Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 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 | |
| 502 | 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 | |
| 502 | 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 | |
| 502 | 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 | |
| 505 | 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 |
| 506 | 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 | |
| 507 | 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 | |
| 507 | 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 | |
| 507 | 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 | |
| 510 | 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 | |
| 511 | 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 | |
| 511 | 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 | |
| 511 | 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 | |
| 511 | 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 | |
| 511 | 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 | |
| 517 | 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 | |
| 518 | 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 | |
| 518 | 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 | |
| 521 | 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 | |
| 521 | 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 | |
| 523 | 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 | |
| 523 | 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 | |
| 523 | 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 | |
| 523 | 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 | |
| 527 | 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 | |
| 527 | 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 | |
| 527 | 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 | |
| 530 | 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 | |
| 530 | 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 | |
| 530 | 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 | |
| 530 | 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 | |
| 530 | 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 | |
| 535 | 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 | |
| 536 | 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 | |
| 537 | 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 | |
| 537 | 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 | |
| 537 | 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 | |
| 540 | 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 | |
| 540 | 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 | |
| 542 | 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 | |
| 542 | 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 | |
| 544 | 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 | |
| 545 | 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 | |
| 545 | 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 | |
| 545 | 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 | |
| 545 | 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 | |
| 545 | 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 | |
| 545 | 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 | |
| 551 | 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 |
| 552 | 63.952 | kashiwabyte-vikingdb-mcp-servermcp · database | Store and search data using VikingDB vector database. | 5 stars · 5 forks | No one-command install · Source | |
| 553 | 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 | |
| 553 | 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 | |
| 553 | 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 | |
| 553 | 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 | |
| 553 | 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 | |
| 558 | 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 | |
| 558 | 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 | |
| 558 | 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 | |
| 558 | 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 | |
| 558 | 63.694 | times1234-hypermeshmcp · other | Controls Altair HyperMesh meshing operations via AI-generated Tcl scripts for drag hex, spin hex, and tetrahedral meshing. | 9 stars · 2 forks | No one-command install · Source | |
| 558 | 63.694 | qdrant-docs-mcp-servermcp · ai-agents | A read-only MCP server providing curated Qdrant documentation for LLMs, enabling retrieval of the latest and most accurate documentation. | 9 stars · 2 forks | No one-command install · Source | |
| 558 | 63.694 | iamvirul-vecgrepmcp · database | Semantic code search plugin for Claude Code using tree-sitter parsing and vector embeddings with local or cloud providers. | 9 stars · 2 forks | No one-command install · Source | |
| 558 | 63.694 | chronicle-betamcp · search | A local-first personal RAG memory system that turns AI conversation history into a searchable, retrievable knowledge base via MCP, enabling LLMs to… | 9 stars · 2 forks | No one-command install · Source | |
| 558 | 63.694 | paper-scout-mcp-servermcp · back-end | Enables reviewing and managing AI research paper candidates from arXiv, Semantic Scholar, and Hugging Face Daily Papers, scored against personal… | 9 stars · 2 forks | No one-command install · Source | |
| 558 | 63.694 | sushimcp · ai-agents | Delivers documentation context from various technology sources to improve code generation by fetching and serving relevant llms.txt documentation on… | 9 stars · 2 forks | No one-command install · Source | |
| 558 | 63.694 | jonfreeland-mongodbmcp · database | Enables querying and analyzing MongoDB databases with read-only access, providing operations for exploration, schema inference, querying, aggregation… | 9 stars · 2 forks | No one-command install · Source | |
| 558 | 63.694 | arborist-claudehoppermcp · search | Integrates with Claude Desktop to analyze construction documents, enabling semantic search across architectural drawings and specifications through… | 9 stars · 2 forks | No one-command install · Source | |
| 558 | 63.694 | mcp-lance-dbmcp · database | Enables storing and retrieving semantic memories using LanceDB vector database, with tools to add memories and search by similarity. | 9 stars · 2 forks | No one-command install · Source | |
| 571 | 63.439 | inspirehep-mcp-servermcp · ai-agents | An MCP server that integrates InspireHEP high-energy physics literature with LLMs. Search papers, explore citations, retrieve author metrics, and… | 7 stars · 4 forks | No one-command install · Source | |
| 571 | 63.439 | judges-panelmcp · ai-agents | Enables evaluation of AI-generated code across 45 specialized dimensions using deterministic pattern matching and optional LLM-powered deep review… | 7 stars · 4 forks | No one-command install · Source | |
| 571 | 63.439 | gh-tejzpr-smritimcp · search | Graph-based AI memory system using EcphoryRAG retrieval and Leiden clustering for persistent, human-like memory recall. | 7 stars · 4 forks | No one-command install · Source | |
| 574 | 63.429 | context-diamondmcp · ai-agents | Enables LLM agents to compress handoffs into structured, auditable context capsules, preserving goals, constraints, decisions, and risks without… | 20 stars | No one-command install · Source | |
| 575 | 63.155 | robocop-mcpmcp · ai-agents | MCP server that helps resolve Robocop static code analysis errors and warnings via LLM, providing tools to get reports and run format. | 11 stars · 1 fork | No one-command install · Source | |
| 575 | 63.155 | rikarazome-prolog-reasonermcp · ai-agents | SWI-Prolog execution for LLMs to delegate combinatorial reasoning and constraint satisfaction problems. | 11 stars · 1 fork | No one-command install · Source | |
| 575 | 63.155 | haseebkhalid1507-velociragmcp · search | Lightning-fast RAG engine with four-layer retrieval fusion powered by ONNX Runtime for sub-200ms search without PyTorch. | 11 stars · 1 fork | No one-command install · Source | |
| 575 | 63.155 | crisschan-repo2llmmcp · ai-agents | Transform code repositories into LLM-friendly formats. | 11 stars · 1 fork | No one-command install · Source | |
| 579 | 63.107 | wrediam-better-qdrantmcp · database | Connects AI systems to Qdrant vector database for semantic search capabilities through multiple embedding services, enabling efficient document… | 4 stars · 5 forks | No one-command install · Source | |
| 580 | 63.003 | shannon-provermcp · ai-agents | A server that connects LLM agents to the EasyCrypt proof assistant for writing machine-checked cryptographic proofs, providing a structured panel and… | 19 stars | No one-command install · Source | |
| 581 | 62.472 | zundamonnovrchat-unity-ollamamcp · ai-agents | Integrates Unity Editor with local LLMs through Ollama, enabling natural language control of game objects, scripts, materials, and scenes for… | 18 stars | No commit datelisted | No one-command install · Source |
| 582 | 62.111 | genome-mcp-servermcp · ai-agents | A local, offline memory server for AI agents that stores and retrieves memories without LLM calls, enabling persistent cross-session memory with… | 7 stars · 3 forks | No one-command install · Source | |
| 582 | 62.111 | yumeiriowl-repo-graphragmcp · search | Uses LightRAG and Tree-sitter to build a repository knowledge graph from code and docs, for Q&A and implementation planning. | 7 stars · 3 forks | No one-command install · Source | |
| 582 | 62.111 | randomm-files-dbmcp · database | Provides a local vector database system for semantic code search with zero-configuration setup, real-time file monitoring, and incremental indexing to… | 7 stars · 3 forks | No one-command install · Source | |
| 582 | 62.111 | samwang0723-memory-graphmcp · ai-agents | Provides long-term memory storage for LLM conversations using Redis Graph, enabling persistent knowledge graphs for maintaining context across… | 7 stars · 3 forks | No one-command install · Source | |
| 586 | 62.046 | fitllmmcp · other | Will this AI model fit on your Mac? | 8 stars · 2 forks | No one-command install · Source | |
| 586 | 62.046 | rocq-pilermcp · ai-agents | MCP server that bridges LLMs with the Rocq (Coq) proof assistant via LSP, enabling interactive theorem proving with AI. | 8 stars · 2 forks | No one-command install · Source | |
| 586 | 62.046 | jddunn-tenetsmcp · database | Local-first code context aggregation using BM25, TF-IDF, and embeddings with automatic injection of project principles | 8 stars · 2 forks | No one-command install · Source | |
| 586 | 62.046 | di5rupt0r-codebase-ragmcp · search | Self-hosted semantic code search over local codebases using ChromaDB and sentence-transformer embeddings with hybrid keyword reranking. | 8 stars · 2 forks | No one-command install · Source | |
| 586 | 62.046 | elasticsearch-memory-mcpmcp · ai-agents | Provides persistent, intelligent memory using Elasticsearch with hierarchical categorization and semantic search for LLM contexts. | 8 stars · 2 forks | No one-command install · Source | |
| 586 | 62.046 | voice-status-report-mcp-servermcp · ai-agents | Enables LLMs to provide voice status updates via OpenAI TTS, ideal for background task progress reports. | 8 stars · 2 forks | No one-command install · Source | |
| 586 | 62.046 | aio-2030-siliconflow-voice-transcriptionmcp · other | Provides voice transcription capabilities by processing audio files with the FunAudioLLM/SenseVoiceSmall model, returning text with confidence scores… | 8 stars · 2 forks | No one-command install · Source | |
| 586 | 62.046 | milvus-mcp-servermcp · database | Enables LLMs to interact with Milvus vector database for search, query, and collection management operations. | 8 stars · 2 forks | No one-command install · Source | |
| 586 | 62.046 | firebird-mcp-servermcp · back-end | A Model Context Protocol server that provides read-only access to Firebird databases, enabling LLMs to inspect database schemas and execute read-only… | 8 stars · 2 forks | No one-command install · Source | |
| 595 | 62.026 | renovate-mcpmcp · ai-agents | An MCP server for interactively reading, validating, previewing, and saving Renovate configurations with LLM assistance. | 10 stars · 1 fork | No one-command install · Source | |
| 595 | 62.026 | token-scoutmcp · ai-agents | Discovers LLM models in real time from cloud providers and local Ollama instances, returning compatibility profiles and live pricing so AI agents can… | 10 stars · 1 fork | No one-command install · Source | |
| 595 | 62.026 | coreshub-mcp-servermcp · back-end | Enables interaction with the CoreHub cloud platform to manage containers, EPFS filesystems, distributed training, and inference services through MCP… | 10 stars · 1 fork | No one-command install · Source | |
| 598 | 61.934 | novamcp · browser | Gives an LLM agent control of the macOS desktop from a single self-contained Rust binary: Set-of-Mark numbered screenshots, Accessibility-tree clicks… | 17 stars | No one-command install · Source | |
| 598 | 61.934 | abhichandra21-promptheusmcp · ai-agents | Prompt refinement with adaptive questioning and multi-provider LLM support | 17 stars | No one-command install · Source | |
| 600 | 61.768 | atom-pricing-intelligencemcp · search | ATOM is the Global Price Benchmark for AI Inference, delivered as a native tool for AI agents. Query live pricing across the inference market through… | 4,780 installs | No commit datelisted | 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.