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 | 86.121 | 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 | |
| 102 | 85.422 | 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 | |
| 103 | 85.244 | 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 | |
| 104 | 85.139 | 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 | |
| 105 | 85.092 | 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 | |
| 106 | 85.045 | 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 | |
| 107 | 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 | |
| 108 | 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 | |
| 109 | 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 | |
| 111 | 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 | |
| 112 | 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 | |
| 112 | 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 | |
| 114 | 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 | |
| 115 | 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 | |
| 116 | 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 | |
| 117 | 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 | |
| 118 | 82.639 | 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 | |
| 119 | 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 | |
| 120 | 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 | |
| 121 | 82.189 | kunihiros-claude-codemcp · ai-agents | Use Claude Code with less capable LLMs. | 34 stars · 7 forks | No one-command install · Source | |
| 122 | 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 | |
| 123 | 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 | |
| 124 | 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 | |
| 125 | 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 | |
| 126 | 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 | |
| 127 | 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 | |
| 128 | 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 | |
| 129 | 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 | |
| 130 | 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 | |
| 131 | 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 | |
| 132 | 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 | |
| 133 | 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 | |
| 134 | 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 | |
| 135 | 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 | |
| 137 | 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 | |
| 138 | 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 | |
| 139 | 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 | |
| 140 | 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 | |
| 141 | 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 | |
| 142 | 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 | |
| 143 | 78.908 | unsplash-mcpmcp · ai-agents | An MCP server for searching and retrieving photos from Unsplash with proper attribution, designed for LLMs building content pages. | 24 stars · 6 forks | No one-command install · Source | |
| 144 | 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 | |
| 145 | 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 | |
| 146 | 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 | |
| 147 | 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 | |
| 147 | 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 | |
| 149 | 77.305 | mcp-as-a-judgemcp · ai-agentsalso listed as othervibes-as-a-judge | A validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality… | 17 stars · 9 forks | No one-command install · Source | |
| 149 | 77.305 | emzimmer-mozilla-readability-parsermcp · ai-agents | Integrates Mozilla's Readability algorithm to extract and transform webpage content into clean, LLM-optimized Markdown. | 17 stars · 9 forks | No one-command install · Source | |
| 152 | 77.143 | elysia-mcp-servermcp · ai-agents | Enables creating high-performance MCP servers using Bun and Elysia, exposing resources, tools, and prompts to LLMs via SSE transport. | 24 stars · 4 forks | No one-command install · Source | |
| 153 | 76.462 | ia-qa-com-mcp-llm-and-rag-testing-dev-qa-toolboxmcp · ai-agents | IA-QA as an MCP Server Use IA-QA's developer tools to test your llm agents RAG ai tools, directly from Cursor, Claude Desktop, Windsurf, or any AI… | 12,754 installs | No commit datelisted | No one-command install · Source |
| 154 | 76.443 | rachittshah-llm-councilmcp · ai-agents | Multi-LLM deliberation council with voting, debate, synthesis, critique, and verification protocols. | 26 stars · 3 forks | No one-command install · Source | |
| 155 | 76.275 | ib-async-mcp-servermcp · ai-agents | Enables read-only access to Interactive Brokers data including contracts, market data, news, fundamentals, and portfolio/account information for LLM… | 18 stars · 6 forks | No one-command install · Source | |
| 156 | 76.242 | agent-browser-mcpmcp · ai-agents | An MCP server that provides browser automation capabilities, enabling LLMs to control a web browser for navigation, interaction, and data extraction. | 13 stars · 9 forks | No one-command install · Source | |
| 156 | 76.242 | infinitimeless-claude-lmstudio-bridgemcp · ai-agents | Bridges Claude with local LLMs running in LM Studio, enabling direct access to local model capabilities for text generation and chat completions while… | 13 stars · 9 forks | No one-command install · Source | |
| 158 | 76.160 | adaptixc2-mcp-servermcp · ai-agents | Enables LLM agents to interact with and automate operations with the AdaptixC2 framework via the MCP protocol. | 25 stars · 3 forks | No one-command install · Source | |
| 159 | 75.737 | superpowers-mcpmcp · ai-agents | An MCP server that makes superpowers skills available to any LLM that supports the Model Context Protocol. | 17 stars · 6 forks | No one-command install · Source | |
| 159 | 75.737 | databricks-genie-mcpmcp · ai-agents | Connects to the Databricks Genie API, enabling LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational… | 17 stars · 6 forks | No one-command install · Source | |
| 161 | 75.646 | framesailmcp · ai-agents | Create long-form (faceless YouTube) videos end to end from any MCP client: script, locked character references, storyboard, voiceover, and final video… | 11,533 installs | No commit datelisted | No one-command install · Source |
| 162 | 75.528 | charmhealth-mcp-servermcp · ai-agents | An MCP server for CharmHealth EHR that allows LLMs and MCP clients to interact with patient records, encounters, and practice information. | 10 stars · 9 forks | No one-command install · Source | |
| 163 | 75.467 | asmith26-jupytercad-mcpmcp · ai-agents | An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language. | 20 stars · 4 forks | No one-command install · Source | |
| 163 | 75.467 | thealmanacmcp · ai-agents | Enables programmers to search, download, and access up-to-date API and software documentation through MCP tools, integrating with LLMs like Claude for… | 20 stars · 4 forks | No one-command install · Source | |
| 165 | 75.153 | jamesanz-cross-llm-mcpmcp · ai-agents | An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across… | 16 stars · 6 forks | No one-command install · Source | |
| 166 | 75.006 | activitypub-mcp-servermcp · ai-agentsalso listed as cameronrye-activitypub-mcp | A comprehensive MCP server that enables LLMs like Claude to explore and interact with the existing Fediverse through standardized MCP tools… | 17 stars · 5 forks | No one-command install · Source | |
| 168 | 74.652 | gzoonet-cortexmcp · ai-agents | Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph… | 21 stars · 3 forks | No one-command install · Source | |
| 169 | 74.422 | 20alexl-claude-engrammcp · ai-agents | Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns… | 16 stars · 5 forks | No one-command install · Source | |
| 170 | 74.013 | menjometremcp · ai-agents | Menjometre is an independent observatory of Catalan public spending. This MCP server gives any LLM client read-only access to the full dataset and the… | 9,347 installs | No commit datelisted | No one-command install · Source |
| 171 | 73.972 | lunfengchen-gatewaymcp · ai-agents | Aggregates multiple MCP servers into unified tool interfaces to reduce LLM context occupation | 17 stars · 4 forks | No one-command install · Source | |
| 171 | 73.972 | atlamcp · ai-agents | Provides a standardized interface for evaluating LLM responses against single or multiple criteria, returning both numerical scores and textual… | 17 stars · 4 forks | No one-command install · Source | |
| 173 | 73.756 | lior-ps-multi-llm-cross-checkmcp · ai-agents | Provides a unified interface for querying multiple LLM providers simultaneously, enabling side-by-side response comparison for fact-checking… | 15 stars · 5 forks | No one-command install · Source | |
| 174 | 73.713 | ibkr-portfolio-builder-mcpmcp · ai-agents | A remote MCP server for top-down portfolio construction with Interactive Brokers, exposing a typed catalog of screeners, news access, and account… | 19 stars · 3 forks | No one-command install · Source | |
| 175 | 73.568 | mcp-stealth-chromemcp · ai-agents | Provides 133 stealth tools for AI agents to bypass Cloudflare, Turnstile, and reCAPTCHA, including LLM-optimized actions like describe_page and… | 23 stars · 2 forks | No one-command install · Source | |
| 176 | 72.843 | smart-ai-memory-empathy-frameworkmcp · ai-agents | Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with… | 13 stars · 6 forks | No one-command install · Source | |
| 177 | 72.803 | expedia-travel-recommendations-mcpmcp · ai-agents | MCP server for Expedia travel recommendations. Enables LLMs to search hotels, flights, activities, and car rentals using natural language. | 21 stars · 2 forks | No one-command install · Source | |
| 178 | 72.722 | simonutd-ai-cognitive-nexusmcp · ai-agents | Creates and manages autonomous AI agent teams for collaborative problem-solving and task execution, maintaining persistent team configurations… | 15 stars · 4 forks | No one-command install · Source | |
| 179 | 72.702 | tiger-memory-mcp-servermcp · ai-agents | A simple memory system that allows LLMs to store and retrieve information via the Model Context Protocol. | 30 stars · 1 fork | No one-command install · Source | |
| 180 | 72.060 | azure-openai-llm-cookbookworkflow · ai-agents | A one-stop hub with 100+ Azure OpenAI sample code organized by topic for quick reference | 16 stars · 3 forks | No one-command install · Source | |
| 181 | 71.388 | vision-memory-mcpmcp · ai-agents | Persistent visual cache for LLM-driven software development. Caches screenshots using perceptual hashing, vector search, and AX trees to prevent token… | 60 stars | No one-command install · Source | |
| 182 | 71.333 | anaisbetts-computer-usemcp · ai-agents | Control a local desktop — mouse, keyboard, screenshots, and drag — compatible with OpenAI Computer Use Agent spec. | 18 stars · 2 forks | No one-command install · Source | |
| 182 | 71.333 | medsci-agentmcp · ai-agents | An open source biomedical research agent that provides LLMs with 28 tools for drug discovery, protein analysis, literature search, medical imaging… | 18 stars · 2 forks | No one-command install · Source | |
| 184 | 70.795 | mcp-thinking-servermcp · ai-agents | A powerful MCP server that enhances LLMs with advanced sequential thinking capabilities, supporting 19 thinking modes for structured reasoning and… | 17 stars · 2 forks | No one-command install · Source | |
| 185 | 70.564 | tykolt-kremismcp · ai-agents | Deterministic knowledge graph MCP server. Single binary, zero LLM/embedding calls in the bridge, BLAKE3 state hashing, canonical KREX export for… | 14 stars · 3 forks | No one-command install · Source | |
| 185 | 70.564 | midas-memory-mcpmcp · ai-agents | Local-first, source-traceable memory for AI agents — no LLM at ingest, $0 per message, zero data egress. Gives Claude Code, Cursor, and any MCP client… | 14 stars · 3 forks | No one-command install · Source | |
| 185 | 70.564 | airi-androidmcp · ai-agents | A MCP server that enables LLMs to control Android devices via ADB, supporting input, UI hierarchy, device management, and shell commands. | 14 stars · 3 forks | No one-command install · Source | |
| 188 | 70.328 | vertex-ai-memory-bank-mcp-servermcp · ai-agents | Enables LLMs to generate and retrieve long-term memories using Vertex AI Memory Bank, with tools for memory initialization, generation, retrieval… | 12 stars · 4 forks | No one-command install · Source | |
| 189 | 70.210 | protein-design-mcpmcp · ai-agents | An MCP server that gives LLM agents access to computational protein design tools. | 16 stars · 2 forks | No one-command install · Source | |
| 190 | 69.750 | wklee610-kafka-mcpmcp · ai-agents | MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind). | 13 stars · 3 forks | No one-command install · Source | |
| 191 | 69.508 | blendermcpmcp · ai-agents | MCP server that integrates Blender with CSM.ai 3D assets and LLM agents, enabling AI-assisted 3D modeling and animation through natural language… | 19 forks | No one-command install · Source | |
| 192 | 69.349 | shortcuts-mcpmcp · ai-agents | Connects LLMs to your macOS Shortcuts library, enabling interactive workflows, discovery, and management through AppleScript and CLI integration. | 11 stars · 4 forks | No one-command install · Source | |
| 193 | 69.000 | humanloop-evalseval · ai-agents | Humanloop Python SDK with integrated evals, dataset versioning, and human + LLM judge scoring for production pipelines. | 12 stars · 3 forks | No one-command install · Source | |
| 194 | 68.715 | leeroopedia-mcp-servermcp · ai-agents | MCP server that turns AI coding agents into ML/AI experts by providing best-practice knowledge for fine-tuning, inference optimization, agent… | 14 stars · 2 forks | No one-command install · Source | |
| 195 | 68.220 | aliivaezii-kpi-lensmcp · ai-agents | Supply chain intelligence platform with anomaly detection and LLM root-cause analysis. | 10 stars · 4 forks | No one-command install · Source | |
| 196 | 68.063 | unsloth-llm-fine-tuningmcp · ai-agents | Unsloth's MCP server optimizes large language model fine-tuning by reducing VRAM usage and training time, supporting 4-bit quantization and extended… | 7 stars · 6 forks | No one-command install · Source | |
| 197 | 68.021 | sagemcp · ai-agents | Universal development assistant that automatically selects optimal models across OpenAI, Anthropic, Google Gemini, OpenRouter, and local Ollama based… | 11 stars · 3 forks | No one-command install · Source | |
| 197 | 68.021 | globus-mcpmcp · ai-agents | MCP server enabling LLMs to manage Globus data transfers and compute tasks. | 11 stars · 3 forks | No one-command install · Source | |
| 199 | 67.900 | vnc-mcpmcp · ai-agents | Enables MCP-compatible LLMs to interact with any desktop accessible over VNC, providing tools for screen reading (OCR), mouse and keyboard control… | 13 stars · 2 forks | No one-command install · Source | |
| 200 | 67.778 | context-coder-mcpmcp · ai-agents | Loads entire codebase into LLM context for AI-assisted code understanding and editing. | 17 stars · 1 fork | No one-command install · Source |
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.