Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1201 | 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 | |
| 1202 | 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 | |
| 1203 | 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 | |
| 1204 | 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 | |
| 1205 | 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 | |
| 1206 | 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 | |
| 1207 | 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 | |
| 1208 | 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 | |
| 1209 | 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 | |
| 1210 | 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 | |
| 1211 | 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 | |
| 1212 | 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 | |
| 1213 | 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 | |
| 1214 | 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 | |
| 1215 | 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 | |
| 1216 | 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 | |
| 1217 | 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 | |
| 1218 | 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 | |
| 1219 | 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 | |
| 1220 | 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 | |
| 1221 | 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 | |
| 1222 | 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 | |
| 1223 | 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 | |
| 1224 | 66.528 | local-mcp-servermcp · ai-agents | Enables tool-calling LLMs to search the internet, capture website images, extract webpage text, and more via a local MCP server. | 15 stars · 1 fork | No one-command install · Source | |
| 1225 | 66.528 | bigstationw-web-toolsmcp · ai-agents | 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 | |
| 1226 | 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 | |
| 1227 | 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 | |
| 1228 | 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 | |
| 1229 | 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 | |
| 1230 | 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 | |
| 1231 | 66.893 | echology-io-decomposemcp · ai-agents | Text decomposition into classified semantic units without LLM. | 10 stars · 3 forks | No one-command install · Source | |
| 1232 | 66.893 | decomposemcp · ai-agents | 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 | |
| 1233 | 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 | |
| 1234 | 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 | |
| 1235 | 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 | |
| 1236 | 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 | |
| 1237 | 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 | |
| 1238 | 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 | |
| 1239 | 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 |
| 1240 | 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 | |
| 1241 | 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 | |
| 1242 | 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 | |
| 1243 | 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 | |
| 1244 | 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 | |
| 1245 | 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 | |
| 1246 | 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 | |
| 1247 | 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 | |
| 1248 | 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 | |
| 1249 | 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 | |
| 1250 | 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 | |
| 1251 | 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 | |
| 1252 | 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 | |
| 1253 | 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 | |
| 1254 | 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 | |
| 1255 | 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 | |
| 1256 | 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 | |
| 1257 | 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 | |
| 1258 | 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 | |
| 1259 | 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 | |
| 1260 | 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 | |
| 1261 | 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 | |
| 1262 | 69.000 | humanloop-evalseval · ai-agents | Humanloop Python SDK with integrated evals, dataset versioning, and human + LLM judge scoring for production pipelines. | 12 stars · 3 forks | No one-command install · Source | |
| 1263 | 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 | |
| 1264 | 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 | |
| 1265 | 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 | |
| 1266 | 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 | |
| 1267 | 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 | |
| 1268 | 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 | |
| 1269 | 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 | |
| 1270 | 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 | |
| 1271 | 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 | |
| 1272 | 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 | |
| 1273 | 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 | |
| 1274 | 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 | |
| 1275 | 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 | |
| 1276 | 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 | |
| 1277 | 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 | |
| 1278 | 70.315 | cerebras-codemcp · other | Fast code generation using Cerebras AI inference | 50 stars | No commit datelisted | No one-command install · Source |
| 1279 | 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 | |
| 1280 | 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 | |
| 1281 | 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 | |
| 1282 | 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 | |
| 1283 | 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 | |
| 1284 | 70.564 | m-gonzalo-cosa-saimcp · search | Loads entire documentation sets directly into Gemini's 2M token context window, eliminating traditional RAG limitations for comprehensive technology… | 14 stars · 3 forks | No one-command install · Source | |
| 1285 | 70.564 | bible-mcp-servermcp · back-end | Exposes Bible content from bible-api.com for LLMs, enabling retrieval of verses, chapters, random verses, and Bible study prompts with support for… | 14 stars · 3 forks | No one-command install · Source | |
| 1286 | 70.564 | airi-androidmcp · ai-agents | A MCP server that enables LLMs to control Android devices via ADB, supporting input, UI hierarchy, device management, and shell commands. | 14 stars · 3 forks | No one-command install · Source | |
| 1287 | 70.564 | midas-memory-mcpmcp · ai-agents | Local-first, source-traceable memory for AI agents — no LLM at ingest, $0 per message, zero data egress. Gives Claude Code, Cursor, and any MCP client… | 14 stars · 3 forks | No one-command install · Source | |
| 1288 | 70.564 | tykolt-kremismcp · ai-agents | Deterministic knowledge graph MCP server. Single binary, zero LLM/embedding calls in the bridge, BLAKE3 state hashing, canonical KREX export for… | 14 stars · 3 forks | No one-command install · Source | |
| 1289 | 70.795 | mcp-thinking-servermcp · ai-agents | A powerful MCP server that enhances LLMs with advanced sequential thinking capabilities, supporting 19 thinking modes for structured reasoning and… | 17 stars · 2 forks | No one-command install · Source | |
| 1290 | 70.897 | runapi-mcp-servermcp · back-end | Connects MCP-compatible coding tools to RunAPI for AI image, video, music, text-to-speech, and LLM generation using 130+ models from leading… | 55 stars | No one-command install · Source | |
| 1291 | 71.115 | waylaidwanderer-background-processmcp · observability | Provides background process management capabilities, enabling LLMs to start, stop, and monitor long-running command-line processes. | 11 stars · 6 forks | No one-command install · Source | |
| 1292 | 71.115 | background-process-mcpmcp · observability | Enables LLMs to start, stop, and monitor long-running command-line processes in the background. | 11 stars · 6 forks | No one-command install · Source | |
| 1293 | 71.115 | tencent-cloud-log-service-cls-mcp-servermcp · observability | Enables large language models to directly access Tencent Cloud Log Service for log search, metric queries, and alarm management without code. | 11 stars · 6 forks | No one-command install · Source | |
| 1294 | 71.115 | gcore-mcp-servermcp · back-end | Enables interaction with Gcore Cloud API via LLM assistants, providing tools for managing instances, networking, storage, AI/ML, and more. | 11 stars · 6 forks | No one-command install · Source | |
| 1295 | 71.333 | iamwavecut-thinkmcp · back-end | Go-based server that provides LLMs with tools to record, retrieve, and analyze their reasoning processes during complex problem-solving tasks… | 18 stars · 2 forks | No one-command install · Source | |
| 1296 | 71.333 | medsci-agentmcp · ai-agents | An open source biomedical research agent that provides LLMs with 28 tools for drug discovery, protein analysis, literature search, medical imaging… | 18 stars · 2 forks | No one-command install · Source | |
| 1297 | 71.333 | anaisbetts-computer-usemcp · ai-agents | Control a local desktop — mouse, keyboard, screenshots, and drag — compatible with OpenAI Computer Use Agent spec. | 18 stars · 2 forks | No one-command install · Source | |
| 1298 | 71.363 | rebots-online-chat-analysismcp · database | Integrates vector embeddings and knowledge graphs to enable advanced chat analysis tasks like topic modeling, sentiment analysis, and user behavior… | 12 stars · 5 forks | No one-command install · Source | |
| 1299 | 71.363 | mcp-brasil-apimcp · back-end | Enables LLMs to query Brazilian public data such as CEP, CNPJ, DDD, exchange rates, banks, and holidays via the Model Context Protocol. | 12 stars · 5 forks | No one-command install · Source | |
| 1300 | 71.363 | tosin2013-codebase-insightmcp · back-end | Provides deep code analysis capabilities for software repositories, enabling pattern detection, architecture understanding, and knowledge management… | 12 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.