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

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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11,931 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
140163.896live-memorymcp · ai-agentsMCP server providing shared working memory for collaborative AI agents, with real-time notes and LLM-consolidated structured memory bank.8 stars · 3 forksNo one-command install · Source
140163.896sunflowerslwtech-mcp-creator-growthmcp · ai-agentsIntelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and…8 stars · 3 forksNo one-command install · Source
140163.896ds-web-localmcp · ai-agentsPluggable local agent capability hub that gives web-based DeepSeek local Agent capabilities (MCP/file operations/skills/desktop automation) and lets…8 stars · 3 forksNo one-command install · Source
140163.896motion-previs-mcpmcp · ai-agentsEnables AI agents to import video footage, trim ranges, run motion analysis (camera, actor, object, or full scene), export depth passes and pose data…8 stars · 3 forksNo one-command install · Source
140163.896renef-mcpmcp · ai-agentsMCP server for Renef, providing dynamic instrumentation and reverse engineering capabilities for Android ARM64, including native hooking, Java…8 stars · 3 forksNo one-command install · Source
140163.896memoryclawmcp · ai-agentsEnables AI agents to store and retrieve persistent memories using BM25 search, allowing them to remember past conversations and context across…8 stars · 3 forksNo one-command install · Source
140163.896elhamid-llm-councilmcp · ai-agentsMulti-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej…8 stars · 3 forksNo one-command install · Source
140163.896claude-c2mcp · ai-agentsEnables natural language command and control of remote systems across multiple platforms through Claude AI using the Model Context Protocol.8 stars · 3 forksNo one-command install · Source
140163.896jamesanz-system-prompts-mcp-servermcp · ai-agentsExposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or…8 stars · 3 forksNo one-command install · Source
140163.896claude-slackmcp · ai-agentsChannel-based messaging system that enables Slack-like communication infrastructure across projects and agent hierarchies with SQLite persistence…8 stars · 3 forksNo one-command install · Source
140163.896mattjegan-swarmia-mcpmcp · ai-agentsRead-only MCP server to help gather metrics from [Swarmia](swarmia.com) for quick reporting.8 stars · 3 forksNo one-command install · Source
140163.8960x1abin-matter-controller-mcpmcp · ai-agentsAn MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.8 stars · 3 forksNo one-command install · Source
140163.896directusmcp · ai-agentsIntegrates with Directus CMS instances to manage content, schema, files, workflows, and user permissions through CRUD operations, automation triggers…8 stars · 3 forksNo one-command install · Source
140163.896serial-hardware-bridgemcp · ai-agentsBridges LLMs with physical hardware through serial communication, enabling real-world interaction via configurable commands for IoT projects and…8 stars · 3 forksNo one-command install · Source
141563.694commitloremcp · ai-agentsGit-native decision memory for coding agents: stores constraints, ruled-out alternatives, and warnings as git trailers and refs/notes, returning only…9 stars · 2 forksNo one-command install · Source
141563.694drawio-engineering-mcpmcp · ai-agentsEnables AI agents to generate, view, and analyze engineering diagrams (RF, PCB, EMC) in draw.io using natural language prompts, with auto-layout and…9 stars · 2 forksNo one-command install · Source
141563.694songforge-mcpmcp · ai-agentsGenerates original AI music through Claude, powered by ACE-Step 1.5, running entirely on your local machine with no cloud dependency.9 stars · 2 forksNo one-command install · Source
141563.694localantmcp · ai-agentsLocalAnt is a local-first MCP gateway that lets ChatGPT control your PC through approved, permissioned tools for shell commands, file management…9 stars · 2 forksNo one-command install · Source
141563.694schemabrainmcp · ai-agentsSchemaBrain is an MCP server that sits between AI agents (Claude, Cursor, Windsurf) and your SQL database as a read-only trust + intelligence layer…9 stars · 2 forksNo one-command install · Source
141563.694maltego-mcpmcp · ai-agentsEnables LLMs to author Maltego .mtgx graph files and perform OSINT lookups, with an optional transform layer for pivoting into MISP, TheHive, Cortex…9 stars · 2 forksNo one-command install · Source
141563.694zfy465914233-lore-agentmcp · ai-agentsLocal knowledge agent MCP server with BM25 retrieval and web research integration for querying and saving research notes.9 stars · 2 forksNo one-command install · Source
141563.694qdrant-docs-mcp-servermcp · ai-agentsA read-only MCP server providing curated Qdrant documentation for LLMs, enabling retrieval of the latest and most accurate documentation.9 stars · 2 forksNo one-command install · Source
141563.694ravisharma46-leak-canarymcp · ai-agentsDetect and analyze Android memory leaks via LeakCanary with tools for leak listing, root cause analysis, and fix suggestions.9 stars · 2 forksNo one-command install · Source
141563.694beach-mcp-memorymcp · ai-agentsLong-term memory system for AI coding agents on Cloudflare Workers with OAuth 2.1 and 7 memory management tools.9 stars · 2 forksNo one-command install · Source
141563.694krea-mcp-servermcp · ai-agentsMCP server for Krea.ai enabling AI image and video generation using models like Flux, Hailuo, Runway, Kling, and others via natural language prompts.9 stars · 2 forksNo one-command install · Source
141563.694vecfsmcp · ai-agentsVecFS is a lightweight, local-first vector storage specification and implementation for AI agent long-term memory. It provides an MCP server enabling…9 stars · 2 forksNo one-command install · Source
141563.694tonytranrp-cheat-enginemcp · ai-agentsNative Cheat Engine plugin bridge with 210 tools for process attachment, memory access, pointer chains, scans, Lua scripting, and cheat table…9 stars · 2 forksNo one-command install · Source
141563.694sushimcp · ai-agentsDelivers documentation context from various technology sources to improve code generation by fetching and serving relevant llms.txt documentation on…9 stars · 2 forksNo one-command install · Source
141563.694jkalasas-artifexmcp · ai-agentsMulti-provider image generation with Antigravity and OpenAI DALL-E support, including session-based character consistency, aspect ratios, and image…9 stars · 2 forksNo one-command install · Source
141563.694impart-mcpmcp · ai-agentsalso listed as j3n5en-impart-agent-orchestratorAn agent orchestration layer that wraps expert agents as MCP tools, enabling integration with Claude Desktop, Cursor, and other MCP-compatible…9 stars · 2 forksNo one-command install · Source
141563.694andrelandgraf-home-assistantmcp · ai-agentsDemonstrates light control in Home Assistant by comparing OpenAI function calling with a standardized protocol for external tool interaction9 stars · 2 forksNo one-command install · Source
143363.492openmm-mcpmcp · ai-agentsMCP server for OpenMM — exposes market data, account, trading, and strategy tools to AI agents via Claude Desktop, Claude Code, Cursor, Windsurf, and…3,674 installsNo commit datelisted No one-command install · Source
143463.439upload-postmcp · ai-agentsUpload-Post is the all-in-one social media MCP server the Model Context Protocol server for social media publishing, scheduling and analytics. Connect…7 stars · 4 forksNo one-command install · Source
143463.439inspirehep-mcp-servermcp · ai-agentsAn MCP server that integrates InspireHEP high-energy physics literature with LLMs. Search papers, explore citations, retrieve author metrics, and…7 stars · 4 forksNo one-command install · Source
143463.439opengrok-go-mcpmcp · ai-agentsSource-code intelligence for agents, powered by OpenGrok and Go.7 stars · 4 forksNo one-command install · Source
143463.439judges-panelmcp · ai-agentsEnables evaluation of AI-generated code across 45 specialized dimensions using deterministic pattern matching and optional LLM-powered deep review…7 stars · 4 forksNo one-command install · Source
143463.439claude-code-orchestrator-mcpmcp · ai-agentsEnables Codex to orchestrate multi-agent coding by routing tasks to local Claude Code workers via CCSwitch, managing cost and model selection for…7 stars · 4 forksNo one-command install · Source
143463.439calganaygun-cat-printermcp · ai-agentsControl BLE thermal cat printers from AI agents with tools for printing images, text, and formatted ticket templates.7 stars · 4 forksNo one-command install · Source
143463.439devto-agentmcp · ai-agentsIntegrates with Dev.to blogging platform for fetching articles by tags, managing user profiles and reading lists, publishing markdown content, and…7 stars · 4 forksNo one-command install · Source
143463.439tokeii0-memprocfsmcp · ai-agentsProvides a bridge to memory forensics capabilities through MemProcFS for analyzing process attributes, registry hives, and keys from Windows memory…7 stars · 4 forksNo one-command install · Source
143463.439jktfe-myai-memorymcp · ai-agentsSynchronizes personal memory templates across Claude interfaces, enabling consistent user preferences and response styles without manual copying.7 stars · 4 forksNo one-command install · Source
144363.429context-diamondmcp · ai-agentsEnables LLM agents to compress handoffs into structured, auditable context capsules, preserving goals, constraints, decisions, and risks without…20 starsNo one-command install · Source
144463.269judgment-pack-runtimemcp · ai-agentsServes offline document validation and evaluation operations of the Judgment Pack Specification to MCP clients over stdio, enabling agents to validate…2 stars · 6 forksNo one-command install · Source
144563.155the-i18n-mcpmcp · ai-agentsMCP server for managing i18n translation files — gives your AI agent full control over your app's translations without dumping entire locale files…11 stars · 1 forkNo one-command install · Source
144563.155aquifermcp · ai-agentsA MCP Runtime for dealing with spiky agentic traffic in golang11 stars · 1 forkNo one-command install · Source
144563.155hs-sql-agentmcp · ai-agentsC# SQL Agent MCP server featuring raw SQL input, strict AST validation, and an embedded Admin UI. Eliminates LLM hallucinations and security risks…11 stars · 1 forkNo one-command install · Source
144563.155vitemcpmcp · ai-agentsA TypeScript framework for building stateless MCP servers, simplifying tool, resource, and prompt definitions with built-in auth, streaming, and edge…11 stars · 1 forkNo one-command install · Source
144563.155hyprusemcp · ai-agentsAn MCP server for Hyprland that enables AI agents to control workspaces, windows, mouse, keyboard, and take screenshots on a Wayland desktop.11 stars · 1 forkNo one-command install · Source
144563.155octofsmcp · ai-agentsThe fastest, most capable filesystem MCP server built in Rust, giving AI agents superpowers to read, search, edit, and manage files and directories.11 stars · 1 forkNo one-command install · Source
144563.155asohawkmcp · ai-agentsMCP server for App Store Optimization, enabling AI agents to read rankings, keywords, competitors, reviews, and revenue, and manage metadata with…11 stars · 1 forkNo one-command install · Source
144563.155open-webui-knowledge-mcp-servermcp · ai-agentsMCP server for Open WebUI Knowledge Bases – search and access your knowledge bases from Cursor, Claude Desktop, and other MCP clients.11 stars · 1 forkNo one-command install · Source
144563.155coalent-mcpmcp · ai-agentsMCP server that serves fresh, attributed facts from a Coalent semantic cache, automatically invalidating when underlying sources change, for use with…11 stars · 1 forkNo one-command install · Source
144563.155devtime-mcp-servermcp · ai-agentsLocal-first evidence-backed repository memory for coding agents, providing read-only tools to list concepts, explain them, get governed context packs…11 stars · 1 forkNo one-command install · Source
144563.155tdpilotmcp · ai-agentsAn MCP server for TouchDesigner that lets AI agents inspect, build, wire, optimize, and stabilize live TD networks with 106 tools, plus a technique…11 stars · 1 forkNo one-command install · Source
144563.155engramsmcp · ai-agentsGives AI assistants persistent, queryable project memory for decisions, patterns, and rules, reducing the need to re-explain context in every prompt.11 stars · 1 forkNo one-command install · Source
144563.155pinchworkmcp · ai-agentsAgent-to-agent task marketplace with credits-based economy for delegating and picking up work.11 stars · 1 forkNo one-command install · Source
144563.155robocop-mcpmcp · ai-agentsMCP server that helps resolve Robocop static code analysis errors and warnings via LLM, providing tools to get reports and run format.11 stars · 1 forkNo one-command install · Source
144563.155cavinooo-claude-findmcp · ai-agentsRetrieves deep memory from past Claude Code sessions for use in current conversations.11 stars · 1 forkNo one-command install · Source
144563.155rikarazome-prolog-reasonermcp · ai-agentsSWI-Prolog execution for LLMs to delegate combinatorial reasoning and constraint satisfaction problems.11 stars · 1 forkNo one-command install · Source
144563.155t3ta-memory-bankmcp · ai-agentsProvides a structured document management system with tagging capabilities for organizing and retrieving information across global and branch-specific…11 stars · 1 forkNo one-command install · Source
144563.155crisschan-repo2llmmcp · ai-agentsTransform code repositories into LLM-friendly formats.11 stars · 1 forkNo one-command install · Source
144563.155hide-org-hidemcp · ai-agentsIntegrates Hide's capabilities to enable agentic work on code in a headless environment.11 stars · 1 forkNo one-command install · Source
146463.107datacoremcp · ai-agentsAI second-brain engine: GTD, knowledge graph, and engram memory over MCP.4 stars · 5 forksNo one-command install · Source
146463.107openemt-mcp-servermcp · ai-agentsMCP server for the OpenEMT electromagnetic transient simulator, enabling AI agents to enumerate the physics catalog, build circuits, solve power flow…4 stars · 5 forksNo one-command install · Source
146463.107twitter-readmcp · ai-agentsAn MCP server for reading Twitter/X engagement data and metrics, enabling AI agents to measure tweet performance, track mentions, analyze replies, and…4 stars · 5 forksNo one-command install · Source
146463.107christian-bonzelet-promptzmcp · ai-agentsProvides a bridge to the promptz.dev platform, enabling direct access and seamless integration of prompts into developer workflows without manual…4 stars · 5 forksNo one-command install · Source
146863.003shannon-provermcp · ai-agentsA server that connects LLM agents to the EasyCrypt proof assistant for writing machine-checked cryptographic proofs, providing a structured panel and…19 starsNo one-command install · Source
146863.003dengls24-annotamcp · ai-agentsAI-powered paper annotation MCP server. Reads papers, highlights key findings with semantic color coding, explains formulas, and writes structured…19 starsNo one-command install · Source
146863.003openskillmcp · ai-agentsAn MCP server that makes Anthropic Skills universally accessible across coding agents, enabling sandboxed execution of skills in Docker containers…19 starsNo one-command install · Source
147162.994mcp-servermcp · ai-agentsAn MCP server that provides weather and time tools, enabling users to get current time, weather alerts, and forecasts through natural language with…10 forksNo one-command install · Source
147262.857speclock-ai-constraint-enginemcp · ai-agentsAI Constraint Engine with AI Patch Firewall. 42 MCP tools. Patch Gateway (ALLOW/WARN/BLOCK verdicts), diff-native review (10 scored signals, hard…3,558 installsNo commit datelisted No one-command install · Source
147362.472zundamonnovrchat-unity-ollamamcp · ai-agentsIntegrates Unity Editor with local LLMs through Ollama, enabling natural language control of game objects, scripts, materials, and scenes for…18 starsNo commit datelisted No one-command install · Source
147462.222exchange-mcpmcp · ai-agentsLive currency exchange rates from the European Central Bank. 33 currencies. Real-time data updated daily. x402 native — no signup, no API key…3,542 installsNo commit datelisted No one-command install · Source
147562.111archsmith-mcp-servermcp · ai-agentsMCP server that exposes ArchSmith's diagram rendering and validation as tools, along with schema and registry resources, enabling AI agents to…7 stars · 3 forksNo one-command install · Source
147562.111genome-mcp-servermcp · ai-agentsA local, offline memory server for AI agents that stores and retrieves memories without LLM calls, enabling persistent cross-session memory with…7 stars · 3 forksNo one-command install · Source
147562.111jaz-aimcp · ai-agentsThe complete agent surface for Jaz accounting, providing 284 MCP tools and domain knowledge for AI agents to handle accounting tasks.7 stars · 3 forksNo one-command install · Source
147562.111luciusmcp · ai-agentsAn MCP server for Allure TestOps that enables AI agents to manage test cases, defects, test plans, and other test management entities with clear…7 stars · 3 forksNo one-command install · Source
147562.111cogmemaimcp · ai-agentsPersistent encrypted cloud memory for AI coding assistants.7 stars · 3 forksNo one-command install · Source
147562.111gold-mcpmcp · ai-agentsAn MCP server that brings public gold (XAUUSD) market data into Claude, ChatGPT, and other MCP clients. Free tier includes 13 tools for price, OHLCV…7 stars · 3 forksNo one-command install · Source
147562.111haivemind-mcp-servermcp · ai-agentsEnables AI agents to share knowledge, coordinate tasks, and maintain persistent memory across distributed infrastructure with secure vaults and 130+…7 stars · 3 forksNo one-command install · Source
147562.111cairn-mcp-servermcp · ai-agentsA self-hosted persistent memory platform for AI agents and humans offering tools for memory storage, search, beliefs, work management, and code…7 stars · 3 forksNo one-command install · Source
147562.111jignesh-ponamwar-skillsmcp · ai-agentsSelf-hostable MCP server providing a semantically-searchable agent skills registry with progressive disclosure and security scanning.7 stars · 3 forksNo one-command install · Source
147562.111bossx429-agent-farmmcp · ai-agentsParallel AI task execution system that spawns specialized AI agents with distinct roles to execute tasks concurrently.7 stars · 3 forksNo one-command install · Source
147562.111remembermemcp · ai-agentsDual-mode tool providing long-term memory management for Claude Code and MCP clients, with semantic search and user/session isolation via Qdrant.7 stars · 3 forksNo one-command install · Source
147562.111prdforgemcp · ai-agentsEnables Claude to read and write product requirement documents section by section via 33 MCP tools, drastically reducing token consumption by loading…7 stars · 3 forksNo one-command install · Source
147562.111eywa-mcpmcp · ai-agentsProvides cross-session memory for Claude Code by extracting structured handoffs at session end and retrieving relevant past context at session start.7 stars · 3 forksNo one-command install · Source
147562.111athena-protocolmcp · ai-agentsalso listed as athena-protocol-mcp-serverAI tech lead for coding agents with validation and impact analysis7 stars · 3 forksNo one-command install · Source
147562.111agentqmcp · ai-agentsAutonomous AI testing platform for web and mobile test case management with self-healing capabilities.7 stars · 3 forksNo one-command install · Source
147562.111mcp-gui-servermcp · ai-agentsA modern MCP server that provides interactive graphical user interface, terminal command execution, and AI-powered prompt enhancement for…7 stars · 3 forksNo one-command install · Source
147562.111dust-mcp-servermcp · ai-agentsA Model Context Protocol (MCP) server for Dust.tt agents, designed for seamless integration with Claude Desktop via STDIO. Provides robust agent…7 stars · 3 forksNo one-command install · Source
147562.111capobianco-chatgptmcp · ai-agentsIntegrates with OpenAI's GPT-4o model to provide text analysis, summarization, and generation capabilities through a simple API for scenarios…7 stars · 3 forksNo one-command install · Source
147562.111whataboutyou-ai-eunomiamcp · ai-agentsIntegrates with the Eunomia framework for a simple way to orchestrate data governance policies like PII detection or user access control7 stars · 3 forksNo one-command install · Source
147562.111samwang0723-memory-graphmcp · ai-agentsProvides long-term memory storage for LLM conversations using Redis Graph, enabling persistent knowledge graphs for maintaining context across…7 stars · 3 forksNo one-command install · Source
149662.046epochmcp · ai-agentsalso listed as kyanitelabs-epochTime estimation MCP server for AI agents. It provides PERT, COCOMO II, Monte Carlo simulation, sprint forecasting, token-to-time and cost mapping, and…8 stars · 2 forksNo one-command install · Source
149662.046narekmalk-safedbmcp · ai-agentsSecure MCP server for AI agent database querying with read-only guardrails and PII masking.8 stars · 2 forksNo one-command install · Source
149662.046gnews-agentmcp · ai-agentsA persistent news intelligence MCP server that enables AI agents to fetch, store, deduplicate, embed, and semantically query news from Google News…8 stars · 2 forksNo one-command install · Source
149662.046dwg-mcp-servermcp · ai-agentsAn MCP server for read-only inspection of AutoCAD DWG files, enabling AI agents to open drawings, query objects by handle or filter, and explore…8 stars · 2 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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