and device data through natural language. | 63 stars · 16 forks | No one-command install · Source | |
| 612 | 88.7048 | withastro-docsmcp · back-end | Provides access to the latest Astro framework documentation through Kapa.ai's search API, enabling developers to query official docs and retrieve… | 67 stars · 14 forks | No one-command install · Source | |
| 613 | 88.6940 | genexus-mcp-servermcp · back-end | Lets AI agents read, edit, analyze, and refactor objects inside a GeneXus 18 Knowledge Base via the native SDK. | 35 stars · 26 forks | No one-command install · Source | |
| 614 | 88.6661 | bw-modeling-mcpmcp · back-end | Enables AI assistants to read, create, and modify SAP BW/4HANA modeling objects via the internal REST API, including aDSOs, InfoObjects… | 59 stars · 19 forks | No one-command install · Source | |
| 615 | 88.6575 | abap-accelerator-mcp-servermcp · back-end | Enterprise-grade MCP server for SAP ABAP development, enabling AI-powered coding assistance through Amazon Q Developer and Kiro with 15 SAP… | 57 stars · 21 forks | No one-command install · Source | |
| 616 | 88.6519 | publikprinciple-obsidian-restmcp · back-end | Integrates with Obsidian via a local REST API to enable reading, writing, and searching notes. | 66 stars · 14 forks | No one-command install · Source | |
| 617 | 88.6368 | subaru486desuwa-micu-imagemcp · back-end | MCP server wrapping the Micu image generation API for text-to-image, editing, batch processing, and multi-reference fusion. | 86 stars · 9 forks | No one-command install · Source | |
| 618 | 88.6317 | swissspidy-wordpressmcp · back-end | Enables AI interaction with WordPress sites for content management through REST API endpoints that provide access to posts, users, taxonomies, media… | 61 stars · 17 forks | No one-command install · Source | |
| 619 | 88.6163 | raheesahmed-wordpressmcp · back-end | Integrates with WordPress REST API to provide complete site management including posts, pages, media uploads, user management, comments, categories… | 55 stars · 23 forks | No one-command install · Source | |
| 620 | 88.5947 | mimirmcp · back-end | Mimir is Perseus's external persistent memory backend — a lightweight Rust MCP server that stores cross-session facts so agents remember what they… | 68 stars · 13 forks | No one-command install · Source | |
| 621 | 88.5617 | 0xdaef0f-job-searchoormcp · back-end | An MCP server for searching job listings with filters for date, keywords, remote work options, and more. | 65 stars · 14 forks | No one-command install · Source | |
| 622 | 88.5537 | robonuggets-higgsfieldmcp · back-end | Provides unified access to 30+ image and video generation models including Sora, Veo, Kling, and Flux through Higgsfield AI's hosted MCP endpoint. | 63 stars · 15 forks | No one-command install · Source | |
| 623 | 88.5513 | allvoicelabmcp · back-end | Integrates with AllVoiceLab's API to provide advanced voice and audio processing capabilities including text-to-speech conversion, voice cloning… | 59 stars · 18 forks | No one-command install · Source | |
| 624 | 88.5493 | io-github-rwestergren-cronometer-api-mcpmcp · back-endalso listed as rwestergren-cronometer | MCP server for Cronometer nutrition tracking, enabling food diary management, nutrition data retrieval, food search, and biometric tracking via… | 45 stars · 24 forks | No one-command install · Source | |
| 626 | 88.5265 | matrix-mcp-servermcp · back-end | Enables interaction with Matrix homeservers through the Model Context Protocol, providing tools for room management, messaging, user profiles, and… | 52 stars · 23 forks | No one-command install · Source | |
| 627 | 88.5178 | taiste-harvestmcp · back-end | Integrates with Harvest time tracking API to manage time entries, projects, clients, and tasks directly through conversation without switching… | 37 stars · 25 forks | No one-command install · Source | |
| 628 | 88.5007 | gotoolkits-difyworkflowmcp · back-end | Integrates with the Dify API to enable AI-driven workflow execution and management for automated task processing and decision making across domains. | 61 stars · 16 forks | No one-command install · Source | |
| 629 | 88.4740 | kintone-mcp-servermcp · back-end | Official MCP server for kintone, enabling AI assistants to manage kintone apps, records, and settings through natural language. | 55 stars · 21 forks | No one-command install · Source | |
| 630 | 88.4735 | nasdaq-data-link-mcp-servermcp · back-end | Enables LLMs to access Nasdaq Data Link's financial datasets via natural language, providing tools to search, retrieve, and export data. | 66 stars · 13 forks | No one-command install · Source | |
| 631 | 88.4657 | laurynas-biveinis-org-mcpmcp · back-end | Emacs package providing MCP server for structured Org-mode file access with read/write operations | 72 stars · 11 forks | No one-command install · Source | |
| 631 | 88.4657 | gscalzo-stackoverflow-mcpmcp · back-end | A Model Context Protocol server that enables querying Stack Overflow for programming solutions, including search by error messages, tags, and stack… | 72 stars · 11 forks | No one-command install · Source | |
| 633 | 88.4553 | veithly-vibeshellmcp · back-end | SSH client with built-in MCP server for remote server management, terminal sessions, and SFTP file operations. | 76 stars · 10 forks | No one-command install · Source | |
| 634 | 88.4417 | ivo-toby-contentful-managementmcp · back-end | Integrate with Contentful's Content Management API for CMS management. | 62 stars · 15 forks | No one-command install · Source | |
| 635 | 88.4259 | lapras-mcp-servermcp · back-end | LAPRASの公式MCPサーバーで、求人検索や職歴・スキル管理を可能にします。 | 103 stars · 7 forks | No one-command install · Source | |
| 636 | 88.4039 | redis-cloudmcp · back-end | Integration with Redis Cloud's API, allowing you to manage your Redis Cloud resources using natural language. | 41 stars · 24 forks | No one-command install · Source | |
| 637 | 88.4012 | amadeus-mcp-servermcp · back-end | Integrates with Amadeus Flight Offers Search API to provide flight search capabilities through natural language interfaces, enabling users to search… | 60 stars · 16 forks | No one-command install · Source | |
| 638 | 88.3833 | isaac-sim-mcp-servermcp · back-end | Enables natural language control of NVIDIA Isaac Sim through the Model Context Protocol, allowing you to create robots, build scenes, run simulations… | 65 stars · 13 forks | No one-command install · Source | |
| 638 | 88.3833 | mailtrapmcp · back-end | Enables sending transactional emails through the Mailtrap Email API. | 65 stars · 13 forks | No one-command install · Source | |
| 640 | 88.3693 | saidsurucu-yokatlasmcp · back-end | Provides direct access to Turkish university and program data through YokAtlas API integration for informed higher education application decisions. | 71 stars · 11 forks | No one-command install · Source | |
| 641 | 88.3182 | huawei-mcp-servermcp · back-end | A Model Context Protocol server that provides secure, controlled access to Huawei Cloud services (ECS, OBS, GaussDB, etc.) for AI assistants, enabling… | 46 stars · 23 forks | No one-command install · Source | |
| 642 | 88.3017 | mcp-schedulermcp · back-end | A robust task scheduler server for scheduling and managing various types of automated tasks including shell commands, API calls, AI tasks, and… | 59 stars · 16 forks | No one-command install · Source | |
| 643 | 88.2931 | whoismcp · back-end | Query WHOIS/RDAP information for domains, IP addresses, CIDR prefixes and ASNs. Results are normalized to RDAP-style (RFC 9083) JSON. Public instance… | 64 stars · 13 forks | No one-command install · Source | |
| 644 | 88.2847 | rootly-ai-labs-rootlymcp · back-end | Integrates with Rootly's incident management API to enable real-time production incident resolution directly within code editors, focusing on core… | 45 stars · 23 forks | No one-command install · Source | |
| 645 | 88.2408 | django-orm-lensmcp · back-end | Static-analysis MCP server for Django models. 5 read-only tools for AI coding agents. | 73 stars · 10 forks | No one-command install · Source | |
| 646 | 88.2294 | readwise-enhancedmcp · back-end | Integrates with Readwise Reader and Highlights APIs to provide unified access to saved articles, books, highlights, and annotations with intelligent… | 69 stars · 11 forks | No one-command install · Source | |
| 646 | 88.2294 | gujord-openapimcp · back-end | Automatically generates MCP tools from OpenAPI specifications, enabling direct access to third-party REST APIs with authentication, validation, and… | 69 stars · 11 forks | No one-command install · Source | |
| 648 | 88.2115 | navbuildz-gmailmcp · back-end | MCP server for full Gmail access — reading, searching, archiving, labeling, unsubscribing, and batch processing across multiple accounts. | 13 stars · 35 forks | No one-command install · Source | |
| 649 | 88.1968 | opensvm-solanamcp · back-end | Integrates with Solana's blockchain to enable querying account data, managing tokens, and analyzing transactions using a Rust-based abstraction layer… | 63 stars · 13 forks | No one-command install · Source | |
| 649 | 88.1968 | pab1it0-tripadvisormcp · back-end | Integrates with Tripadvisor Content API to enable location searches, detailed information retrieval, reviews access, and photo collection for hotels… | 63 stars · 13 forks | No one-command install · Source | |
| 651 | 88.1586 | scientificfigurelibrarymcp · back-end | MCP server for searching, importing, and materializing scientific figure templates from FigureYa and user libraries, enabling data-driven figure… | 97 stars · 7 forks | No one-command install · Source | |
| 652 | 88.1575 | zacharyzcr-vmware-workstation-promcp · back-end | Automates VMware Workstation Pro virtual machines through REST API, vmrun wrapper, and vmcli integration for complete VM lifecycle management. | 65 stars · 12 forks | No one-command install · Source | |
| 653 | 88.1423 | databricks-mcp-servermcp · back-endalso listed as markov-kernel-databricks | Exposes Databricks REST API as MCP tools for managing clusters, jobs, notebooks, SQL queries, Unity Catalog, and more. Enables AI agents to interact… | 49 stars · 22 forks | No one-command install · Source | |
| 655 | 88.1363 | matthewdcage-cursor-installermcp · back-end | Streamlines MCP server installation and configuration within Cursor IDE, automatically handling environment setup and creating necessary configuration… | 77 stars · 9 forks | No one-command install · Source | |
| 656 | 88.1350 | ibkr-mcp-server-3mcp · back-end | MCP server for Interactive Brokers API integration, enabling account management, trading, market data, and short selling analysis through Claude. | 35 stars · 24 forks | No one-command install · Source | |
| 657 | 88.0897 | mcp-x-servermcp · back-end | Enables D365 F\&O development including object creation, modification, deletion, and analysis through the MCP standard. | 40 stars · 23 forks | No one-command install · Source | |
| 658 | 88.0772 | carto-mcp-servermcp · back-end | Enables AI coding tools to query your live codebase for routes, import graph, domain context, and blast radius, eliminating hallucinations about… | 76 stars · 9 forks | No one-command install · Source | |
| 659 | 88.0516 | kenazk-gongmcp · back-end | Integrates with Gong's API to access call recordings and transcripts, enabling analysis of sales conversations and customer interactions with date… | 39 stars · 23 forks | No one-command install · Source | |
| 660 | 88.0180 | zelentsov-dev-asc-mcpmcp · back-end | App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client. | 66 stars · 11 forks | No one-command install · Source | |
| 661 | 87.9709 | unsplash-smart-mcp-servermcp · back-end | Enables AI agents to search, recommend, and deliver professional stock photos from Unsplash with intelligent context awareness and automatic… | 63 stars · 12 forks | No one-command install · Source | |
| 662 | 87.9637 | sas-viyamcp · back-end | Bridges SAS Viya environments with external applications by executing SAS code through the Job Execution API, handling session management and… | 53 stars · 18 forks | No one-command install · Source | |
| 663 | 87.9279 | escapeboy-agent-fleet-omcp · back-end | AI Agent Mission Control with 200+ MCP tools. Manage agents, experiments, workflows, crews, skills, and more via stdio + HTTP/SSE. Self-hosted… | 65 stars · 11 forks | No one-command install · Source | |
| 664 | 87.9249 | gh-ralfbecher-orionbelt-semantic-layermcp · back-end | API-first semantic layer compiling YAML models into dialect-specific SQL. | 74 stars · 9 forks | No one-command install · Source | |
| 665 | 87.9100 | msftnadavbh-azure-pricingmcp · back-end | Integrates with Microsoft Azure's retail pricing API to provide real-time price searching, regional comparisons, cost estimation, SKU discovery, and… | 55 stars · 16 forks | No one-command install · Source | |
| 666 | 87.8934 | tonypan2-minesweepermcp · back-end | Enables Claude to play Minesweeper through a bridge that translates game actions into API calls and returns game states as images for visual… | 106 stars · 6 forks | No one-command install · Source | |
| 667 | 87.8921 | csfd-api-mcp-servermcp · back-end | Enables LLMs to query movie details, search, creator info, user ratings, and reviews from the Czech-Slovak Film Database (CSFD.CZ) via the Model… | 60 stars · 13 forks | No one-command install · Source | |
| 667 | 87.8921 | ifc-bonsai-mcpmcp · back-end | An MCP server that connects AI language models with the Bonsai Blender add-on to read, create, and edit IFC models through high-level tool calls. | 60 stars · 13 forks | No one-command install · Source | |
| 669 | 87.8747 | crawlbase-mcpmcp · back-end | A Model Context Protocol server that enables AI agents to fetch live web content with JavaScript rendering, proxy rotation, and anti-bot evasion. | 58 stars · 14 forks | No one-command install · Source | |
| 670 | 87.8642 | robertn702-sunsamamcp · back-end | Integrates Sunsama's task management and daily planning capabilities, enabling AI assistants to create, manage, and organize tasks through the Sunsama… | 52 stars · 18 forks | No one-command install · Source | |
| 670 | 87.8642 | kukapay-crypto-feargreedmcp · back-end | Provides real-time and historical cryptocurrency market sentiment data through the Fear & Greed Index API for analyzing market psychology and… | 52 stars · 18 forks | No one-command install · Source | |
| 672 | 87.8511 | haltakov-meme-generator-imgflipmcp · back-end | Enables meme generation through the ImgFlip API with a single tool that accepts template ID and text placeholder parameters for creating custom memes… | 56 stars · 15 forks | No one-command install · Source | |
| 673 | 87.8398 | debugg-ai-e2e-testingmcp · back-end | Provides zero-configuration end-to-end testing for web applications by creating secure tunnels to local development servers and spawning testing… | 68 stars · 10 forks | No one-command install · Source | |
| 674 | 87.8377 | claude-thread-continuitymcp · back-end | Automatically saves and restores project state when Claude threads hit token limits, ensuring seamless conversation continuity and preventing project… | 64 stars · 11 forks | No one-command install · Source | |
| 675 | 87.8253 | mcp-uptime-kumamcp · back-end | MCP server for Uptime Kuma that enables monitoring and management of uptime monitors, heartbeats, notifications, tags, and maintenance windows via… | 48 stars · 21 forks | No one-command install · Source | |
| 676 | 87.8151 | lkm1developer-apollo-iomcp · back-end | Integrates with Apollo.io's API to enable access to sales intelligence data, including contact enrichment, company information, and job listings for… | 40 stars · 22 forks | No one-command install · Source | |
| 677 | 87.8074 | groq-compound-mcp-servermcp · back-end | Enables interaction with Groq models, including compound models, through tools for asking questions with real-time information and code execution. | 54 stars · 16 forks | No one-command install · Source | |
| 678 | 87.7917 | code-graph-mcpmcp · back-end | MCP server for comprehensive code analysis, navigation, and quality assessment across 25+ programming languages. | 88 stars · 7 forks | No one-command install · Source | |
| 679 | 87.7578 | temporal-mcp-servermcp · back-end | Enables AI assistants to manage Temporal workflows, schedules, and workflow executions through a standardized interface. | 55 stars · 15 forks | No one-command install · Source | |
| 680 | 87.7413 | jsonresume-enhancermcp · back-end | Enhances JSON Resumes with GitHub project information by analyzing codebases, fetching existing resumes, and intelligently updating profiles with… | 63 stars · 11 forks | No one-command install · Source | |
| 681 | 87.7185 | impecablemee-gtm-pipelinemcp · back-end | MCP server for B2B go-to-market pipeline management with 45+ tools covering lead generation, Apollo, email campaigns, LinkedIn automation, and CRM. | 66 stars · 10 forks | No one-command install · Source | |
| 682 | 87.6963 | discord-py-self-mcpmcp · back-end | Comprehensive Discord selfbot MCP server enabling AI assistants to manage messages, channels, voice, friends, threads, and more using a user token. | 58 stars · 13 forks | No one-command install · Source | |
| 682 | 87.6963 | findata-mcp-servermcp · back-end | Provides professional financial data access for LLMs via MCP, supporting providers like Tushare, Wind, and DataYes. | 58 stars · 13 forks | No one-command install · Source | |
| 684 | 87.6930 | imprvhub-spotifymcp · back-end | Provides a bridge to the Spotify API for controlling music playback, managing playlists, and getting personalized recommendations without leaving your… | 50 stars · 19 forks | No one-command install · Source | |
| 685 | 87.6726 | blender-ai-mcpmcp · back-end | Enables AI assistants to control Blender 3D modeling software through a stable, goal-oriented tool API for safer and more reliable 3D scene… | 56 stars · 14 forks | No one-command install · Source | |
| 686 | 87.6552 | alec2435-python-localmcp · back-end | Provides an interactive Python REPL environment for executing code within conversations, maintaining separate state for each session and supporting… | 54 stars · 15 forks | No one-command install · Source | |
| 687 | 87.6508 | bitbucketmcp · back-end | Integrates with Bitbucket Cloud and Server APIs to manage pull request workflows including creation, updates, merging, branch management, code review… | 27 stars · 24 forks | No one-command install · Source | |
| 688 | 87.6480 | brianellin-bskymcp · back-end | Bridges Claude with the Bluesky social network, enabling timeline browsing, post creation, content searching, and follow management through… | 49 stars · 20 forks | No one-command install · Source | |
| 689 | 87.6457 | glenngillen-mcpmcp-servermcp · back-end | A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow. | 36 stars · 22 forks | No one-command install · Source | |
| 690 | 87.6147 | alibabacloud-dmsmcp · back-end | Integrates with Alibaba Cloud's Data Management Service (DMS) API to provide unified metadata access and cross-engine data querying across diverse… | 52 stars · 16 forks | No one-command install · Source | |
| 691 | 87.6114 | hitkeepmcp · back-end | Read-only MCP server for aggregate HitKeep analytics and official documentation, including traffic, events, goals, funnels, ecommerce, Search Console… | 84 stars · 7 forks | No one-command install · Source | |
| 692 | 87.6016 | pypsa-mcpmcp · back-end | PyPSA MCP is a Model Context Protocol (MCP) server for creating, analyzing, and optimizing energy system models using PyPSA (Python for Power System… | 70 stars · 9 forks | No one-command install · Source | |
| 693 | 87.5996 | shinzo-labs-coinmarketcapmcp · back-end | Integrates with CoinMarketCap API to provide tiered access to cryptocurrency market data, exchange information, and blockchain metrics for financial… | 51 stars · 17 forks | No one-command install · Source | |
| 694 | 87.5907 | crazyrabbitltc-etherscan-toolsmcp · back-end | Integrates with Etherscan's API to provide Ethereum blockchain data tools for balance checking, transaction tracking, and smart contract analysis. | 30 stars · 23 forks | No one-command install · Source | |
| 695 | 87.5668 | mono-banking-mcp-servermcp · back-end | Enables AI assistants to perform Nigerian banking operations including account management, payments, and identity verification through the Mono Open… | 59 stars · 12 forks | No one-command install · Source | |
| 696 | 87.5570 | gerrit-mcp-server-2mcp · back-end | Enables interaction with Gerrit code review system via REST API, allowing language models to query changes, retrieve details, and manage reviews. | 20 stars · 26 forks | No one-command install · Source | |
| 697 | 87.5407 | veyraxmcp · back-end | Integrates with Veyrax's API to enable access to specialized AI capabilities and data services, utilizing TypeScript and Node.js for seamless… | 49 stars · 19 forks | No one-command install · Source | |
| 698 | 87.5399 | hexismcp · back-end | A git-backed MCP server that centrally manages AI agent skills, tools, and knowledge with role-based access, change requests, and a remote OAuth 2.1… | 83 stars · 7 forks | No one-command install · Source | |
| 699 | 87.5382 | shotgrid-mcp-servermcp · back-end | Enables AI assistants to interact with Autodesk ShotGrid (Flow Production Tracking) for production tracking workflows. Provides 40+ tools for CRUD… | 64 stars · 10 forks | No one-command install · Source | |
| 699 | 87.5382 | nexgene-civic-oncologymcp · back-end | Connects to the CIViC GraphQL API for precision oncology research, enabling flexible searches across diseases, therapies, molecular profiles, and… | 64 stars · 10 forks | 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.