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 | 94.8399 | maxmsp-mcp-servermcp · back-end | Enables LLMs to directly understand and generate Max patches via the Model Context Protocol. | 266 stars · 30 forks | No one-command install · Source | |
| 102 | 94.8369 | mcp-autopilot-jobhuntmcp · ai-agents | Scans 130+ company careers pages and scores every role against your resume with an LLM (0–100), surfacing top matches. Drafts tailored cover letters… | 206 stars · 50 forks | No one-command install · Source | |
| 103 | 94.6443 | athina-aiobservability · observability | Athina AI provides developer-focused LLM monitoring and eval framework — real-time inference logging, automated evals, and regression detection in CI. | 301 stars · 23 forks | No one-command install · Source | |
| 104 | 94.6301 | abhigyan-shekhar-waggle-mcpmcp · database | Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph… | 39 stars · 138 forks | No one-command install · Source | |
| 105 | 94.6119 | pwno-mcpmcp · ai-agents | A stateful debugging and binary research system for LLM agents, integrating GDB + pwndbg with MCP for deterministic exploit workflows and… | 280 stars · 25 forks | No one-command install · Source | |
| 106 | 94.5694 | claude-context-localmcp · database | Provides local semantic code search using EmbeddingGemma embeddings and FAISS vector indexing with intelligent AST chunking for Python, JavaScript… | 236 stars · 30 forks | No one-command install · Source | |
| 107 | 94.4555 | hannesrudolph-qdrant-docs-ragmcp · search | Real-time documentation context through vector-based search and retrieval via Qdrant. | 265 stars · 24 forks | No one-command install · Source | |
| 108 | 94.3196 | iluxu-llmbasedosmcp · ai-agents | Secure Arch Linux gateway that bridges LLMs with local system capabilities through specialized servers for file system, email, sync, and agent… | 292 stars · 20 forks | No one-command install · Source | |
| 109 | 94.3023 | qpd-v-ragdocsmcp · search | Integrates semantic search and retrieval of documentation using a vector database (Qdrant), enabling efficient access to large document collections. | 136 stars · 60 forks | No one-command install · Source | |
| 110 | 94.2865 | apify-rag-web-browsermcp · browser | Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. | 208 stars · 30 forks | No one-command install · Source | |
| 111 | 94.2551 | omar-haris-smart-codingmcp · database | Semantic code search using local AI embeddings for intelligent code discovery. | 200 stars · 32 forks | No one-command install · Source | |
| 112 | 94.0535 | io-github-vouchdev-vouchmcp · ai-agents | Review-gated knowledge base for LLM agents that ensures durable memory via human-approved writes, compiling a wiki with verified citations. | 91 stars · 62 forks | No one-command install · Source | |
| 113 | 94.0033 | stippi-code-assistantmcp · back-end | Rust-based code exploration server that enables reading, writing, and understanding codebases through autonomous navigation, file summarization, and… | 180 stars · 32 forks | No one-command install · Source | |
| 114 | 93.9690 | 34892002-bilibili-mcp-jsmcp · search | A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. | 192 stars · 28 forks | No one-command install · Source | |
| 115 | 93.9490 | aisix-ai-gatewaymcp · back-end | Self-hosted MCP gateway that registers upstream MCP servers and fronts them behind one governed Streamable HTTP endpoint: per-tool access control by… | 168 stars · 36 forks | No one-command install · Source | |
| 116 | 93.9229 | llmtrimmcp · ai-agents | MCP server and local proxy that compresses LLM prompts, tool output, and replies to cut token cost, with a quality gate that reverts any step that… | 222 stars · 22 forks | No one-command install · Source | |
| 117 | 93.9134 | rawveg-ollamamcp · devops | Integrates Ollama's local LLM models with MCP-compatible applications, enabling on-premise AI processing and custom model deployment while maintaining… | 170 stars · 34 forks | No one-command install · Source | |
| 117 | 93.9134 | mcp-server-wereadmcp · ai-agents | An MCP server enabling LLMs to access WeChat Reading bookshelf, notes, highlights, and reviews via tools like get_bookshelf, search_books, and… | 170 stars · 34 forks | No one-command install · Source | |
| 119 | 93.8773 | rectalogic-langchainmcp · other | Use MCP tools within LangChain-powered applications. | 206 stars · 24 forks | No one-command install · Source | |
| 120 | 93.8579 | infinitimeless-lmstudiomcp · ai-agents | Bridges Claude with locally running LLM models via LM Studio, enabling users to leverage private models through Claude's interface while maintaining… | 169 stars · 33 forks | No one-command install · Source | |
| 121 | 93.5717 | elonjask-reqablemcp · database | Captures and analyzes HTTP and WebSocket traffic from Reqable proxy with local SQLite storage, domain statistics, API shape inference, and code… | 238 stars · 17 forks | No one-command install · Source | |
| 122 | 93.5655 | sktime-mcpmcp · ai-agents | An MCP server that enables LLMs to discover, reason about, compose, and execute sktime estimator workflows via a registry-driven semantic engine. | 27 stars · 110 forks | No one-command install · Source | |
| 123 | 93.5353 | gowtham0992-linkmcp · ai-agents | Personal knowledge wiki maintained by LLMs with agent-optimized search and graph visualization. | 180 stars · 24 forks | No one-command install · Source | |
| 124 | 93.5314 | mlit-geospatial-mcp-servermcp · back-end | Enables LLMs to search and retrieve Japanese real estate data through unified access to the MLIT Real Estate Information Library API, supporting over… | 185 stars · 23 forks | No one-command install · Source | |
| 125 | 93.4600 | sirmews-pineconemcp · database | Leverage Pinecone vector databases for semantic search and RAG. | 150 stars · 33 forks | No one-command install · Source | |
| 126 | 93.4576 | nesquikm-rubber-duckmcp · ai-agents | Bridge to multiple OpenAI-compatible LLMs with consensus voting and multi-provider querying | 176 stars · 24 forks | No one-command install · Source | |
| 127 | 93.4198 | uranid-mnemmcp · ai-agents | Rust MCP server providing versioned knowledge graph memory for agents with hybrid GraphRAG retrieval. | 144 stars · 35 forks | No one-command install · Source | |
| 128 | 93.3675 | pyroprompts-llm-completions-mcpmcp · ai-agents | Connect to OpenAI-compatible chat completion APIs. | 160 stars · 27 forks | No one-command install · Source | |
| 129 | 93.2757 | auth0mcp · ai-agents | Integrates with LLMs and AI agents, allowing you to perform various Auth0 management operations using natural language. For instance, you could simply… | 115 stars · 46 forks | No one-command install · Source | |
| 130 | 93.2135 | elvismdev-mem0-mcp-selfhostedmcp · ai-agents | Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero-config OAT auth, split-model… | 107 stars · 46 forks | No one-command install · Source | |
| 131 | 93.1911 | dicklesworthstone-llm-gatewaymcp · devops | Unified gateway for managing multiple LLM providers with automatic model selection, semantic caching, and cost optimization features for reliable… | 158 stars · 25 forks | No one-command install · Source | |
| 132 | 93.0747 | noapi-google-search-mcpmcp · back-end | An MCP server that gives local LLMs access to Google search, live feeds, YouTube transcriptions, OCR, and more — all without API keys, using headless… | 128 stars · 35 forks | No one-command install · Source | |
| 133 | 93.0314 | signoz-mcp-servermcp · observability | Enables AI assistants and LLMs to query SigNoz observability data (metrics, traces, logs, alerts, dashboards) using natural language. | 117 stars · 43 forks | No one-command install · Source | |
| 134 | 92.7603 | hegelionmcp · ai-agents | An MCP server that improves LLM reasoning through dialectical argumentation and generates verified code via a player-coach loop. | 172 stars · 17 forks | No one-command install · Source | |
| 135 | 92.5995 | openfate-bazi-mcpmcp · ai-agents | Enables AI agents to calculate deterministic Bazi (Four Pillars) charts with True Solar Time and Earthly Branch interactions, avoiding LLM… | 142 stars · 21 forks | No one-command install · Source | |
| 136 | 92.5172 | open-computer-usemcp · ai-agents | MCP server that gives any LLM a managed Docker workspace with live browser, terminal, code execution, document skills, and autonomous sub-agents. | 118 stars · 28 forks | No one-command install · Source | |
| 137 | 92.4647 | dhakalnirajan-blendermcp · other | Integrates Blender with local AI models via Ollama, enabling natural language control of 3D modeling tasks including object creation, modification… | 112 stars · 30 forks | No one-command install · Source | |
| 138 | 92.4586 | raine-consult-llmmcp · ai-agents | Escalates complex reasoning tasks to more powerful language models (OpenAI o3, Google Gemini 2.5 Pro, DeepSeek Reasoner) by forwarding markdown… | 132 stars · 22 forks | No one-command install · Source | |
| 139 | 92.4280 | google-ai-mode-mcp-servermcp · back-end | Enables any MCP-compatible LLM to perform AI-powered web research using Google's AI Mode, returning synthesized and cited answers instead of raw… | 150 stars · 18 forks | No one-command install · Source | |
| 140 | 92.4192 | nkapila6-mcp-local-ragmcp · back-end | "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed. | 133 stars · 21 forks | No one-command install · Source | |
| 141 | 92.3345 | webmcpmcp · ai-agents | MCP server for web search and content extraction using DuckDuckGo or SearXNG, with Playwright-based fetching and LLM-powered data extraction. | 139 stars · 19 forks | No one-command install · Source | |
| 142 | 92.2405 | nirholas-three-wsmcp · auth | 3D AI agent platform for browsers with avatar management, LLM integration, on-chain identity, and OAuth 2.1 MCP access. | 108 stars · 28 forks | No one-command install · Source | |
| 143 | 92.2305 | chiasmusmcp · ai-agents | MCP server that gives LLMs access to formal verification via Z3 and SWI-Prolog, plus tree-sitter-based source code analysis. Translates natural… | 213 stars · 11 forks | No one-command install · Source | |
| 144 | 92.2058 | asdecided-coremcp · front-end | Provides deterministic, read-only access to engineering decisions, requirements, and designs stored as Markdown in a repository, enabling agents to… | 292 stars · 9 forks | No one-command install · Source | |
| 145 | 92.1717 | gmp-code-assistmcp · ai-agents | Enhances LLM responses by grounding them in official Google Maps Platform documentation and code samples via MCP tools for developing applications. | 105 stars · 29 forks | No one-command install · Source | |
| 146 | 92.1420 | madarco-ragrabbitmcp · search | Integrates with RagRabbit to crawl websites, generate vector embeddings, and enable search and question answering from indexed content for… | 135 stars · 18 forks | No one-command install · Source | |
| 147 | 92.1230 | code-pathfindermcp · search | AI-native static code analysis with call graphs, data flow tracing, type inference, and symbol search for Python and Go. | 140 stars · 17 forks | No one-command install · Source | |
| 148 | 92.0791 | sheawinkler-contextlatticemcp · search | Structured context management for LLMs with hierarchical organization and retrieval. | 153 stars · 15 forks | No one-command install · Source | |
| 148 | 92.0791 | pulik-io-memorymcp · search | Provides persistent memory storage across different AI sessions using semantic search and RAG capabilities, maintaining user context, preferences, and… | 153 stars · 15 forks | No one-command install · Source | |
| 150 | 91.8410 | avivsinai-langfuse-mcpmcp · observability | Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications. | 105 stars · 24 forks | No one-command install · Source | |
| 151 | 91.6833 | danilop-aws-lambdamcp · back-end | Enables LLMs to interact with AWS Lambda functions, providing access to private resources, AWS services, and Lambda's capabilities for data processing… | 109 stars · 20 forks | No one-command install · Source | |
| 152 | 91.6580 | khromov-svelte-llmmcp · front-end | Provides Svelte 5 and SvelteKit documentation access with automated content syncing from the official repository, offering both raw and AI-optimized… | 160 stars · 12 forks | No one-command install · Source | |
| 153 | 91.6333 | kuzumcp · database | Bridge to Kuzu graph databases. Enables LLMs to inspect database schemas and execute queries. | 42 stars · 42 forks | No one-command install · Source | |
| 154 | 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 | |
| 155 | 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 | |
| 156 | 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 | |
| 157 | 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 | |
| 158 | 91.1302 | herokumcp · ai-agents | Facilitate seamless interaction between LLMs and the Heroku Platform. | 81 stars · 29 forks | No one-command install · Source | |
| 159 | 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 | |
| 160 | 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 | |
| 161 | 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 | |
| 162 | 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 | |
| 163 | 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 | |
| 164 | 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 | |
| 165 | 90.5548 | vellum-evalseval · observability | Vellum evaluation SDK for running LLM test suites with custom metrics, dataset pinning, and CI workflow integration. | 82 stars · 20 forks | No one-command install · Source | |
| 166 | 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 | |
| 167 | 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 | |
| 168 | 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 | |
| 169 | 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 | |
| 170 | 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 | |
| 171 | 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 | |
| 172 | 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 | |
| 173 | 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 | |
| 174 | 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 | |
| 175 | 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 | |
| 176 | 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 | |
| 177 | 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 | |
| 178 | 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 | |
| 179 | 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 | |
| 180 | 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 | |
| 181 | 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 | |
| 182 | 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 | |
| 183 | 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 | |
| 184 | 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 | |
| 185 | 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 | |
| 186 | 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 | |
| 187 | 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 | |
| 188 | 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 | |
| 189 | 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 | |
| 190 | 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 | |
| 191 | 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 | |
| 192 | 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 | |
| 193 | 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 | |
| 194 | 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 | |
| 195 | 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 | |
| 196 | 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 | |
| 196 | 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 | |
| 198 | 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 | |
| 199 | 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 | |
| 200 | 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 |
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.