Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 91.3363 | neo4j-gdsmcp · database | Enables LLMs to run complex graph algorithms on Neo4j databases, answering graph-related questions by selecting and executing appropriate… | 96 stars · 22 forks | No one-command install · Source | |
| 102 | 91.2820 | helixml-koditmcp · search | Indexes local codebases and Git repositories using tree-sitter parsing and semantic embeddings to enable hybrid search combining vector similarity… | 123 stars · 14 forks | No one-command install · Source | |
| 103 | 91.2710 | velociraptor-mcpmcp · back-end | A proof-of-concept MCP bridge that exposes Velociraptor's forensic triage tools to LLMs, enabling natural language querying of Windows endpoints for… | 94 stars · 22 forks | No one-command install · Source | |
| 104 | 91.2690 | aivectormemorymcp · database | MCP server that provides cross-session persistent memory for AI coding assistants using local vector database and semantic search, enabling automatic… | 91 stars · 24 forks | No one-command install · Source | |
| 105 | 91.1302 | herokumcp · ai-agents | Facilitate seamless interaction between LLMs and the Heroku Platform. | 81 stars · 29 forks | No one-command install · Source | |
| 106 | 91.0514 | keboolamcp · database | An open-source bridge between your Keboola project and modern AI tools. It turns Keboola features - like storage access, SQL transformations, and job… | 86 stars · 24 forks | No one-command install · Source | |
| 107 | 90.9506 | thinkmcp · observability | Provides a lightweight 'think' tool for structured reasoning, enabling LLMs to pause, log thoughts, and improve multi-step problem solving without… | 106 stars · 15 forks | No one-command install · Source | |
| 108 | 90.8937 | adkit-mcp-servermcp · ai-agents | A lightweight semantic ad-matching engine for LLMs that serves relevant advertisements via MCP, allowing agents to request ads using natural-language… | 46 stars · 35 forks | No one-command install · Source | |
| 109 | 90.7844 | st3v3nmw-sourcerermcp · search | Indexes codebases using Tree-sitter parsing and vector embeddings to enable semantic code search through natural language queries and source code… | 119 stars · 12 forks | No one-command install · Source | |
| 110 | 90.7506 | multi-model-advisormcp · observability | Queries multiple Ollama models in parallel with distinct system prompts focused on empathy, logic, and creativity to provide diverse perspectives on… | 86 stars · 20 forks | No one-command install · Source | |
| 111 | 90.5892 | redleaves-context-keepermcp · search | LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval… | 153 stars · 9 forks | No one-command install · Source | |
| 112 | 90.4848 | directus-content-mcp-servermcp · back-end | Enables Directus users to interact with their data in LLMs, allowing content editors and data analysts to manage content, query collections, and… | 83 stars · 19 forks | No one-command install · Source | |
| 113 | 90.4499 | reapi-com-mcp-openapimcp · back-end | MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data | 90 stars · 16 forks | No one-command install · Source | |
| 114 | 90.3915 | cove-sensory-mcpmcp · ai-agents | A local stdio MCP server that lets an Agent use configured multimodal providers to inspect images, video, audio, and music files, acting as a sensory… | 81 stars · 19 forks | No one-command install · Source | |
| 115 | 90.3496 | idea-research-dino-xmcp · ai-agents | Empower LLMs with fine-grained visual understanding — detect, localize, and describe anything in images with natural language prompts. | 112 stars · 11 forks | No one-command install · Source | |
| 116 | 90.3263 | turbularmcp · back-end | Provides a unified API to connect LLMs to various databases, with schema normalization and query transformation for seamless interaction. | 99 stars · 13 forks | No one-command install · Source | |
| 117 | 90.0991 | vinayak-mehta-browser-usemcp · back-end | Enables web browsing capabilities for any MCP client through a simple command that leverages your existing LLM configuration without additional API… | 80 stars · 17 forks | No one-command install · Source | |
| 118 | 89.9357 | freellmpoolmcp · ai-agents | MCP server that pools free tiers of multiple LLM providers behind an OpenAI-compatible endpoint, enabling model routing, failover, and usage tracking… | 95 stars · 12 forks | No one-command install · Source | |
| 119 | 89.8979 | pinecone-vector-databasemcp · database | Develop with Pinecone, the vector database built for knowledgeable AI. | 71 stars · 21 forks | No one-command install · Source | |
| 120 | 89.8211 | garmin-connect-mcp-servermcp · ai-agents | A Model Context Protocol (MCP) server for Garmin Connect integration. Access your activities, health data, training metrics, and more through Claude… | 61 stars · 27 forks | No one-command install · Source | |
| 121 | 89.7288 | cursor10x-memorymcp · search | Provides persistent memory for Cursor through vector-based semantic search and structured data storage, enabling long-term context awareness across… | 79 stars · 15 forks | No one-command install · Source | |
| 122 | 89.6982 | sanity-io-sanity-cmsmcp · database | Integrates with Sanity CMS to enable direct content creation, querying, and management through specialized tools for documents, datasets, schemas… | 71 stars · 19 forks | No one-command install · Source | |
| 123 | 89.6981 | nighttrek-ollamamcp · ai-agents | Bridges Ollama's local large language model runner, enabling low-latency access to the LLM while maintaining data privacy and control. | 74 stars · 17 forks | No one-command install · Source | |
| 124 | 89.6470 | hatri-hana-cloud-ml-bridgemcp · database | Bridges SAP HANA Cloud databases with machine learning operations through a three-layer architecture that enables model management, execution… | 64 stars · 25 forks | No one-command install · Source | |
| 125 | 89.5180 | nameetp-pdfmuxmcp · back-end | PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR… | 81 stars · 13 forks | No one-command install · Source | |
| 126 | 89.4925 | epicure-mcp-servermcp · back-end | Public, anonymous, read-only MCP server for the Epicure ingredient-embedding model, offering tools for ingredient pairings, flavor profiling, and… | 75 stars · 15 forks | No one-command install · Source | |
| 127 | 89.3481 | decisionnode-decisionnodemcp · ai-agents | Record development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude Code… | 82 stars · 12 forks | No one-command install · Source | |
| 128 | 89.3222 | sammcj-llamaindexmcp · search | Integrates with LlamaIndexTS to provide access to various LLM providers for code generation, documentation writing, and question answering tasks | 78 stars · 13 forks | No one-command install · Source | |
| 129 | 89.2785 | jgrants-mcp-servermcp · ai-agents | MCP server for Japan's Jグランツ grant application system, enabling LLMs to search and retrieve subsidy information via natural language. | 50 stars · 26 forks | No one-command install · Source | |
| 130 | 89.2693 | thedaviddias-llms-txt-explorermcp · ai-agents | Provides a bridge for exploring websites with llms.txt files, enabling fetching and parsing of website-specific language model instructions for… | 77 stars · 13 forks | No one-command install · Source | |
| 131 | 89.2636 | jmanhype-vggt-mpsmcp · other | Provides 3D vision and reconstruction capabilities through VGGT transformer model for multi-view reconstruction from image sequences, offering camera… | 92 stars · 10 forks | No one-command install · Source | |
| 132 | 89.2316 | quick-mcp-examplemcp · database | Demonstrates an MCP server with tools, resources, and prompts for a knowledgebase chatbot that queries a ChromaDB vector database for RAG responses. | 62 stars · 22 forks | No one-command install · Source | |
| 133 | 89.2103 | jonthebeef-superdesignmcp · front-end | Integrates Superdesign's design orchestrator with Claude Code to generate UI designs, wireframes, components, logos, and SVG icons through structured… | 76 stars · 13 forks | No one-command install · Source | |
| 134 | 89.1933 | openinsider-mcpmcp · ai-agents | An MCP server that exposes 16 free investment-research signals (insider trades, SEC filings, short data, and live quotes) to any MCP-compatible LLM. | 99 stars · 9 forks | No one-command install · Source | |
| 135 | 89.1072 | vishisht16-humane-proxymcp · ai-agents | AI safety middleware that detects self-harm and criminal intent in LLM prompts. | 29 stars · 29 forks | No one-command install · Source | |
| 136 | 88.9436 | intervals-icu-mcpmcp · ai-agents | A Model Context Protocol (MCP) server for Intervals.icu integration. Access your training data, wellness metrics, and performance analysis through… | 35 stars · 27 forks | No one-command install · Source | |
| 137 | 88.8248 | chemmcpmcp · front-end | ChemMCP is an easy-to-use and extensible chemistry toolkit for LLMs and AI assistants, enabling molecular analysis, property prediction, and reaction… | 71 stars · 13 forks | No one-command install · Source | |
| 138 | 88.7741 | earlmcp · ai-agents | Enables AI agents to safely interact with external services (HTTP, GraphQL, gRPC, Bash, SQL) using HCL templates and OS keychain secrets, preventing… | 113 stars · 7 forks | No one-command install · Source | |
| 139 | 88.7548 | ypollak2-llm-routermcp · ai-agents | Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification… | 76 stars · 11 forks | No one-command install · Source | |
| 140 | 88.7503 | mcp-markdown-ragmcp · search | A Model Context Protocol (MCP) server that provides a local-first RAG engine for your markdown documents. It uses a file-based Milvus vector database… | 61 stars · 18 forks | No one-command install · Source | |
| 141 | 88.5178 | mhalder-qdrantmcp · database | Provides semantic search capabilities using a local Qdrant vector database and OpenAI embeddings for building private knowledge bases and document… | 37 stars · 25 forks | No one-command install · Source | |
| 142 | 88.4716 | devragmcp · search | A lightweight RAG (Retrieval-Augmented Generation) system for Claude Code that enables semantic search over local markdown documents via MCP tools… | 64 stars · 14 forks | No one-command install · Source | |
| 142 | 88.4716 | rileylemm-graphragmcp · database | Combines Neo4j graph database and Qdrant vector database for powerful document search with semantic relevance and structural context expansion through… | 64 stars · 14 forks | No one-command install · Source | |
| 144 | 88.4417 | robdodson-ollama-postgresqlmcp · database | Integrates natural language querying with PostgreSQL databases to enable AI-interpreted data analysis without manual SQL writing. | 62 stars · 15 forks | No one-command install · Source | |
| 145 | 88.3693 | qhdrl12-gemini-image-generatormcp · ai-agents | Enables AI image generation using Google's Gemini 2.0 Flash model with intelligent prompt engineering, automatic filename creation, and configurable… | 34 stars · 25 forks | No one-command install · Source | |
| 146 | 88.2633 | iamsashank09-llm-wiki-kitmcp · ai-agents | Creates persistent AI-maintained wikis that ingest PDFs, URLs, and YouTube videos with cross-referencing. | 62 stars · 14 forks | No one-command install · Source | |
| 147 | 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 | |
| 148 | 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 | |
| 149 | 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 | |
| 150 | 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 | |
| 151 | 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 | |
| 152 | 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 | |
| 153 | 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 | |
| 154 | 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 | |
| 155 | 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 | |
| 156 | 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 | |
| 157 | 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 | |
| 158 | 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 | |
| 159 | 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 | |
| 160 | 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 | |
| 161 | 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 | |
| 162 | 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 | |
| 163 | 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 | |
| 164 | 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 | |
| 165 | 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 | |
| 166 | 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 | |
| 167 | 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 | |
| 168 | 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 | |
| 169 | 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 | |
| 170 | 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 | |
| 171 | 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 | |
| 172 | 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 | |
| 173 | 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 | |
| 174 | 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 | |
| 175 | 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 | |
| 176 | 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 | |
| 177 | 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 | |
| 178 | 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 | |
| 179 | 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 | |
| 180 | 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 | |
| 181 | 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 | |
| 182 | 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 | |
| 183 | 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 | |
| 184 | 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 | |
| 185 | 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 | |
| 186 | 84.7939 | jurasofish-mcpunkmcp · search | MCPunk provides tools for performing Roaming RAG | 56 stars · 6 forks | No one-command install · Source | |
| 187 | 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 | |
| 188 | 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 | |
| 189 | 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 | |
| 190 | 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 | |
| 190 | 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 | |
| 192 | 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 | |
| 193 | 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 | |
| 194 | 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 | |
| 195 | 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 | |
| 196 | 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 | |
| 197 | 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 | |
| 198 | 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 | |
| 199 | 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 | |
| 200 | 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 |
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.