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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
199.6066rocketride-org-rocketride-servermcp · ai-agentsMCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline tool with multi-LLM…12,739 stars · 5,046 forksNo one-command install · Source
298.5705llmsresearch-paperbananamcp · ai-agentsGenerates publication-quality methodology diagrams and statistical plots from text descriptions using a multi-agent pipeline with specialized agents…2,294 stars · 334 forksNo one-command install · Source
398.4931webclawmcp · ai-agentsWeb extraction engine for LLMs with TLS fingerprinting to bypass bot detection, delivering clean markdown output.2,360 stars · 233 forksNo one-command install · Source
498.3747claude-real-videomcp · ai-agentsLets any LLM agent actually watch videos: a watch_video tool takes a URL or local file and returns scene-aware keyframes fused with a timestamped…2,104 stars · 186 forksNo one-command install · Source
597.7556langchain-mcpdocmcp · ai-agentsProvides AI systems with access to documentation from llms.txt files by fetching and parsing content from specified URLs, enabling seamless…1,032 stars · 129 forksNo one-command install · Source
697.4398disler-just-promptmcp · ai-agentsUnified interface for interacting with multiple LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama with parallel…738 stars · 132 forksNo one-command install · Source
797.1920dataeval-dingomcp · ai-agentsMCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation…752 stars · 77 forksNo one-command install · Source
896.3901gannonh-memento-mcpmcp · ai-agentsContributed by SentinelMemento MCP: A Knowledge Graph Memory System for LLMs424 stars · 63 forksNo one-command install · Source
996.3213ai-kline-mcp-servermcp · ai-agentsMCP server for A-share stock technical analysis and AI prediction, enabling LLM-based interaction to analyze stocks.344 stars · 95 forksNo one-command install · Source
1096.3059pyghidra-mcpmcp · ai-agentsExposes Ghidra reverse engineering capabilities via MCP, enabling LLMs and agents to analyze binaries, decompile, search, and edit programs headlessly…421 stars · 57 forksNo one-command install · Source
1196.0219telememmcp · ai-agentsLong-term and multimodal memory for AI agents. Store facts and conversations with add_memory, recall them with search_memories — 8 tools over…486 stars · 35 forksNo one-command install · Source
1296.0099okf-knowledge-agent-mcp-servermcp · ai-agentsAn LLM-managed knowledge base following the Open Knowledge Format (OKF) v0.1 spec. Provides MCP tools: kb_query, kb_add, kb_update, kb_status over…306 stars · 71 forksNo one-command install · Source
1395.8033hotricenoodles-crosslinkmcp · ai-agentsOpen-source LLM proxy gateway with integrated MCP gateway, supporting multi-provider routing, load balancing, rate limiting, caching, and HTTP/SSE…453 stars · 32 forksNo one-command install · Source
1495.7450netbox-mcp-servermcp · ai-agentsRead-only MCP server for NetBox that enables LLMs to query NetBox objects (devices, IPAM, etc.) and change logs through natural language, with field…221 stars · 93 forksNo one-command install · Source
1595.5382aliargun-geminimcp · ai-agentsIntegrates Google's Gemini AI models enabling real-time response streaming and LLM processing capabilities.258 stars · 62 forksNo one-command install · Source
1695.4499ghost-in-the-droidmcp · ai-agentsGive any LLM agent a real Android or iPhone. 62 MCP tools: tap, swipe, type, screenshot, screen-tree reading, app launch, camera, TTS, crash reports…334 stars · 35 forksNo one-command install · Source
1794.9847open-street-mapmcp · ai-agentsEnhances LLM capabilities with location-based services and geospatial data from OpenStreetMap.222 stars · 48 forksNo one-command install · Source
1894.9349disler-nano-agentmcp · ai-agentsBridges OpenAI's Agent SDK with natural language task execution, enabling autonomous agent workflows with file system operations, multi-provider LLM…205 stars · 57 forksNo one-command install · Source
1994.9346alpha-vantage-mcp-servermcp · ai-agentsEnables LLMs and agentic workflows to access real-time and historical stock market data through the Model Context Protocol.210 stars · 53 forksNo one-command install · Source
2094.8369mcp-autopilot-jobhuntmcp · ai-agentsScans 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 forksNo one-command install · Source
2194.6119pwno-mcpmcp · ai-agentsA stateful debugging and binary research system for LLM agents, integrating GDB + pwndbg with MCP for deterministic exploit workflows and…280 stars · 25 forksNo one-command install · Source
2294.3196iluxu-llmbasedosmcp · ai-agentsSecure Arch Linux gateway that bridges LLMs with local system capabilities through specialized servers for file system, email, sync, and agent…292 stars · 20 forksNo one-command install · Source
2394.0535io-github-vouchdev-vouchmcp · ai-agentsReview-gated knowledge base for LLM agents that ensures durable memory via human-approved writes, compiling a wiki with verified citations.91 stars · 62 forksNo one-command install · Source
2493.9229llmtrimmcp · ai-agentsMCP 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 forksNo one-command install · Source
2593.9134mcp-server-wereadmcp · ai-agentsAn MCP server enabling LLMs to access WeChat Reading bookshelf, notes, highlights, and reviews via tools like get_bookshelf, search_books, and…170 stars · 34 forksNo one-command install · Source
2693.8579infinitimeless-lmstudiomcp · ai-agentsBridges Claude with locally running LLM models via LM Studio, enabling users to leverage private models through Claude's interface while maintaining…169 stars · 33 forksNo one-command install · Source
2793.5655sktime-mcpmcp · ai-agentsAn MCP server that enables LLMs to discover, reason about, compose, and execute sktime estimator workflows via a registry-driven semantic engine.27 stars · 110 forksNo one-command install · Source
2893.5353gowtham0992-linkmcp · ai-agentsPersonal knowledge wiki maintained by LLMs with agent-optimized search and graph visualization.180 stars · 24 forksNo one-command install · Source
2993.4576nesquikm-rubber-duckmcp · ai-agentsBridge to multiple OpenAI-compatible LLMs with consensus voting and multi-provider querying176 stars · 24 forksNo one-command install · Source
3093.4198uranid-mnemmcp · ai-agentsRust MCP server providing versioned knowledge graph memory for agents with hybrid GraphRAG retrieval.144 stars · 35 forksNo one-command install · Source
3193.3675pyroprompts-llm-completions-mcpmcp · ai-agentsConnect to OpenAI-compatible chat completion APIs.160 stars · 27 forksNo one-command install · Source
3293.2757auth0mcp · ai-agentsIntegrates with LLMs and AI agents, allowing you to perform various Auth0 management operations using natural language. For instance, you could simply…115 stars · 46 forksNo one-command install · Source
3393.2135elvismdev-mem0-mcp-selfhostedmcp · ai-agentsSelf-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 forksNo one-command install · Source
3492.7603hegelionmcp · ai-agentsAn MCP server that improves LLM reasoning through dialectical argumentation and generates verified code via a player-coach loop.172 stars · 17 forksNo one-command install · Source
3592.5995openfate-bazi-mcpmcp · ai-agentsEnables AI agents to calculate deterministic Bazi (Four Pillars) charts with True Solar Time and Earthly Branch interactions, avoiding LLM…142 stars · 21 forksNo one-command install · Source
3692.5172open-computer-usemcp · ai-agentsMCP server that gives any LLM a managed Docker workspace with live browser, terminal, code execution, document skills, and autonomous sub-agents.118 stars · 28 forksNo one-command install · Source
3792.4586raine-consult-llmmcp · ai-agentsEscalates complex reasoning tasks to more powerful language models (OpenAI o3, Google Gemini 2.5 Pro, DeepSeek Reasoner) by forwarding markdown…132 stars · 22 forksNo one-command install · Source
3892.3345webmcpmcp · ai-agentsMCP server for web search and content extraction using DuckDuckGo or SearXNG, with Playwright-based fetching and LLM-powered data extraction.139 stars · 19 forksNo one-command install · Source
3992.2305chiasmusmcp · ai-agentsMCP 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 forksNo one-command install · Source
4092.1717gmp-code-assistmcp · ai-agentsEnhances LLM responses by grounding them in official Google Maps Platform documentation and code samples via MCP tools for developing applications.105 stars · 29 forksNo one-command install · Source
4191.1302herokumcp · ai-agentsFacilitate seamless interaction between LLMs and the Heroku Platform.81 stars · 29 forksNo one-command install · Source
4290.8937adkit-mcp-servermcp · ai-agentsA lightweight semantic ad-matching engine for LLMs that serves relevant advertisements via MCP, allowing agents to request ads using natural-language…46 stars · 35 forksNo one-command install · Source
4390.3915cove-sensory-mcpmcp · ai-agentsA 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 forksNo one-command install · Source
4490.3496idea-research-dino-xmcp · ai-agentsEmpower LLMs with fine-grained visual understanding — detect, localize, and describe anything in images with natural language prompts.112 stars · 11 forksNo one-command install · Source
4589.9357freellmpoolmcp · ai-agentsMCP server that pools free tiers of multiple LLM providers behind an OpenAI-compatible endpoint, enabling model routing, failover, and usage tracking…95 stars · 12 forksNo one-command install · Source
4689.8211garmin-connect-mcp-servermcp · ai-agentsA Model Context Protocol (MCP) server for Garmin Connect integration. Access your activities, health data, training metrics, and more through Claude…61 stars · 27 forksNo one-command install · Source
4789.6981nighttrek-ollamamcp · ai-agentsBridges Ollama's local large language model runner, enabling low-latency access to the LLM while maintaining data privacy and control.74 stars · 17 forksNo one-command install · Source
4889.3481decisionnode-decisionnodemcp · ai-agentsRecord development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude Code…82 stars · 12 forksNo one-command install · Source
4989.2785jgrants-mcp-servermcp · ai-agentsMCP 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 forksNo one-command install · Source
5089.2693thedaviddias-llms-txt-explorermcp · ai-agentsProvides a bridge for exploring websites with llms.txt files, enabling fetching and parsing of website-specific language model instructions for…77 stars · 13 forksNo one-command install · Source
5189.1933openinsider-mcpmcp · ai-agentsAn 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 forksNo one-command install · Source
5289.1072vishisht16-humane-proxymcp · ai-agentsAI safety middleware that detects self-harm and criminal intent in LLM prompts.29 stars · 29 forksNo one-command install · Source
5388.9436intervals-icu-mcpmcp · ai-agentsA Model Context Protocol (MCP) server for Intervals.icu integration. Access your training data, wellness metrics, and performance analysis through…35 stars · 27 forksNo one-command install · Source
5488.7741earlmcp · ai-agentsEnables AI agents to safely interact with external services (HTTP, GraphQL, gRPC, Bash, SQL) using HCL templates and OS keychain secrets, preventing…113 stars · 7 forksNo one-command install · Source
5588.7548ypollak2-llm-routermcp · ai-agentsSubscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification…76 stars · 11 forksNo one-command install · Source
5688.3693qhdrl12-gemini-image-generatormcp · ai-agentsEnables AI image generation using Google's Gemini 2.0 Flash model with intelligent prompt engineering, automatic filename creation, and configurable…34 stars · 25 forksNo one-command install · Source
5788.2633iamsashank09-llm-wiki-kitmcp · ai-agentsCreates persistent AI-maintained wikis that ingest PDFs, URLs, and YouTube videos with cross-referencing.62 stars · 14 forksNo one-command install · Source
5888.1662pymupdf4llm-mcpmcp · ai-agentsMCP server for exporting PDF to markdown, optimized for LLM consumption.72 stars · 10 forksNo one-command install · Source
5988.1151dramacraftmcp · ai-agentsIntegrates with Jianying (CapCut) and Chinese LLMs to automate short drama video editing, including commentary generation, remix creation, and draft…16 stars · 31 forksNo one-command install · Source
6087.5843agentloopmcp · ai-agentsMCP server that enables AI agents to run a deterministic orchestration loop with decomposition, subagent execution, and review feedback across…57 stars · 13 forksNo one-command install · Source
6187.4704minimax-search-mcp-servermcp · ai-agentsMCP server enabling parallel web search and batch browsing with intelligent content understanding via MiniMax LLM.58 stars · 12 forksNo one-command install · Source
6287.3464yepcode-secure-executionmcp · ai-agentsEnables secure execution of LLM-generated scripts and processes in isolated environments with environment variable management for teams needing to run…45 stars · 20 forksNo one-command install · Source
6387.0907train-in-silencemcp · ai-agentsEnables 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 forksNo one-command install · Source
6486.9413thirdstrandstudio-tool-chainermcp · ai-agentsChains multiple MCP tools together in sequence, passing results between tools without sending large intermediate data back to the LLM, reducing token…58 stars · 10 forksNo one-command install · Source
6586.8948log-mcpmcp · ai-agentsMCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context.99 stars · 5 forksNo one-command install · Source
6686.6460cuttermcp-plusmcp · ai-agentsEnables LLMs to automate reverse engineering tasks using Cutter, including function analysis, decompilation, disassembly, and more.55 stars · 10 forksNo one-command install · Source
6786.5040idassistmcpmcp · ai-agentsEnables 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 forksNo one-command install · Source
6886.4577wattcoinmcp · ai-agentsEarn WATT tokens on Solana by completing tasks in an AI agent marketplace with skills, bounties, and AI inference.5 stars · 47 forksNo one-command install · Source
6986.1254health-auto-export-mcp-servermcp · ai-agentsEnables 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 forksNo one-command install · Source
7086.1216yoelbassin-gnuradiomcpmcp · ai-agentsAn MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts.48 stars · 11 forksNo one-command install · Source
7185.4228yuchen-memory-plusmcp · ai-agentsLightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions.56 stars · 7 forksNo one-command install · Source
7285.2448dragon-brainmcp · ai-agentsOpen-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 forksNo one-command install · Source
7385.1394memory-palacemcp · ai-agentsPersistent semantic memory for AI agents, enabling storage, semantic search, knowledge graph connections, and inter-instance messaging across…46 stars · 9 forksNo one-command install · Source
7485.0925binassistmcpmcp · ai-agentsA bridge between Binary Ninja and LLMs for AI-powered reverse engineering, exposing binary analysis tools through the Model Context Protocol.49 stars · 8 forksNo one-command install · Source
7585.0454arthurcolle-openaimcp · ai-agentsProvides a high-performance bridge between OpenAI and Anthropic models with prompt templating, response streaming, and efficient caching for…35 stars · 16 forksNo one-command install · Source
7683.7217pinkpixel-mindbridgemcp · ai-agentsBridges multiple LLM providers including OpenAI, Anthropic, Google, DeepSeek, OpenRouter, and Ollama through a unified interface, enabling comparison…37 stars · 9 forksNo one-command install · Source
7783.6313vezlo-src-to-kbmcp · ai-agentsConvert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for…39 stars · 8 forksNo one-command install · Source
7883.4479oanhduong-token-ninjamcp · ai-agentsalso listed as token-ninjaMCP server intercepting deterministic shell commands for local execution, bypassing LLM token usage with 765 built-in patterns.38 stars · 8 forksNo one-command install · Source
8083.2884ocean-zhc-apache-seatunnelmcp · ai-agentsInteract with SeaTunnel through LLM interfaces like Claude.33 stars · 10 forksNo one-command install · Source
8183.1347local-skills-mcpmcp · ai-agentsA universal MCP server that enables any LLM or AI agent to access expert skills from your local filesystem.39 stars · 7 forksNo one-command install · Source
8183.1347bornpresident-volatilitymcp · ai-agentsIntegrates the Volatility 3 memory forensics framework with Claude and other MCP-compatible LLMs.39 stars · 7 forksNo one-command install · Source
8383.1280gabrielmaialva33-winx-code-agentmcp · ai-agentsA high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via…34 stars · 9 forksNo one-command install · Source
8482.8571napari-mcp-servermcp · ai-agentsMCP 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 forksNo one-command install · Source
8582.8345gh-mcp-servermcp · ai-agentsAn MCP server that enables designers to interact with Rhino and Grasshopper via LLMs, analyze .3dm files, perform 3D modeling, and automatically…31 stars · 10 forksNo one-command install · Source
8682.6862instrmcpmcp · ai-agentsMCP server for quantum device physics laboratory instrumentation control, enabling LLMs to interact with physics instruments and measurement systems…34 stars · 8 forksNo one-command install · Source
8782.4103itential-mcp-servermcp · ai-agentsMCP server for connecting LLMs to Itential Platform, enabling network automation, workflow orchestration, and platform monitoring.35 stars · 7 forksNo one-command install · Source
8882.2295pschina-deepseek-as-subagentmcp · ai-agentsRun 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 forksNo one-command install · Source
8982.1896kunihiros-claude-codemcp · ai-agentsUse Claude Code with less capable LLMs.34 stars · 7 forksNo one-command install · Source
9082.0894ghidramcpmcp · ai-agentsMCP server that allows LLMs to autonomously reverse engineer applications using Ghidra, exposing tools like decompilation, renaming, and listing…27 stars · 11 forksNo one-command install · Source
9181.7900ai-cli-mcpmcp · ai-agentsEnables running multiple AI CLI tools (Claude, Codex, Gemini, Forge, OpenCode) as background processes with automatic permission handling, allowing…27 stars · 10 forksNo one-command install · Source
9281.7655danielpeter-99-calcom-mcpmcp · ai-agentsMCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.19 stars · 13 forksNo one-command install · Source
9381.5181mnemosmcp · ai-agentsMCP server providing persistent memory, semantic search, versioned storage, webhook fanout, and unified LLM routing for AI agents via FastAPI runtime…31 stars · 7 forksNo one-command install · Source
9481.5049chemlintmcp · ai-agentsAn MCP server that gives LLMs native access to cheminformatics and molecular ML tools, enabling molecular structure manipulation, descriptor…29 stars · 8 forksNo one-command install · Source
9581.4233askuserquestionplusmcp · ai-agentsAn 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 forksNo one-command install · Source
9681.1658modular-mcpmcp · ai-agentsA 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 forksNo one-command install · Source
9781.0502docslicermcp · ai-agentsEnables vectorless RAG by letting LLM clients like Claude and Cursor parse documents, inspect outlines, and retrieve specific sections with heading…35 stars · 5 forksNo one-command install · Source
9881.0259argotmcp · ai-agentsA 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 forksNo one-command install · Source
9980.8892yodolabs-plateau-creative-mcpmcp · ai-agentsAn MCP server that turns Project PLATEAU's 3D city data into scene-editing and glTF export tools for creative LLM agents.31 stars · 6 forksNo one-command install · Source
10080.3793nchan-mcp-transportmcp · ai-agentsA 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 forksNo 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.

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