Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | 85.2377 | sage-mcpmcp · back-endalso listed as sagemcp | A multi-tenant MCP server platform that hosts isolated MCP servers with OAuth/API key authentication for 23+ services, enabling integration with… | 44 stars · 10 forks | No one-command install · Source | |
| 903 | 85.2269 | django-rest-framework-mcpmcp · back-end | Exposes Django REST Framework APIs as MCP tools, enabling natural language interactions with your data models such as CRUD operations and custom… | 54 stars · 7 forks | No one-command install · Source | |
| 904 | 85.2061 | pinkpixel-pollinations-multimodalmcp · back-end | Enables multimodal content generation through Pollinations APIs, providing image, text, and audio creation capabilities without requiring… | 39 stars · 13 forks | No one-command install · Source | |
| 905 | 85.1454 | locklensmcp · back-end | Audits package lockfiles for vulnerabilities, supporting npm, yarn, and pnpm. Runs via CLI or as an MCP server over stdio. | 83 stars · 4 forks | No one-command install · Source | |
| 906 | 85.1019 | builtwith-domain-lookupmcp · back-end | Integrates with BuiltWith's technology detection API to identify and analyze web technologies used on specified domains, providing marketers and… | 41 stars · 11 forks | No one-command install · Source | |
| 906 | 85.1019 | mcp-server-creatormcp · back-end | Enables dynamic creation and code generation of MCP servers using FastMCP, with tools for adding custom tools, resources, and generating runnable… | 41 stars · 11 forks | No one-command install · Source | |
| 906 | 85.1019 | kukapay-dune-analyticsmcp · back-end | Integrates with Dune Analytics API to provide direct access to blockchain data through tools for retrieving existing query results and executing… | 41 stars · 11 forks | No one-command install · Source | |
| 909 | 85.0925 | davidmosiah-google-healthmcp · back-end | Connects to the Google Health API v4 for Fitbit and Pixel Watch data with tools for connection status, data inventory, and daily summaries. | 49 stars · 8 forks | No one-command install · Source | |
| 910 | 85.0605 | locallama-mcp-servermcp · back-end | Routes coding tasks to local and remote LLMs with intelligent cost-quality optimization, supports benchmarking and code search. | 43 stars · 10 forks | No one-command install · Source | |
| 910 | 85.0605 | open-notebook-mcp-servermcp · back-end | Enables AI assistants to manage notebooks, sources, notes, search content, and interact with AI models through Open Notebook. | 43 stars · 10 forks | No one-command install · Source | |
| 912 | 85.0420 | unity-api-mcpmcp · back-end | MCP server providing accurate Unity API documentation to prevent AI agents from hallucinating signatures, namespaces, and deprecated usage. | 66 stars · 5 forks | No one-command install · Source | |
| 913 | 85.0375 | laukikk-alpaca-mcpmcp · back-end | An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. | 36 stars · 15 forks | No one-command install · Source | |
| 914 | 85.0342 | gaffx-volatility-mcpmcp · back-end | MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as… | 52 stars · 7 forks | No one-command install · Source | |
| 915 | 85.0023 | mcp-x-intelligencemcp · back-end | Read-only X/Twitter research MCP server allowing AI assistants to search viral content, analyze accounts, track trends, and discover niche leaders… | 48 stars · 8 forks | No one-command install · Source | |
| 915 | 85.0023 | beemcpmcp · back-end | Unofficial MCP server that bridges AI assistants with Bee wearable lifelogging data, enabling retrieval and management of conversations, facts, todos… | 48 stars · 8 forks | No one-command install · Source | |
| 917 | 84.9902 | jagan-shanmugam-mattermost-mcp-hostmcp · back-end | A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with… | 34 stars · 16 forks | No one-command install · Source | |
| 918 | 84.9518 | kaboom-browser-ai-devtools-mcpmcp · back-end | MCP server for browser debugging, inspection, and verification that streams console logs, network errors, and user actions into AI coding assistants. | 65 stars · 5 forks | No one-command install · Source | |
| 919 | 84.9376 | teamwork-gomcp · back-end | Official server for Teamwork.com project management platform | 25 stars · 17 forks | No one-command install · Source | |
| 920 | 84.8881 | omedia-drupalmcp · back-end | Integrates with Drupal's API to enable content management, user administration, and site configuration for automated website operations and… | 51 stars · 7 forks | No one-command install · Source | |
| 921 | 84.8596 | jupyter-mcp-servermcp · back-end | Enables AI agents to interact with Jupyter notebooks via MCP tools for querying, modifying, executing, and setting up notebooks, with state… | 44 stars · 9 forks | No one-command install · Source | |
| 921 | 84.8596 | hungthai1401-bruno-mcpmcp · back-end | A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/). | 44 stars · 9 forks | No one-command install · Source | |
| 923 | 84.8591 | influxdata-influxdb3-mcp-servermcp · back-end | Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated | 36 stars · 14 forks | No one-command install · Source | |
| 923 | 84.8591 | littlebearapps-outlook-assistantmcp · back-end | Microsoft Outlook integration with 20+ tools for email, calendar, contacts, and mailbox management via Graph API. | 36 stars · 14 forks | No one-command install · Source | |
| 925 | 84.8407 | acedatacloud-sunomcp · back-end | Suno AI music generation, lyrics, and covers through the AceDataCloud API platform. | 47 stars · 8 forks | No one-command install · Source | |
| 925 | 84.8407 | amazon-sp-api-mcp-servermcp · back-end | Connects Claude to Amazon Seller Central via the SP-API for natural language queries on sales, inventory, reports, fees, reimbursements, and… | 47 stars · 8 forks | No one-command install · Source | |
| 927 | 84.8024 | sicks3c-hackeronemcp · back-end | Access your HackerOne reports, programs, earnings, and scope data through the HackerOne API. | 41 stars · 10 forks | No one-command install · Source | |
| 928 | 84.8001 | dragonkhoi-mixpanelmcp · back-end | Integrates with Mixpanel's API to enable querying of events data, retention, and funnels for on-demand analytics and custom report generation. | 19 stars · 18 forks | No one-command install · Source | |
| 929 | 84.7506 | node-red-mcp-servermcp · back-end | Model Context Protocol (MCP) server for Node-RED — allows language models (like Claude, GPT) to interact with Node-RED through a standardized API. | 39 stars · 11 forks | No one-command install · Source | |
| 930 | 84.7006 | webfetchmcp · back-end | Local web search MCP server that fuses multiple search engines, fetches and compresses pages to reduce tokens and cost, with caching for repeated and… | 55 stars · 6 forks | No one-command install · Source | |
| 931 | 84.6949 | i-dot-ai-uk-parliamentmcp · back-end | Integrates with UK Parliament's API and Hansard debates to provide constituency searches, member information, election results, government post… | 29 stars · 16 forks | No one-command install · Source | |
| 931 | 84.6949 | fibery-workspacemcp · back-end | Provides a flexible integration with the Fibery API, enabling querying, creating, and updating entities across collaborative work tracking platforms… | 29 stars · 16 forks | No one-command install · Source | |
| 933 | 84.6887 | arcticdb-mcpmcp · back-end | An MCP server for structured read/write access to ArcticDB, enabling AI assistants to automate symbol updates, batch jobs, and time-series queries… | 186 stars · 2 forks | No one-command install · Source | |
| 934 | 84.6289 | nirholas-abi-to-mcpmcp · back-end | Generates MCP servers from smart contract ABIs for blockchain interaction. | 37 stars · 12 forks | No one-command install · Source | |
| 935 | 84.6035 | open-watch-cinema-mcp-servermcp · back-end | Enables MCP clients to interact with a local-first film watch room, supporting media scanning, AI preparation, room management, timed messages… | 40 stars · 10 forks | No one-command install · Source | |
| 935 | 84.6035 | amidabuddha-unichat-mcp-servermcp · back-end | Interact with multiple LLM chat APIs through a unified interface. | 40 stars · 10 forks | No one-command install · Source | |
| 935 | 84.6035 | divar-sourcegraphmcp · back-end | Integrates with Sourcegraph's search API to provide advanced code search with regex patterns, language filters, and repository scoping, plus… | 40 stars · 10 forks | No one-command install · Source | |
| 938 | 84.5672 | tomekkorbak-ouramcp · back-end | Integrates with the Oura API to retrieve and analyze personal sleep, readiness, and resilience data for health and wellness tracking. | 38 stars · 11 forks | No one-command install · Source | |
| 939 | 84.5298 | ytt-mcpmcp · back-end | MCP server to fetch transcripts for YouTube videos, enabling users to retrieve and summarize video content via natural language. | 73 stars · 4 forks | No one-command install · Source | |
| 940 | 84.5057 | hekmon-homeassistantmcp · back-end | Integrates with Home Assistant to enable control and monitoring of smart home devices via API calls for tasks like adjusting lighting, managing… | 48 stars · 7 forks | No one-command install · Source | |
| 941 | 84.4817 | insforgemcp · back-end | Backend-as-a-service platform with database, storage, auth, edge functions, and deployment tools. | 35 stars · 13 forks | No one-command install · Source | |
| 941 | 84.4817 | religa-multi-mcpmcp · back-end | Multi-model orchestration server with code review, compare, and debate tools | 35 stars · 13 forks | No one-command install · Source | |
| 943 | 84.4606 | egoist-shell-commandmcp · back-end | Secure shell command execution server that allows running system commands in a controlled environment through an allowlist system, returning results… | 60 stars · 5 forks | No one-command install · Source | |
| 944 | 84.4511 | gregkop-sketchfabmcp · back-end | Integrates with Sketchfab to enable searching, viewing details, and downloading 3D models in various formats using an API key for authentication. | 39 stars · 10 forks | No one-command install · Source | |
| 945 | 84.4394 | holoviz-mcpmcp · back-end | A comprehensive MCP server that provides intelligent access to the HoloViz ecosystem, enabling AI assistants to help you build interactive dashboards… | 34 stars · 14 forks | No one-command install · Source | |
| 945 | 84.4394 | timlukahorstmann-mcp-weathermcp · back-end | Accurate weather forecasts via the AccuWeather API (free tier available). | 34 stars · 14 forks | No one-command install · Source | |
| 945 | 84.4394 | emgeee-ollamamcp · back-end | Integrates with Ollama for local large language model inference, enabling text generation and model management without relying on cloud APIs. | 34 stars · 14 forks | No one-command install · Source | |
| 948 | 84.4243 | tim-mcdonnell-tanamcp · back-end | Integrates with Tana's Input API, enabling creation and manipulation of structured data in Tana workspaces for enhanced note-taking and automated data… | 41 stars · 9 forks | No one-command install · Source | |
| 949 | 84.4179 | things-3-mcp-servermcp · back-end | Enables Claude to interact with Things 3 task management, allowing natural language task creation, project analysis, and GTD workflow automation. | 44 stars · 8 forks | No one-command install · Source | |
| 950 | 84.3993 | midnight-mcpmcp · back-end | MCP server that gives AI assistants access to Midnight blockchain—search contracts, analyze code, and explore documentation. | 37 stars · 11 forks | No one-command install · Source | |
| 951 | 84.3588 | polars-docs-mcpmcp · back-end | A FastMCP tool to search and retrieve Polars API documentation with support for multiple transport methods. | 71 stars · 4 forks | No one-command install · Source | |
| 952 | 84.3440 | readwise-readermcp · back-end | Integrates with Readwise Reader API for saving URLs and HTML content, organizing documents across locations, performing topic-based searches, and… | 47 stars · 7 forks | No one-command install · Source | |
| 953 | 84.3187 | glean-remote-mcp-servermcp · back-end | Enables AI assistants and developer tools to securely access and interact with an organization's enterprise knowledge, documents, and people through… | 164 stars · 2 forks | No one-command install · Source | |
| 954 | 84.2677 | imagegen-mcpmcp · back-end | MCP server that wraps OpenAI's image generation and editing APIs, enabling text-to-image and image-to-image operations via tools. | 38 stars · 10 forks | No one-command install · Source | |
| 955 | 84.2610 | harmonyos-mcp-servermcp · back-end | Enables AI assistants to control HarmonyOS devices, such as launching apps, through natural language. | 34 stars · 13 forks | No one-command install · Source | |
| 956 | 84.2592 | armavita-meta-adsmcp · back-end | Manages Meta advertising campaigns, ad sets, creatives, insights, targeting, and the Ads Library through Marketing API v25.0. | 51 stars · 6 forks | No one-command install · Source | |
| 957 | 84.2407 | tiktok-ads-mcpmcp · back-end | Provides read-only access to TikTok advertising data, including campaigns, ad groups, ads, and performance reports through the TikTok Business API. | 43 stars · 8 forks | No one-command install · Source | |
| 958 | 84.2254 | velociraptor-mcp-servermcp · back-end | Enables natural language interaction with Velociraptor DFIR through MCP, allowing LLMs to query artifacts, clients, flows, and collect forensic data. | 40 stars · 9 forks | No one-command install · Source | |
| 959 | 84.2252 | screenshotonemcp · back-end | Integrates with ScreenshotOne's API to enable rendering of website screenshots for visual testing, content monitoring, and creating web page… | 36 stars · 11 forks | No one-command install · Source | |
| 960 | 84.2218 | mikechao-metmuseum-mcpmcp · back-end | Metropolitan Museum of Art Collection API integration to search and display artworks in the collection. | 33 stars · 14 forks | No one-command install · Source | |
| 960 | 84.2218 | jmtanguy-french-legal-researchmcp · back-end | Integrates with Légifrance and Judilibre APIs to provide unified access to French legal documents, case law, and jurisprudence for legal research and… | 33 stars · 14 forks | No one-command install · Source | |
| 962 | 84.2189 | trvlmcp · back-end | Provides real travel search for AI assistants, enabling flight, hotel, car rental, and ground transportation searches through a single MCP tool, with… | 69 stars · 4 forks | No one-command install · Source | |
| 963 | 84.1931 | jean-technologies-smartleadmcp · back-end | Integrates with Smartlead's email marketing API to manage campaigns, track leads, and optimize email deliverability through a tiered licensing system… | 18 stars · 17 forks | No one-command install · Source | |
| 964 | 84.1567 | pokemon-mcp-servermcp · back-end | Enables LLMs to fetch Pokémon data, list popular Pokémon, and build tournament squads via the PokéAPI. | 30 stars · 15 forks | No one-command install · Source | |
| 965 | 84.1244 | google-ads-mcpmcp · back-end | A typed MCP server that wraps the Google Ads API v20, enabling AI agents to manage campaigns, budgets, keywords, conversions, and run GAQL search via… | 22 stars · 16 forks | No one-command install · Source | |
| 966 | 84.1193 | moltbrowser-mcp-servermcp · back-end | Enables AI agents to share and use community-contributed browser configs, dynamically providing pre-configured tools for specific websites to reduce… | 50 stars · 6 forks | No one-command install · Source | |
| 966 | 84.1193 | any2markdown-mcp-servermcp · back-end | Converts PDF, Word, and Excel documents to Markdown with image extraction and header/footer removal via MCP or REST API. | 50 stars · 6 forks | No one-command install · Source | |
| 966 | 84.1193 | google-ads-mcp-node-jsmcp · back-end | Enables AI to securely access and query Google Ads account data without Google Cloud setup, using GAQL.app as a backend. | 50 stars · 6 forks | No one-command install · Source | |
| 969 | 84.1192 | streamlinearmcp · back-end | A lightweight MCP server that enables Claude to interact with Linear via a single tool with seven actions: search, get, update, comment, create… | 89 stars · 3 forks | No one-command install · Source | |
| 970 | 84.0998 | integration-appmcp · back-end | Integrates with Integration App's API to expose workflow automation capabilities as tools for triggering and managing complex business processes. | 37 stars · 10 forks | No one-command install · Source | |
| 971 | 84.0860 | kirbah-youtubemcp · back-end | Integrates with YouTube Data API v3 to provide video search, channel statistics, trending content analysis, transcript extraction, and niche analysis… | 29 stars · 15 forks | No one-command install · Source | |
| 971 | 84.0860 | ocean-zhc-dolphinschedulermcp · back-end | Bridges Apache DolphinScheduler's workflow management platform with AI systems, enabling automated project management, workflow execution, task… | 29 stars · 15 forks | No one-command install · Source | |
| 973 | 84.0730 | withings-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that brings your Withings health data into Claude, allowing natural conversation access to sleep patterns, body… | 39 stars · 9 forks | No one-command install · Source | |
| 973 | 84.0730 | fastly-mcpmcp · back-end | Enables assistants to interact with the Fastly API, allowing them to manage services, domains, TLS settings, traffic, dictionaries, ACLs, purge… | 39 stars · 9 forks | No one-command install · Source | |
| 975 | 84.0673 | yantrio-goplsmcp · back-end | Wraps gopls (Go language server) to provide Go development tools including go-to-definition, find references, hover information, diagnostics, and… | 45 stars · 7 forks | No one-command install · Source | |
| 976 | 84.0627 | ai-engineer-mcpmcp · back-end | MCP server for the AI Engineer Conference 2025, enabling talk submissions and conference information retrieval. | 56 stars · 5 forks | No one-command install · Source | |
| 977 | 84.0434 | aap-enterprise-mcp-servermcp · back-end | A comprehensive MCP server suite for Red Hat's automation ecosystem, enabling AI assistants to interact with Ansible Automation Platform, Event-Driven… | 33 stars · 13 forks | No one-command install · Source | |
| 978 | 84.0262 | s2-streamstore-s2-sdk-typescriptmcp · back-end | Official MCP server for the S2.dev serverless stream platform. | 35 stars · 11 forks | No one-command install · Source | |
| 979 | 83.9826 | outlook-local-mcpmcp · back-end | Local-first Microsoft Outlook MCP server: a single Go binary that manages calendar events and mail through the Microsoft Graph API over stdio, with… | 41 stars · 8 forks | No one-command install · Source | |
| 979 | 83.9826 | czottmann-kagi-kenmcp · back-end | JavaScript-based Kagi search and summarization server that provides web search and document summarization capabilities through the kagi-ken package… | 41 stars · 8 forks | No one-command install · Source | |
| 979 | 83.9826 | hdresearch-shellmcp · back-end | Secure shell command execution server for AI models to interact with local systems while maintaining strict security controls. | 41 stars · 8 forks | No one-command install · Source | |
| 982 | 83.9257 | sap-mdkmcp · back-endalso listed as sap-mdk-mcp-server | MCP server for AI-assisted development of SAP Mobile Development Kit cross-platform mobile applications. | 36 stars · 10 forks | No one-command install · Source | |
| 984 | 83.8896 | qwe4559999-scopusmcp · back-end | Provides access to the Elsevier Scopus API for searching academic papers, retrieving abstracts, and looking up author profiles. | 38 stars · 9 forks | No one-command install · Source | |
| 985 | 83.8768 | markifact-mcp-servermcp · back-end | A universal marketing MCP server that lets AI clients manage 20+ ad and marketing platforms (Google Ads, Meta, TikTok, etc.) with 500+ operations… | 48 stars · 6 forks | No one-command install · Source | |
| 985 | 83.8768 | conversational-analysis-enginemcp · back-end | Enables users to optimize LLM responses using Monte Carlo Tree Search (MCTS) through a Model Context Protocol server, enhancing conversation quality… | 48 stars · 6 forks | No one-command install · Source | |
| 987 | 83.8668 | forgeailab-forgemcp · back-end | Local-first workflow engine for coding agents with isolated git worktrees, CI gates, and review processes, exposing an MCP JSON-RPC endpoint. | 54 stars · 5 forks | No one-command install · Source | |
| 988 | 83.8257 | hevy-mcp-servermcp · back-end | Enables AI assistants to interact with the Hevy fitness tracking API for logging workouts, managing routines, and tracking fitness progress. | 32 stars · 13 forks | No one-command install · Source | |
| 989 | 83.8175 | nikhil-sonti-apple-remindersmcp · back-end | Enables AI assistants to manage Apple Reminders on macOS by using AppleScript to directly interact with the Reminders app, providing a simple… | 33 stars · 12 forks | No one-command install · Source | |
| 990 | 83.8055 | n8n-mcp-2mcp · back-end | A Model Context Protocol server that provides AI assistants with comprehensive access to n8n node documentation, properties, and operations, enabling… | 34 stars · 11 forks | No one-command install · Source | |
| 991 | 83.7837 | truss44-crypto-price-coincapmcp · back-end | Integrates with CoinCap's API to provide real-time cryptocurrency data, enabling price tracking, market analysis, and historical trend examination for… | 40 stars · 8 forks | No one-command install · Source | |
| 991 | 83.7837 | rabbitmq-mcp-server-2mcp · back-end | Enables AI agents to manage RabbitMQ message brokers through admin APIs, supporting multiple brokers, OAuth authentication, and mutative tools. | 40 stars · 8 forks | No one-command install · Source | |
| 991 | 83.7837 | maya-mcp-servermcp · back-end | MCP server for interacting with Autodesk Maya sessions, enabling multi-session management, arbitrary Python execution, and streaming output capture. | 40 stars · 8 forks | No one-command install · Source | |
| 991 | 83.7837 | sionic-ai-serverless-ragmcp · back-end | Serverless RAG implementation using FastAPI that provides flexible file upload, processing, and tool integration capabilities with a modular server… | 40 stars · 8 forks | No one-command install · Source | |
| 995 | 83.7679 | kaiten-mcp-servermcp · back-end | MCP server for integrating Kaiten API with Claude Desktop, enabling management of cards, comments, spaces, and boards with advanced features like… | 31 stars · 14 forks | No one-command install · Source | |
| 996 | 83.7308 | cc-web-mcpmcp · back-end | Provides web search and page fetching tools for third-party models (e.g., DeepSeek, Qwen, Kimi) in Claude Code, with configurable search backends… | 63 stars · 4 forks | No one-command install · Source | |
| 997 | 83.7268 | boweylou-obsidian-enhancedmcp · back-end | Integrates with Obsidian vaults through the Local REST API plugin to provide file operations, search, frontmatter management, Dataview queries, block… | 35 stars · 10 forks | No one-command install · Source | |
| 997 | 83.7268 | xuanwo-opendalmcp · back-end | Integrates with OpenDAL to provide unified access to diverse storage backends, enabling LLMs to read from and write to various storage systems for… | 35 stars · 10 forks | No one-command install · Source | |
| 999 | 83.6741 | ae-mcpmcp · back-end | Enables MCP clients to drive Adobe After Effects via a Python server and CEP panel, supporting inspection, mutation, preview, checkpoint/revert… | 52 stars · 5 forks | No one-command install · Source | |
| 999 | 83.6741 | overleaf-mcp-servermcp · back-end | Enables MCP clients to manage Overleaf projects via Git sync, including listing, reading, writing, and syncing files. | 52 stars · 5 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.