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 | 83.817 | nonatofabio-local-faissmcp · database | Local vector database using FAISS for semantic search and document retrieval | 33 stars · 12 forks | No one-command install · Source | |
| 202 | 83.783 | 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 | |
| 203 | 83.726 | 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 | |
| 204 | 83.721 | 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 | |
| 205 | 83.715 | 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 | |
| 206 | 83.631 | 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 | |
| 207 | 83.625 | 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 | |
| 208 | 83.447 | 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 | |
| 210 | 83.348 | 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 | |
| 211 | 83.292 | 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 | |
| 212 | 83.288 | ocean-zhc-apache-seatunnelmcp · ai-agents | Interact with SeaTunnel through LLM interfaces like Claude. | 33 stars · 10 forks | No one-command install · Source | |
| 212 | 83.288 | 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 | |
| 214 | 83.287 | 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 | |
| 215 | 83.134 | 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 | |
| 215 | 83.134 | 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 | |
| 217 | 83.128 | 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 | |
| 218 | 83.105 | 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 | |
| 219 | 83.042 | 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 | |
| 220 | 82.905 | 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 | |
| 221 | 82.902 | 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 | |
| 222 | 82.857 | 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 | |
| 223 | 82.834 | 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 | |
| 223 | 82.834 | 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 | |
| 225 | 82.832 | 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 | |
| 226 | 82.739 | 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 | |
| 227 | 82.686 | 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 | |
| 228 | 82.655 | 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 | |
| 229 | 82.544 | 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 | |
| 230 | 82.410 | 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 | |
| 231 | 82.229 | 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 | |
| 232 | 82.189 | 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 | |
| 232 | 82.189 | kunihiros-claude-codemcp · ai-agents | Use Claude Code with less capable LLMs. | 34 stars · 7 forks | No one-command install · Source | |
| 234 | 82.096 | 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 | |
| 235 | 82.089 | 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 | |
| 236 | 81.946 | 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 | |
| 237 | 81.790 | 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 | |
| 238 | 81.774 | 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 | |
| 239 | 81.765 | 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 | |
| 240 | 81.518 | 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 | |
| 241 | 81.504 | 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 | |
| 242 | 81.423 | 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 | |
| 243 | 81.387 | davidvc-code-knowledge-embeddingsmcp · database | A knowledge management tool for code repositories using vector embeddings. | 24 stars · 12 forks | No one-command install · Source | |
| 244 | 81.215 | 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 | |
| 245 | 81.165 | gh-janghyuckyun-youtube-intelligencemcp · back-end | Extracts YouTube video metadata, transcripts, and comments via yt-dlp with server-side LLM summarization, entity extraction, topic segmentation, and… | 51 stars · 3 forks | No one-command install · Source | |
| 245 | 81.165 | modular-mcpmcp · ai-agents | A proxy MCP server that manages multiple upstream MCP servers by grouping them and loading tool schemas on-demand, reducing LLM context usage. | 51 stars · 3 forks | No one-command install · Source | |
| 247 | 81.125 | jean-technologies-writer-blog-searchmcp · database | Connect to your Substack/Medium blogs via their RSS feeds, fetches your posts, and permanently caches them locally. It also generates embeddings for… | 32 stars · 6 forks | No one-command install · Source | |
| 248 | 81.050 | docslicermcp · ai-agents | Enables vectorless RAG by letting LLM clients like Claude and Cursor parse documents, inspect outlines, and retrieve specific sections with heading… | 35 stars · 5 forks | No one-command install · Source | |
| 249 | 81.025 | argotmcp · ai-agents | A local guardrail MCP server that checks agent-written code against a repo's own patterns — learned statistically from its git history, no LLM. | 50 stars · 3 forks | No one-command install · Source | |
| 250 | 81.008 | macrocosm-os-macrocosmos-mcpmcp · search | 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering. | 29 stars · 7 forks | No one-command install · Source | |
| 251 | 80.889 | ai-zerolab-toolboxmcp · front-end | Integrates with external APIs and services to provide command execution, Figma file interaction, and file operations, enhancing LLM capabilities for… | 31 stars · 6 forks | No one-command install · Source | |
| 251 | 80.889 | yodolabs-plateau-creative-mcpmcp · ai-agents | An MCP server that turns Project PLATEAU's 3D city data into scene-editing and glTF export tools for creative LLM agents. | 31 stars · 6 forks | No one-command install · Source | |
| 253 | 80.854 | kamel-irzouni-qwen-maxmcp · back-end | Integrates with Qwen Max large language model via Dashscope API for text generation and analysis tasks in applications. | 24 stars · 10 forks | No one-command install · Source | |
| 253 | 80.854 | inkeep-ragmcp · search | Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and… | 24 stars · 10 forks | No one-command install · Source | |
| 255 | 80.829 | rust-local-ragmcp · search | Provides local document search and retrieval using Rust for high-performance PDF processing and semantic search with Ollama embeddings, automatically… | 34 stars · 5 forks | No one-command install · Source | |
| 256 | 80.740 | minirag-mcpmcp · search | Local-first RAG MCP server that indexes local documents and provides hybrid search (semantic + keyword) with file ingestion, URL fetching, and a CLI… | 65 stars · 2 forks | No one-command install · Source | |
| 257 | 80.662 | sanderkooger-ragdocsmcp · search | Provides semantic document search and retrieval through vector embeddings, enabling context-aware responses backed by specific documentation sources | 30 stars · 6 forks | No one-command install · Source | |
| 258 | 80.478 | qiaomu-llm-mcpmcp · back-end | A local MCP gateway that unifies multiple LLM providers, API keys, routing, and multi-model discussions into a single tool surface. | 46 stars · 3 forks | No one-command install · Source | |
| 259 | 80.379 | nchan-mcp-transportmcp · ai-agents | A high-performance WebSocket/SSE transport layer and gateway for Anthropic's MCP, enabling real-time, scalable AI integrations with LLM agents like… | 29 stars · 6 forks | No one-command install · Source | |
| 260 | 80.345 | msjsc001-omniclip-ragmcp · search | Local-first RAG knowledge base supporting 1290 file formats with semantic search, markdown indexing, and read-only MCP retrieval. | 45 stars · 3 forks | No one-command install · Source | |
| 261 | 80.178 | jamesanz-memory-mcpmcp · ai-agents | An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing… | 21 stars · 11 forks | No one-command install · Source | |
| 262 | 80.165 | olalonde-mcp-humanmcp · devops | When your LLM needs human assistance (through AWS Mechanical Turk) | 26 stars · 7 forks | No one-command install · Source | |
| 263 | 80.050 | allenday-solr-vector-searchmcp · database | Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against… | 20 stars · 11 forks | No one-command install · Source | |
| 264 | 80.000 | math-mcpmcp · back-end | Enable your LLMs to perform accurate numerical calculations with a simple API. Leverage basic arithmetic and statistical functions to enhance your… | 2,058,825 installs | No commit datelisted | No one-command install · Source |
| 265 | 79.931 | riksdag-regering-mcpmcp · ai-agents | Enables LLMs to query and retrieve real-time open data, documents, protocols, and records from the Swedish Parliament (Riksdag) and Government Offices… | 30 stars · 5 forks | No one-command install · Source | |
| 266 | 79.882 | agent-commsmcp · ai-agentsalso listed as exadev-agent-comms | Cross-harness communication mesh for LLM agents enabling rooms, DMs, presence, and visibility over TCP. | 25 stars · 7 forks | No one-command install · Source | |
| 268 | 79.795 | mcp-server-aster-dexmcp · ai-agents | MCP server providing read-only access to Aster DEX volume, points, leaderboard rank, and airdrop eligibility as natural-language tools for LLM agents… | 34 stars · 4 forks | No one-command install · Source | |
| 269 | 79.676 | kazuph-docs-ragmcp · search | Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings. | 17 stars · 11 forks | No one-command install · Source | |
| 270 | 79.648 | tokenmizermcp · ai-agents | Graph-based MCP server for persistent AI memory, session checkpointing, context compression, and cross-session context management for LLM… | 29 stars · 5 forks | No one-command install · Source | |
| 271 | 79.636 | afsim-mcp-servermcp · ai-agents | Enables LLMs and AI agents to interact with AFSIM through standardized MCP tools for scenario management, entity/component control, simulation… | 23 stars · 8 forks | No one-command install · Source | |
| 271 | 79.636 | patchright-mcpmcp · browser | Provides browser automation capabilities using Patchright, enabling LLMs to interact with web pages through structured accessibility snapshots without… | 23 stars · 8 forks | No one-command install · Source | |
| 273 | 79.537 | web-search-mcp-2mcp · search | Provides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical… | 24 stars · 7 forks | No one-command install · Source | |
| 273 | 79.537 | fegis-schema-driven-memorymcp · ai-agents | Compile YAML into semantic LLM tools with structured memory and an emergent knowledge graph. | 24 stars · 7 forks | No one-command install · Source | |
| 273 | 79.537 | lethienhoavn-auto-causal-inferencemcp · database | Automates causal inference analysis on SQLite banking data by using LLM-guided variable classification to generate causal graphs and estimate Average… | 24 stars · 7 forks | No one-command install · Source | |
| 276 | 79.359 | hijaz-postmancermcp · back-end | A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections. | 28 stars · 5 forks | No one-command install · Source | |
| 277 | 79.253 | powershell-mcp-servermcp · ai-agents | A comprehensive Model Context Protocol (MCP) server that enables Claude and other LLM applications to execute PowerShell commands, scripts, and… | 25 stars · 6 forks | No one-command install · Source | |
| 278 | 79.139 | hypersequent-qaspheremcp · ai-agents | Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs. | 23 stars · 7 forks | No one-command install · Source | |
| 279 | 78.908 | cevatkerim-unsplash-mcpmcp · searchalso listed as unsplash-mcp | Unsplash photo search with proper attribution. Returns ready-to-use attribution text and HTML for each photo, making it easy for LLMs to build content… | 24 stars · 6 forks | No one-command install · Source | |
| 281 | 78.688 | isaacwasserman-langchain-tsmcp · other | Enable LangChain workflows for your MCP client. | 35 stars · 3 forks | No one-command install · Source | |
| 282 | 78.629 | mcp-web-toolsmcp · browser | Provides web access capabilities for LLMs including search, fetching, content extraction, PDF reading, image viewing, and screenshots. | 46 stars · 2 forks | No one-command install · Source | |
| 283 | 78.522 | code-contextmcp · github-vcs | Enables semantic code search and understanding by cloning git repositories, splitting code into semantic chunks, and generating embeddings for natural… | 25 stars · 5 forks | No one-command install · Source | |
| 284 | 78.510 | uptimepagemcp · auth | MCP server for Uptimepage uptime monitoring. An LLM client can read your monitors and incidents, run a check on demand, and post incident updates… | 23 stars · 6 forks | No one-command install · Source | |
| 285 | 78.407 | johnneerdael-netskope-mcpmcp · front-end | 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup… | 8 stars · 12 forks | No one-command install · Source | |
| 286 | 78.358 | archimate-mcp-servermcp · back-end | Enables LLMs to create, modify, and analyze ArchiMate architecture models using the ArchiMate 3.2 specification, supporting coArchi2 repositories and… | 20 stars · 8 forks | No one-command install · Source | |
| 287 | 78.177 | n3momcp · database | Deterministic code intelligence engine — indexes 27 languages into a queryable symbol graph for real-time blast-radius analysis, no embeddings or LLM… | 24 stars · 5 forks | No one-command install · Source | |
| 288 | 78.097 | antigravity-internmcp · ai-agents | An MCP server that bridges Claude Code with Antigravity CLI using a Swarm Agent architecture to optimize local development workflows and minimize LLM… | 22 stars · 6 forks | No one-command install · Source | |
| 289 | 78.079 | vic563-memgptmcp · ai-agents | Implements a multi-provider memory system for LLMs, enabling conversation history management and seamless model switching across OpenAI, Anthropic… | 27 stars · 4 forks | No one-command install · Source | |
| 290 | 77.958 | discord-mcp-server-2mcp · back-end | Enables LLMs to read messages, discover channels, send messages, and monitor Discord communities using web scraping without requiring bot permissions… | 14 stars · 10 forks | No one-command install · Source | |
| 291 | 77.842 | crazyrabbitltc-vibecodermcp · ai-agents | Guides LLMs through structured software development workflows with feature clarification, PRD generation, and phase-based tracking using a hybrid… | 18 stars · 9 forks | No one-command install · Source | |
| 292 | 77.754 | typedb-mcp-servermcp · back-end | Enables AI assistants to interact with TypeDB databases, allowing LLMs to execute TypeQL queries, manage databases, and manage users through natural… | 13 stars · 10 forks | No one-command install · Source | |
| 293 | 77.746 | manujbawa-minimemcp · ai-agents | Provides persistent memory management and meta-learning capabilities for software development workflows, featuring sequential thinking, task… | 21 stars · 6 forks | No one-command install · Source | |
| 293 | 77.746 | yairwein-document-indexermcp · search | Monitors local document folders and maintains a searchable vector index using LanceDB and sentence transformers, enabling natural language queries… | 21 stars · 6 forks | No one-command install · Source | |
| 293 | 77.746 | mcp-server-client-demomcp · ai-agents | A demo MCP server with streamable HTTP transport and auto tool registry, enabling LLMs to connect with external data sources and tools. | 21 stars · 6 forks | No one-command install · Source | |
| 296 | 77.567 | uyuni-mcp-servermcp · back-end | Bridges LLMs with Uyuni infrastructure management, enabling natural language system administration such as inspecting systems, managing updates, and… | 12 stars · 10 forks | No one-command install · Source | |
| 297 | 77.489 | wpfleger96-pagerdutymcp · back-end | Exposes PagerDuty API functionality to LLMs. | 8 stars · 11 forks | No one-command install · Source | |
| 298 | 77.488 | estevaom-journal-ragmcp · search | Enables semantic search through personal markdown journal entries using vector database technology for effortless retrieval of past experiences… | 25 stars · 4 forks | No one-command install · Source | |
| 299 | 77.436 | cloudwerx-diffugenmcp · back-end | CloudWerx's DiffuGen provides a flexible image generation server that supports multiple stable diffusion models with advanced configuration options… | 19 stars · 7 forks | No one-command install · Source | |
| 300 | 77.366 | zellij-mcp-servermcp · back-end | Enables comprehensive management of Zellij terminal workspace sessions, including session, pane, tab, plugin, layout operations, and LLM completion… | 22 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.