Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 70.551 | ollama-mcp-example-servermcp · back-end | A simple MCP server that exposes stock price lookup tools, demonstrating how to set up MCP from scratch with Ollama. | 23 stars · 1 fork | No one-command install · Source | |
| 402 | 70.534 | hoxcoremcp · search | Enables LLMs to manage organizational metadata (projects, missions, activities, programs) via a file-based registry, providing CRUD operations and… | 4 stars · 8 forks | No one-command install · Source | |
| 403 | 70.455 | mcp-aftereffectsmcp · back-end | MCP server that lets LLMs drive Adobe After Effects, enabling project inspection, comp/layer mutations with undo support, JSON checkpoint/restore, and… | 51 stars | No one-command install · Source | |
| 404 | 70.328 | iachilles-mementomcp · database | Provides persistent memory capabilities through a SQLite-based knowledge graph that stores entities, observations, and relationships with full-text… | 12 stars · 4 forks | No one-command install · Source | |
| 404 | 70.328 | vertex-ai-memory-bank-mcp-servermcp · ai-agents | Enables LLMs to generate and retrieve long-term memories using Vertex AI Memory Bank, with tools for memory initialization, generation, retrieval… | 12 stars · 4 forks | No one-command install · Source | |
| 406 | 70.315 | cerebras-codemcp · other | Fast code generation using Cerebras AI inference | 50 stars | No commit datelisted | No one-command install · Source |
| 407 | 70.210 | protein-design-mcpmcp · ai-agents | An MCP server that gives LLM agents access to computational protein design tools. | 16 stars · 2 forks | No one-command install · Source | |
| 407 | 70.210 | mcp-mt5mcp · front-end | Model Context Protocol server for the MetaTrader 4/5 build pipeline, enabling LLM-driven compilation, deployment, backtesting, and log tailing without… | 16 stars · 2 forks | No one-command install · Source | |
| 409 | 70.060 | galileomcp · observability | Integrates with Galileo's evaluation and observability platform to enable dataset creation, prompt template management, experiment setup, log… | 6 stars · 7 forks | No one-command install · Source | |
| 409 | 70.060 | browsercatmcp · browser | Enables LLMs to interact with web pages through cloud-based browser automation for navigation, screenshot capture, element interaction, and JavaScript… | 6 stars · 7 forks | No one-command install · Source | |
| 411 | 69.750 | doit-mcp-servermcp · back-end | Provides LLMs with access to the DoiT API for managing cloud resources, analyzing costs, and handling support tickets via natural language. | 13 stars · 3 forks | No one-command install · Source | |
| 411 | 69.750 | wklee610-kafka-mcpmcp · ai-agents | MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind). | 13 stars · 3 forks | No one-command install · Source | |
| 413 | 69.545 | swih-mistralmcp · database | Access Mistral AI models for chat, embeddings, vision, audio, and OCR via MCP. | 15 stars · 2 forks | No one-command install · Source | |
| 413 | 69.545 | mcp-raganythingmcp · back-end | Multi-modal RAG service exposing a REST API and MCP server for document indexing and knowledge-base querying, powered by RAGAnything and LightRAG. | 15 stars · 2 forks | No one-command install · Source | |
| 413 | 69.545 | hzyai-ragscoremcp · search | Generate QA datasets and evaluate RAG systems with privacy-first local processing and any LLM provider. | 15 stars · 2 forks | No one-command install · Source | |
| 416 | 69.508 | blendermcpmcp · ai-agents | MCP server that integrates Blender with CSM.ai 3D assets and LLM agents, enabling AI-assisted 3D modeling and animation through natural language… | 19 forks | No one-command install · Source | |
| 417 | 69.349 | orcarouter-mcpmcp · back-end | OrcaRouter MCP — browse 160+ LLM models with live pricing (no API key needed for catalog) and route chat completions through the OrcaRouter gateway… | 11 stars · 4 forks | No one-command install · Source | |
| 417 | 69.349 | shortcuts-mcpmcp · ai-agents | Connects LLMs to your macOS Shortcuts library, enabling interactive workflows, discovery, and management through AppleScript and CLI integration. | 11 stars · 4 forks | No one-command install · Source | |
| 419 | 69.255 | gh-ptobey-local-memorymcp · search | Provides local-first personal RAG memory with versioned text chunks stored in ChromaDB. | 10 stars · 5 forks | No one-command install · Source | |
| 419 | 69.255 | freedanfan-multi-llm-api-gatewaymcp · back-end | Provides a unified FastAPI server for interacting with multiple language model APIs, enabling seamless switching between OpenAI and Anthropic models… | 10 stars · 5 forks | No one-command install · Source | |
| 421 | 69.000 | dan8oren-mcp-apple-notesmcp · search | Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Runs fully… | 12 stars · 3 forks | No one-command install · Source | |
| 421 | 69.000 | jerpint-paperpalmcp · search | Connects LLMs to academic research sources for semantic paper searches and detailed information retrieval from arXiv and Hugging Face, enabling… | 12 stars · 3 forks | No one-command install · Source | |
| 423 | 68.847 | mcp-cinema4dmcp · front-end | Bridges MCP-compatible clients to Cinema 4D, enabling LLMs to inspect scene hierarchy, author shots, build node materials, and rig animation through a… | 19 stars · 1 fork | No one-command install · Source | |
| 424 | 68.715 | leeroopedia-mcp-servermcp · ai-agents | MCP server that turns AI coding agents into ML/AI experts by providing best-practice knowledge for fine-tuning, inference optimization, agent… | 14 stars · 2 forks | No one-command install · Source | |
| 424 | 68.715 | gurr-i-geminimcp · database | Integrates with Google's Gemini AI models including the 2.5 series with thinking capabilities, vision models, and embedding generation, featuring JSON… | 14 stars · 2 forks | No one-command install · Source | |
| 424 | 68.715 | codecompassmcp · database | Helps developers tackle legacy codebases by giving AI coding assistants context through Qdrant vector store and Agentic RAG with Ollama or DeepSeek. | 14 stars · 2 forks | No one-command install · Source | |
| 424 | 68.715 | raindrop-io-mcp-servermcp · back-end | Enables to manage Raindrop.io bookmarks programmatically—add, search, and organize bookmarks from LLM apps. | 14 stars · 2 forks | No one-command install · Source | |
| 428 | 68.547 | forwardnetworks-network-analysismcp · back-end | Integrates with Forward Networks API for network topology analysis, path tracing, device management, and configuration auditing with semantic search… | 4 stars · 7 forks | No one-command install · Source | |
| 429 | 68.509 | cloudera-ai-workbench-mcp-servermcp · back-end | Enables LLMs to interact with Cloudera AI Workbench APIs for managing files, jobs, models, experiments, projects, and applications. | 8 stars · 6 forks | No one-command install · Source | |
| 430 | 68.220 | aigroup-econ-mcpmcp · back-end | Econometrics MCP server for regression, causal inference, time series, panel data, machine learning, and broader statistical analysis workflows. | 10 stars · 4 forks | No one-command install · Source | |
| 430 | 68.220 | aliivaezii-kpi-lensmcp · ai-agents | Supply chain intelligence platform with anomaly detection and LLM root-cause analysis. | 10 stars · 4 forks | No one-command install · Source | |
| 430 | 68.220 | tom-semple-apple-notesmcp · search | Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using vector and full-text search, leveraging LanceDB and… | 10 stars · 4 forks | No one-command install · Source | |
| 433 | 68.063 | unsloth-llm-fine-tuningmcp · ai-agents | Unsloth's MCP server optimizes large language model fine-tuning by reducing VRAM usage and training time, supporting 4-bit quantization and extended… | 7 stars · 6 forks | No one-command install · Source | |
| 433 | 68.063 | amansingh0311-qdrant-openai-embeddingsmcp · database | Connects AI systems to Qdrant vector databases for semantic search using OpenAI embeddings, enabling contextual document retrieval and knowledge base… | 7 stars · 6 forks | No one-command install · Source | |
| 433 | 68.063 | ryanlisse-lancedbmcp · database | Integrates with LanceDB vector database to enable efficient storage, retrieval, and similarity search of vector embeddings with associated metadata… | 7 stars · 6 forks | No one-command install · Source | |
| 436 | 68.021 | artk0de-tearagsmcp · database | Provides semantic code search across large codebases using vector embeddings and AST-aware chunking with git metadata integration for intelligent code… | 11 stars · 3 forks | No one-command install · Source | |
| 436 | 68.021 | doom-mcpmcp · back-end | MCP server that lets AI coding assistants play DOOM in compatible clients by embedding the real DOOM engine, providing game state, enemy intel, and… | 11 stars · 3 forks | No one-command install · Source | |
| 436 | 68.021 | sagemcp · ai-agents | Universal development assistant that automatically selects optimal models across OpenAI, Anthropic, Google Gemini, OpenRouter, and local Ollama based… | 11 stars · 3 forks | No one-command install · Source | |
| 436 | 68.021 | globus-mcpmcp · ai-agents | MCP server enabling LLMs to manage Globus data transfers and compute tasks. | 11 stars · 3 forks | No one-command install · Source | |
| 440 | 67.900 | vnc-mcpmcp · ai-agents | Enables MCP-compatible LLMs to interact with any desktop accessible over VNC, providing tools for screen reading (OCR), mouse and keyboard control… | 13 stars · 2 forks | No one-command install · Source | |
| 441 | 67.778 | context-coder-mcpmcp · ai-agents | Loads entire codebase into LLM context for AI-assisted code understanding and editing. | 17 stars · 1 fork | No one-command install · Source | |
| 441 | 67.778 | mousetailmcp · ai-agents | The simplest and most stable MCP server for Anki, enabling LLMs to perform core Anki operations (CRUD) directly without addons. | 17 stars · 1 fork | No one-command install · Source | |
| 441 | 67.778 | mcp-server-copilotmcp · ai-agents | A meta MCP server that scales LLMs to 1000+ servers via automatic routing, without exposing all servers and tools directly. | 17 stars · 1 fork | No one-command install · Source | |
| 444 | 67.755 | scholar-feedmcp · ai-agents | Search 600,000+ CS/AI/ML research papers with LLM-generated novelty analysis, without leaving Claude Code, Cursor, or any MCP client. Built for… | 6,136 installs | No commit datelisted | No one-command install · Source |
| 445 | 67.544 | mcp-server-with-google-adkmcp · ai-agents | An MCP server using Google's Agent Development Kit with multiple specialized agents (search, data analysis, code generation) coordinated by an… | 6 stars · 6 forks | No one-command install · Source | |
| 446 | 67.193 | openchroniclemcp · ai-agents | Persistent memory database for LLM agents with hybrid semantic and keyword search, project namespacing, and MCP/REST interfaces. | 16 stars · 1 fork | No one-command install · Source | |
| 446 | 67.193 | allentcm-codebase-ragmcp · database | Provides semantic codebase search and file retrieval using CocoIndex embeddings and PostgreSQL with pgvector for similarity search, enabling natural… | 16 stars · 1 fork | No one-command install · Source | |
| 446 | 67.193 | pycti-mcpmcp · ai-agents | MCP server that provides condensed and normalized data from OpenCTI to LLMs, enabling lookup of observables, adversaries, and reports with enriched… | 16 stars · 1 fork | No one-command install · Source | |
| 449 | 67.151 | codegraphmcpservermcp · back-end | A lightweight, zero-configuration MCP server for source code analysis with GraphRAG capabilities, enabling structural understanding and efficient code… | 12 stars · 2 forks | No one-command install · Source | |
| 450 | 66.893 | anuragb7-multi-document-ragmcp · search | Enables document processing with OCR, vector embeddings, and semantic search capabilities for efficient retrieval-augmented generation across multiple… | 10 stars · 3 forks | No one-command install · Source | |
| 450 | 66.893 | decomposemcp · ai-agentsalso listed as echology-io-decompose | Classifies text into structured semantic units with authority, risk, and attention scores. Enables deterministic preprocessing for AI agents to filter… | 10 stars · 3 forks | No one-command install · Source | |
| 450 | 66.893 | dltmcp · other | Enables large language models to retrieve up-to-date and correct information about dlt pipelines, datasets, and schemas, improving AI-assisted… | 10 stars · 3 forks | No one-command install · Source | |
| 450 | 66.893 | feiskyer-ai-hubmcp · ai-agents | Provides unified access to 100+ AI providers through LiteLLM integration, enabling seamless switching between OpenAI, Anthropic, Google, Azure, AWS… | 10 stars · 3 forks | No one-command install · Source | |
| 450 | 66.893 | mcp-playwrightmcp · browser | Provides browser automation capabilities for LLM applications, enabling web page interaction and data extraction via Playwright. | 10 stars · 3 forks | No one-command install · Source | |
| 456 | 66.871 | copilot-memory-storemcp · ai-agents | Enables storing, searching, and compressing contextual memories for LLM interactions, with tools for memory management and context injection. | 9 stars · 4 forks | No one-command install · Source | |
| 457 | 66.528 | protostatis-unbrowsermcp · ai-agents | Lightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a… | 15 stars · 1 fork | No one-command install · Source | |
| 457 | 66.528 | bigstationw-web-toolsmcp · ai-agentsalso listed as local-mcp-server | Provides local LLMs with web search, page screenshots, and readable text extraction through a local MCP server running on localhost. | 15 stars · 1 fork | No one-command install · Source | |
| 460 | 66.258 | llm-jukeboxmcp · search | Integrates with YouTube and yt-dlp to search, download, and play music with MP3 conversion, local library management, and basic playback controls for… | 8 stars · 5 forks | No one-command install · Source | |
| 460 | 66.258 | crawl4ai-rag-mcp-servermcp · database | An MCP server that integrates Crawl4AI with Supabase to enable AI agents to crawl websites, store content in a vector database, and perform RAG… | 8 stars · 5 forks | No one-command install · Source | |
| 462 | 66.172 | free-ai-gateway-mcp-servermcp · back-end | Exposes free-tier AI APIs as MCP tools for AI agents, enabling text generation, web search, embeddings, and vision analysis with automatic failover… | 11 stars · 2 forks | No one-command install · Source | |
| 462 | 66.172 | mcp-local-llmmcp · ai-agents | MCP server that lets Claude Code delegate mechanical tasks to a local LLM for summarization, classification, extraction, and drafting. | 11 stars · 2 forks | No one-command install · Source | |
| 462 | 66.172 | corebasehq-coremcpmcp · database | A secure, tunnel-native database bridge for AI agents. Connects localhost & on-premise databases (MSSQL, etc.) to LLMs with AST-based query safety and… | 11 stars · 2 forks | No one-command install · Source | |
| 462 | 66.172 | kaspa-mcp-servermcp · back-end | Model Context Protocol server for Kaspa operations using WASM SDK. Enables LLMs to interact with the Kaspa network through standardized MCP tools. | 11 stars · 2 forks | No one-command install · Source | |
| 466 | 65.698 | octenmcp · back-end | Converts URLs into clean, LLM-ready markdown using Octen's Extract API with batch processing and query-focused highlights. | 14 stars · 1 fork | No one-command install · Source | |
| 466 | 65.698 | istefox-devonthinkmcp · search | MCP server for DEVONthink 4 enabling AI assistants to search, retrieve, file, and batch-process documents with vector-based RAG search. | 14 stars · 1 fork | No one-command install · Source | |
| 466 | 65.698 | mcpcodeservermcp · ai-agents | Proxy MCP server that translates tool calls into TypeScript code generation, enabling LLMs to orchestrate multi-tool workflows efficiently via code. | 14 stars · 1 fork | No one-command install · Source | |
| 469 | 65.543 | ccam80-zotero-chunk-ragmcp · search | Enables semantic search over Zotero research libraries by extracting and chunking PDF text, embedding with Gemini API, and storing in ChromaDB to find… | 9 stars · 3 forks | No one-command install · Source | |
| 469 | 65.543 | alvii147-piston-mcpmcp · ai-agents | MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config `uv` setup and a ready-to-use Claude… | 9 stars · 3 forks | No one-command install · Source | |
| 469 | 65.543 | amotivv-memory-boxmcp · search | Integrates with Memory Box to provide persistent, context-aware interactions through semantic memory storage and retrieval using vector embeddings and… | 9 stars · 3 forks | No one-command install · Source | |
| 469 | 65.543 | doris-mcp-servermcp · database | Enables natural language querying of Apache Doris databases via LLM-powered SQL generation, execution, and metadata management through the MCP… | 9 stars · 3 forks | No one-command install · Source | |
| 469 | 65.543 | llmian-space-devdocsmcp · back-end | Integrates with software documentation sources to process, index, and retrieve technical content for enhanced code assistance and API exploration. | 9 stars · 3 forks | No one-command install · Source | |
| 474 | 65.223 | vibealive-mcp-servermcp · back-end | Provides code analysis for Next.js projects through the Model Context Protocol, enabling IDE and LLM integration to identify unused files, dead code… | 8 stars · 4 forks | No one-command install · Source | |
| 475 | 65.138 | itsdarianngo-litellmmcp · ai-agents | Integrates with LiteLLM to provide access to OpenAI language models for text completion and generation tasks across various applications. | 7 stars · 5 forks | No one-command install · Source | |
| 476 | 65.043 | base76-research-lab-token-compressormcp · ai-agents | Semantic prompt compression using local LLM rewriting with embedding validation to reduce token usage by 40-60%. | 10 stars · 2 forks | No one-command install · Source | |
| 476 | 65.043 | openapi-analyzer-mcpmcp · back-end | A Model Context Protocol (MCP) server for analyzing OpenAPI specifications with LLM clients, enabling natural language queries about API structures… | 10 stars · 2 forks | No one-command install · Source | |
| 476 | 65.043 | kimcpmcp · back-end | Integrates Korean APIs (Naver, Kakao, TMAP) into LLM applications for search, maps, and directions. | 10 stars · 2 forks | No one-command install · Source | |
| 479 | 64.883 | ember-ex-elixirmcp · ai-agents | Elixir port of the Ember framework for building LLM applications | 13 stars · 1 fork | No one-command install · Source | |
| 479 | 64.883 | killme2008-devtapmcp · other | Captures build and dev process output and feeds structured error data to AI coding tools. | 13 stars · 1 fork | No one-command install · Source | |
| 481 | 64.619 | kalicyh-ragmcp · search | Provides cloud-based document management and semantic search using OpenAI embeddings with in-memory vector storage, enabling retrieval-augmented… | 6 stars · 5 forks | No one-command install · Source | |
| 481 | 64.619 | mcportfoliomcp · ai-agents | Enables LLM-driven portfolio optimization using natural language, providing tools for mean-variance, HRP, Black-Litterman, and other optimization… | 6 stars · 5 forks | No one-command install · Source | |
| 483 | 64.294 | mementomcp · database | Local-first, LLM-agnostic memory layer for AI assistants using a local SQLite database. | 22 stars | No one-command install · Source | |
| 484 | 64.134 | mathlasmcp · back-end | Airtight math tools an AI uses over MCP — 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM… | 12 stars · 1 fork | No one-command install · Source | |
| 484 | 64.134 | xmemomcp · ai-agents | XMemo is a secure, user-owned memory substrate and context engine for AI agents, CLIs, IDEs, and LLM workspaces. Exposed over Streamable HTTP MCP, it… | 12 stars · 1 fork | No one-command install · Source | |
| 484 | 64.134 | model-advisor-mcpmcp · ai-agents | Helps LLMs choose the best AI model for each coding agent by fetching real-time data from OpenCode subscriptions and matching with benchmarks and… | 12 stars · 1 fork | No one-command install · Source | |
| 484 | 64.134 | robot-mcp-servermcp · back-end | A robot-control MCP server enabling LLMs to control Unitree robots and DJI Tello drones with mock and hardware backends, built-in routines, and… | 12 stars · 1 fork | No one-command install · Source | |
| 484 | 64.134 | netpilot-mcpmcp · other | Enables large language models to manage network devices (Cisco, Huawei, H3C, Ruijie) via Telnet/SSH, supporting command execution, configuration, and… | 12 stars · 1 fork | No one-command install · Source | |
| 484 | 64.134 | ultimate-android-mcpmcp · front-end | Enables LLMs to control and manage Android devices via ADB, including app installation, UI interaction, and device monitoring. | 12 stars · 1 fork | No one-command install · Source | |
| 490 | 64.127 | 12306-ticket-search-servermcp · back-end | Provide a simple API interface to search and filter 12306 train tickets, including direct, transfer, and stopover queries. Enable large language… | 3,769 installs | No commit datelisted | No one-command install · Source |
| 491 | 63.952 | kashiwabyte-vikingdb-mcp-servermcp · database | Store and search data using VikingDB vector database. | 5 stars · 5 forks | No one-command install · Source | |
| 492 | 63.896 | live-memorymcp · ai-agents | MCP server providing shared working memory for collaborative AI agents, with real-time notes and LLM-consolidated structured memory bank. | 8 stars · 3 forks | No one-command install · Source | |
| 492 | 63.896 | sunflowerslwtech-mcp-creator-growthmcp · ai-agents | Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and… | 8 stars · 3 forks | No one-command install · Source | |
| 492 | 63.896 | luoyonghao1997-uvm-source-codemcp · search | Provides semantic search and exploration of UVM 1.2 SystemVerilog source code through locally-hosted embeddings and ChromaDB indexing. | 8 stars · 3 forks | No one-command install · Source | |
| 492 | 63.896 | elhamid-llm-councilmcp · ai-agents | Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej… | 8 stars · 3 forks | No one-command install · Source | |
| 492 | 63.896 | serial-hardware-bridgemcp · ai-agents | Bridges LLMs with physical hardware through serial communication, enabling real-world interaction via configurable commands for IoT projects and… | 8 stars · 3 forks | No one-command install · Source | |
| 497 | 63.694 | surisoft-capi-gatewaymcp · back-end | Apache Camel API gateway with REST-to-MCP bridging for LLM agent integration. | 9 stars · 2 forks | No one-command install · Source | |
| 497 | 63.694 | coldstartmcp · database | coldstart gives coding agents durable memory of a specific codebase, with no embeddings, no vector store, and no API key. Agents write notes after… | 9 stars · 2 forks | No one-command install · Source | |
| 497 | 63.694 | maltego-mcpmcp · ai-agents | Enables LLMs to author Maltego .mtgx graph files and perform OSINT lookups, with an optional transform layer for pivoting into MISP, TheHive, Cortex… | 9 stars · 2 forks | No one-command install · Source | |
| 497 | 63.694 | google-maps-mcpmcp · back-end | A TypeScript MCP server that exposes Google Maps Platform APIs as tools for LLMs, providing real map data like directions, transit routes, place… | 9 stars · 2 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.