Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 88.1662 | pymupdf4llm-mcpmcp · ai-agents | MCP server for exporting PDF to markdown, optimized for LLM consumption. | 72 stars · 10 forks | No one-command install · Source | |
| 202 | 88.1151 | dramacraftmcp · ai-agents | Integrates with Jianying (CapCut) and Chinese LLMs to automate short drama video editing, including commentary generation, remix creation, and draft… | 16 stars · 31 forks | No one-command install · Source | |
| 203 | 87.8921 | csfd-api-mcp-servermcp · back-end | Enables LLMs to query movie details, search, creator info, user ratings, and reviews from the Czech-Slovak Film Database (CSFD.CZ) via the Model… | 60 stars · 13 forks | No one-command install · Source | |
| 204 | 87.5843 | agentloopmcp · ai-agents | MCP server that enables AI agents to run a deterministic orchestration loop with decomposition, subagent execution, and review feedback across… | 57 stars · 13 forks | No one-command install · Source | |
| 205 | 87.4704 | minimax-search-mcp-servermcp · ai-agents | MCP server enabling parallel web search and batch browsing with intelligent content understanding via MiniMax LLM. | 58 stars · 12 forks | No one-command install · Source | |
| 206 | 87.4009 | garoth-wolframalpha-llmmcp · back-end | Integrates with WolframAlpha's LLM API to enable complex mathematical and scientific queries, offering tools for asking questions and getting… | 55 stars · 13 forks | No one-command install · Source | |
| 207 | 87.3585 | srclight-srclightmcp · database | Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid… | 57 stars · 12 forks | No one-command install · Source | |
| 208 | 87.3464 | yepcode-secure-executionmcp · ai-agents | Enables secure execution of LLM-generated scripts and processes in isolated environments with environment variable management for teams needing to run… | 45 stars · 20 forks | No one-command install · Source | |
| 209 | 87.2503 | triliumnext-mcpmcp · back-end | A Model Context Protocol (MCP) server for interacting with TriliumNext via its ETAPI. Enables LLMs to create, read, update, and organize notes… | 65 stars · 9 forks | No one-command install · Source | |
| 210 | 87.2408 | gus-narea-daipendencymcp · back-end | Extracts public API documentation from a library and outputs it in an LLM-friendly format. | 58 stars · 11 forks | No one-command install · Source | |
| 211 | 87.2406 | ilyagusev-academiamcp · other | Integrates with ArXiv, ACL Anthology, Semantic Scholar, and Hugging Face datasets to enable scientific literature discovery, citation analysis, LaTeX… | 90 stars · 6 forks | No one-command install · Source | |
| 212 | 87.0907 | train-in-silencemcp · ai-agents | Enables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers… | 104 stars · 5 forks | No one-command install · Source | |
| 213 | 86.9413 | thirdstrandstudio-tool-chainermcp · ai-agents | Chains multiple MCP tools together in sequence, passing results between tools without sending large intermediate data back to the LLM, reducing token… | 58 stars · 10 forks | No one-command install · Source | |
| 214 | 86.8948 | log-mcpmcp · ai-agents | MCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context. | 99 stars · 5 forks | No one-command install · Source | |
| 215 | 86.8178 | candidate-mcp-servermcp · back-end | Enables LLMs to access candidate information including resume, LinkedIn, GitHub, and contact via email. | 81 stars · 6 forks | No one-command install · Source | |
| 216 | 86.6460 | cuttermcp-plusmcp · ai-agents | Enables LLMs to automate reverse engineering tasks using Cutter, including function analysis, decompilation, disassembly, and more. | 55 stars · 10 forks | No one-command install · Source | |
| 217 | 86.5040 | idassistmcpmcp · ai-agents | Enables LLM clients like Claude to interact with IDA Pro for binary analysis, decompilation, cross-references, patching, and more via 41 MCP tools, 8… | 51 stars · 11 forks | No one-command install · Source | |
| 218 | 86.5017 | aula-mcpmcp · back-end | This server enables MCP clients (LLMs) to access data from the Danish school platform Aula, such as messages, schedules, and child profiles, by… | 44 stars · 16 forks | No one-command install · Source | |
| 219 | 86.4577 | wattcoinmcp · ai-agents | Earn WATT tokens on Solana by completing tasks in an AI agent marketplace with skills, bounties, and AI inference. | 5 stars · 47 forks | No one-command install · Source | |
| 220 | 86.3374 | alizdavoodi-mcpdocsearchmcp · database | Crawls websites to generate searchable Markdown documentation with vector embeddings for semantic search capabilities beyond training cutoffs | 42 stars · 17 forks | No one-command install · Source | |
| 221 | 86.2064 | hyson666-pdf-ragmcp · search | Enables semantic search across PDF documents through automatic processing, chunking, and vectorization for intelligent querying and knowledge… | 42 stars · 16 forks | No one-command install · Source | |
| 222 | 86.1710 | wwiens-traktmcp · back-end | Bridge to the Trakt.tv API, allowing LLMs to access real-time entertainment data and personal Trakt viewing history. | 44 stars · 14 forks | No one-command install · Source | |
| 223 | 86.1254 | health-auto-export-mcp-servermcp · ai-agents | Enables querying health data from the Health Auto Export app on iPhone/iPad via MCP, allowing LLMs like Claude to access and analyze personal health… | 63 stars · 7 forks | No one-command install · Source | |
| 224 | 86.1216 | yoelbassin-gnuradiomcpmcp · ai-agents | An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts. | 48 stars · 11 forks | No one-command install · Source | |
| 225 | 85.9142 | privetin-chromamcp · search | Integrates ChromaDB vector database capabilities for efficient semantic document search, storage, and retrieval in natural language processing and… | 41 stars · 15 forks | No one-command install · Source | |
| 226 | 85.8264 | cobalt-strike-mcp-servermcp · back-end | Bridges large language models with the Cobalt Strike C2 framework, enabling AI assistants to control adversary simulation workflows through natural… | 51 stars · 9 forks | No one-command install · Source | |
| 227 | 85.8154 | ichigo3766-stable-diffusionmcp · database | Integrates with Stable Diffusion WebUI to provide text-to-image generation with extensive parameter control and metadata embedding | 43 stars · 13 forks | No one-command install · Source | |
| 228 | 85.7667 | cyberchef-api-mcp-servermcp · back-end | Enables LLM clients to encode, decode, and transform data using CyberChef operations via an MCP server that interfaces with the CyberChef API. | 44 stars · 12 forks | No one-command install · Source | |
| 229 | 85.6833 | crawl4ai-ragmcp · search | Combines web crawling with vector search to enable content extraction, semantic indexing, and retrieval-augmented generation over web-based… | 45 stars · 11 forks | No one-command install · Source | |
| 230 | 85.6303 | gulp-ai-osmosis-applymcp · other | Provides intelligent code merging capabilities through the Osmosis-Apply-1.7B model via Ollama, enabling targeted edits to existing code while… | 53 stars · 8 forks | No one-command install · Source | |
| 231 | 85.5317 | api7-apisixmcp · back-end | Bridge LLMs with the APISIX Admin API to manage and analyze API gateway information. | 38 stars · 16 forks | No one-command install · Source | |
| 232 | 85.4228 | yuchen-memory-plusmcp · ai-agents | Lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions. | 56 stars · 7 forks | No one-command install · Source | |
| 233 | 85.3838 | pandas-mcp-servermcp · back-end | Enables LLMs to safely execute pandas code for data analysis and generate interactive visualizations through the Model Context Protocol. | 45 stars · 10 forks | No one-command install · Source | |
| 234 | 85.3639 | desimpkins-lightragmcp · back-end | Connects to local LightRAG instances via HTTP API for document management, knowledge graph operations, hybrid querying, and pipeline monitoring… | 37 stars · 16 forks | No one-command install · Source | |
| 235 | 85.2448 | dragon-brainmcp · ai-agents | Open-source MCP server that gives any LLM long-term memory using a knowledge graph and vector search hybrid. It stores entities, observations, and… | 50 stars · 8 forks | No one-command install · Source | |
| 236 | 85.1394 | memory-palacemcp · ai-agents | Persistent semantic memory for AI agents, enabling storage, semantic search, knowledge graph connections, and inter-instance messaging across… | 46 stars · 9 forks | No one-command install · Source | |
| 237 | 85.0925 | binassistmcpmcp · ai-agents | A bridge between Binary Ninja and LLMs for AI-powered reverse engineering, exposing binary analysis tools through the Model Context Protocol. | 49 stars · 8 forks | No one-command install · Source | |
| 238 | 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 | |
| 239 | 85.0454 | arthurcolle-openaimcp · ai-agents | Provides a high-performance bridge between OpenAI and Anthropic models with prompt templating, response streaming, and efficient caching for… | 35 stars · 16 forks | No one-command install · Source | |
| 240 | 84.7939 | jurasofish-mcpunkmcp · search | MCPunk provides tools for performing Roaming RAG | 56 stars · 6 forks | No one-command install · Source | |
| 241 | 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 | |
| 242 | 84.6601 | rag-anythingmcp · search | Provides RAG capabilities for processing and querying document directories using LightRAG with multimodal content extraction across PDF, DOCX, PPTX… | 35 stars · 14 forks | No one-command install · Source | |
| 243 | 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 | |
| 244 | 84.5048 | doitmagic-ragcodemcp · search | Privacy-first semantic code search using local Ollama and Qdrant vector storage for multi-language repository understanding | 53 stars · 6 forks | No one-command install · Source | |
| 244 | 84.5048 | duysolo-codebaxingmcp · search | Provides semantic code search capabilities using natural language queries, indexing codebases with Tree-sitter parsing, all-MiniLM-L6-v2 embeddings… | 53 stars · 6 forks | No one-command install · Source | |
| 246 | 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 | |
| 247 | 84.4053 | visactor-vchartmcp · database | Generates interactive charts and visualizations using the VChart library, supporting over 15 chart types from basic line and bar charts to specialized… | 52 stars · 6 forks | No one-command install · Source | |
| 248 | 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 | |
| 249 | 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 | |
| 250 | 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 | |
| 251 | 84.1225 | lishenxydlgzs-simple-files-vectorstoremcp · database | Provides semantic search capabilities for local files and directories using vector embeddings and efficient storage techniques. | 42 stars · 8 forks | No one-command install · Source | |
| 252 | 84.0351 | smart-thinkingmcp · database | Enables intelligent decision-making through semantic embeddings and thought graphs with built-in verification states and memory-based reasoning… | 34 stars · 12 forks | No one-command install · Source | |
| 253 | 84.0042 | youtube-semantic-searchmcp · search | Leverages LanceDB for vector storage to enable semantic search and multilingual transcript retrieval from YouTube videos using Google's generative AI… | 32 stars · 14 forks | No one-command install · Source | |
| 254 | 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 | |
| 255 | 83.8175 | nonatofabio-local-faissmcp · database | Local vector database using FAISS for semantic search and document retrieval | 33 stars · 12 forks | No one-command install · Source | |
| 256 | 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 | |
| 257 | 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 | |
| 258 | 83.7217 | pinkpixel-mindbridgemcp · ai-agents | Bridges multiple LLM providers including OpenAI, Anthropic, Google, DeepSeek, OpenRouter, and Ollama through a unified interface, enabling comparison… | 37 stars · 9 forks | No one-command install · Source | |
| 259 | 83.7151 | prisma-mcpmcp · database | Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries). | 47 stars · 6 forks | No one-command install · Source | |
| 260 | 83.6313 | vezlo-src-to-kbmcp · ai-agents | Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for… | 39 stars · 8 forks | No one-command install · Source | |
| 261 | 83.6259 | cocoindex-code-mcp-servermcp · search | A Model Context Protocol (MCP) server that provides a RAG (Retrieval Augmented Generation) tool with hybrid search capabilities combining vector… | 42 stars · 7 forks | No one-command install · Source | |
| 262 | 83.4479 | oanhduong-token-ninjamcp · ai-agentsalso listed as token-ninja | MCP server intercepting deterministic shell commands for local execution, bypassing LLM token usage with 765 built-in patterns. | 38 stars · 8 forks | No one-command install · Source | |
| 264 | 83.3487 | mcp-netmiko-servermcp · back-end | Enables LLMs to interact with network devices via SSH (netmiko), allowing command execution and configuration changes on routers and switches. | 35 stars · 9 forks | No one-command install · Source | |
| 265 | 83.2923 | h7lu-rimworld-code-searchmcp · search | Combine lexical and semantic search for RimWorld modding code with hybrid RAG system using Lucene and embeddings | 44 stars · 6 forks | No one-command install · Source | |
| 266 | 83.2884 | ocean-zhc-apache-seatunnelmcp · ai-agents | Interact with SeaTunnel through LLM interfaces like Claude. | 33 stars · 10 forks | No one-command install · Source | |
| 266 | 83.2884 | zxfgds-code-indexermcp · database | Indexes and retrieves code snippets using embedding models and vector databases, enabling efficient code search and analysis for software development… | 33 stars · 10 forks | No one-command install · Source | |
| 268 | 83.2870 | bjeans-homelabmcp · devops | Unified access to homelab infrastructure through Docker/Podman containers, Ollama AI models, Pi-hole DNS, Unifi networks, UPS monitoring, and network… | 40 stars · 7 forks | No one-command install · Source | |
| 269 | 83.1347 | local-skills-mcpmcp · ai-agents | A universal MCP server that enables any LLM or AI agent to access expert skills from your local filesystem. | 39 stars · 7 forks | No one-command install · Source | |
| 269 | 83.1347 | bornpresident-volatilitymcp · ai-agents | Integrates the Volatility 3 memory forensics framework with Claude and other MCP-compatible LLMs. | 39 stars · 7 forks | No one-command install · Source | |
| 271 | 83.1280 | gabrielmaialva33-winx-code-agentmcp · ai-agents | A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via… | 34 stars · 9 forks | No one-command install · Source | |
| 272 | 83.1059 | webfetch-mcpmcp · back-end | Enables local LLMs to search the web and fetch clean content from URLs without API keys, using SearxNG and Mozilla Readability. | 36 stars · 8 forks | No one-command install · Source | |
| 273 | 83.0425 | context-enginemcp · search | A task-aware context compression layer for Agent workflows, RAG pipelines, and AI Coding assistants, reducing noisy logs, retrieval chunks, and code… | 353 stars · 1 fork | No one-command install · Source | |
| 274 | 82.9051 | sefaria-mcp-servermcp · search | Enables LLMs to access and search Jewish texts from the Sefaria library through 15 MCP tools, including text retrieval, search, and manuscript access. | 23 stars · 14 forks | No one-command install · Source | |
| 275 | 82.9029 | cisco-radkit-mcp-servermcp · back-end | Enables LLMs to interact with network devices via Cisco RADKit, supporting inventory discovery, device attribute inspection, CLI command execution… | 11 stars · 17 forks | No one-command install · Source | |
| 276 | 82.8571 | napari-mcp-servermcp · ai-agents | MCP server for remote control of napari viewers via Model Context Protocol, enabling AI-assisted microscopy analysis with Claude Desktop and other LLM… | 41 stars · 6 forks | No one-command install · Source | |
| 277 | 82.8345 | gh-mcp-servermcp · ai-agents | An MCP server that enables designers to interact with Rhino and Grasshopper via LLMs, analyze .3dm files, perform 3D modeling, and automatically… | 31 stars · 10 forks | No one-command install · Source | |
| 277 | 82.8345 | privetin-dataset-viewermcp · back-end | Integrates with the Hugging Face Dataset Viewer API to enable exploration, analysis, and content retrieval of datasets hosted on the Hugging Face Hub. | 31 stars · 10 forks | No one-command install · Source | |
| 279 | 82.8324 | monteslu-vibe-eyesmcp · browser | Enables LLMs to visualize and debug browser-based games and applications by capturing canvas content, console logs, and errors, then processing visual… | 54 stars · 4 forks | No one-command install · Source | |
| 280 | 82.7391 | rekalmcp · database | Provides long-term memory for LLMs via local SQLite storage with hybrid search (BM25, vectors, recency decay), enabling AI coding agents to persist… | 53 stars · 4 forks | No one-command install · Source | |
| 281 | 82.6862 | instrmcpmcp · ai-agents | MCP server for quantum device physics laboratory instrumentation control, enabling LLMs to interact with physics instruments and measurement systems… | 34 stars · 8 forks | No one-command install · Source | |
| 282 | 82.6553 | composer-trade-mcpmcp · observability | Enables MCP-enabled LLMs to create, backtest, and trade automated investing strategies (symphonies) on Composer, with tools for monitoring performance… | 2 stars · 45 forks | No one-command install · Source | |
| 283 | 82.6396 | ai-mocksworkflow · ai-agents | Mock HTTP/SSE and LLM servers, inspired by wiremock, with response streaming and SSE | 52 stars · 4 forks | No one-command install · Source | |
| 284 | 82.5449 | jonnoc-coderagmcp · database | Parses TypeScript, JavaScript, Java, and Python codebases into a Neo4J graph database to extract code entities, relationships, and metadata, enabling… | 27 stars · 13 forks | No one-command install · Source | |
| 285 | 82.4103 | itential-mcp-servermcp · ai-agents | MCP server for connecting LLMs to Itential Platform, enabling network automation, workflow orchestration, and platform monitoring. | 35 stars · 7 forks | No one-command install · Source | |
| 286 | 82.3190 | braintrusteval · observability | Developer platform for logging, evaluating, and comparing LLM experiments with dataset versioning and scoring functions. | 27 stars · 12 forks | No one-command install · Source | |
| 287 | 82.2295 | pschina-deepseek-as-subagentmcp · ai-agents | Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit)… | 30 stars · 9 forks | No one-command install · Source | |
| 288 | 82.1896 | data360-mcp-servermcp · search | Provides LLM agents direct access to World Bank development indicators, enabling search, validation, and retrieval of data on topics like GDP… | 34 stars · 7 forks | No one-command install · Source | |
| 288 | 82.1896 | kunihiros-claude-codemcp · ai-agents | Use Claude Code with less capable LLMs. | 34 stars · 7 forks | No one-command install · Source | |
| 290 | 82.0967 | mcp-gmailmcp · comms | Enables Gmail access through MCP, allowing LLMs to read, compose, and send emails. | 10 stars · 16 forks | No one-command install · Source | |
| 291 | 82.0894 | ghidramcpmcp · ai-agents | MCP server that allows LLMs to autonomously reverse engineer applications using Ghidra, exposing tools like decompilation, renaming, and listing… | 27 stars · 11 forks | No one-command install · Source | |
| 292 | 81.9466 | vectara-ragmcp · search | Provides a bridge between conversational interfaces and Vectara's Retrieval-Augmented Generation capabilities, enabling powerful search queries that… | 29 stars · 9 forks | No one-command install · Source | |
| 293 | 81.7900 | ai-cli-mcpmcp · ai-agents | Enables running multiple AI CLI tools (Claude, Codex, Gemini, Forge, OpenCode) as background processes with automatic permission handling, allowing… | 27 stars · 10 forks | No one-command install · Source | |
| 294 | 81.7746 | dense-memmcp · database | About Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and Neo4j. | 39 stars · 5 forks | No one-command install · Source | |
| 295 | 81.7655 | danielpeter-99-calcom-mcpmcp · ai-agents | MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs. | 19 stars · 13 forks | No one-command install · Source | |
| 296 | 81.5181 | mnemosmcp · ai-agents | MCP server providing persistent memory, semantic search, versioned storage, webhook fanout, and unified LLM routing for AI agents via FastAPI runtime… | 31 stars · 7 forks | No one-command install · Source | |
| 297 | 81.5049 | chemlintmcp · ai-agents | An MCP server that gives LLMs native access to cheminformatics and molecular ML tools, enabling molecular structure manipulation, descriptor… | 29 stars · 8 forks | No one-command install · Source | |
| 298 | 81.4233 | askuserquestionplusmcp · ai-agents | An MCP server that enables LLMs to ask users questions through a web interface with keyboard shortcuts, supporting single/multiple choice and custom… | 37 stars · 5 forks | No one-command install · Source | |
| 299 | 81.3874 | davidvc-code-knowledge-embeddingsmcp · database | A knowledge management tool for code repositories using vector embeddings. | 24 stars · 12 forks | No one-command install · Source | |
| 300 | 81.2157 | hotels-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that allows LLMs to search for hotels and destinations using the Booking.com API. | 28 stars · 8 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.