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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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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

13,106 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
80182.4032openfinclaw-climcp · ai-agentsEnables quant research, strategy generation, backtesting, and paper trading from natural language prompts, integrating with AI agents via an MCP…63 stars · 3 forksNo one-command install · Source
80282.3839bigquery-mcp-server-2mcp · ai-agentsAn MCP server for BigQuery that lets Claude answer questions about your search and analytics data, providing real analysis with verdicts and…43 stars · 5 forksNo one-command install · Source
80382.3224codex-agent-memmcp · ai-agentsPortable, auditable, local-first MCP memory for MCP-compatible AI agents and coding workflows. It keeps durable project memory outside the model…38 stars · 6 forksNo one-command install · Source
80482.2658autolearn-mcp-servermcp · ai-agentsAn MCP server that enables AI agents to dynamically create and reuse executable skills (Python functions) from natural language descriptions, with…42 stars · 5 forksNo one-command install · Source
80582.2295healthclawguardrailsmcp · ai-agentsOpen-source guardrails between AI agents and FHIR clinical data — PHI redaction, immutable audit, step-up auth, tenant isolation. MCP server +…30 stars · 9 forksNo one-command install · Source
80582.2295pschina-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
80782.1896kunihiros-claude-codemcp · ai-agentsUse Claude Code with less capable LLMs.34 stars · 7 forksNo one-command install · Source
80882.1545fl-studio-piano-roll-mcpmcp · ai-agentsAn MCP server that enables AI assistants like Claude to interact with FL Studio's piano roll, allowing users to create melodies, chord progressions…37 stars · 6 forksNo one-command install · Source
80982.1259roddutra-agent-gatewaymcp · ai-agentsAggregates multiple MCP servers behind single interface with on-demand tool discovery and per-agent access control41 stars · 5 forksNo one-command install · Source
81082.0894resonant-mindmcp · ai-agentsMCP server providing persistent cognitive infrastructure including semantic memory, emotional processing, identity continuity, and a subconscious…27 stars · 11 forksNo one-command install · Source
81082.0894ghidramcpmcp · 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
81282.0147dolphin-mcp-pilotmcp · ai-agentsProduction-ready MCP server for Apache DolphinScheduler. Enables AI agents to operate data workflows end-to-end with 58 tools covering DAG creation…12 stars · 15 forksNo one-command install · Source
81381.9720praneybehl-claude-code-reviewmcp · ai-agentsProvides a server for obtaining structured and freeform code reviews from OpenAI, Google, and Anthropic models with support for project context…33 stars · 7 forksNo one-command install · Source
81481.9466spark-mcp-optimizermcp · ai-agentsAn MCP server that optimizes Apache Spark code using Claude AI, providing intelligent code optimization suggestions and performance analysis.29 stars · 9 forksNo one-command install · Source
81581.7900ai-cli-mcpmcp · ai-agentsalso listed as mkxultra-ai-cliEnables 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
81781.7878novyxlabs-novyx-memorymcp · ai-agentsPersistent memory system for AI agents with knowledge graph, context spaces, replay, and multi-agent collaboration.30 stars · 8 forksNo one-command install · Source
81881.7746vault-as-mcpmcp · ai-agentsAn Obsidian plugin that runs an MCP server, enabling external LLM tools to read, search, create, and modify notes in your vault via HTTP or stdio…39 stars · 5 forksNo one-command install · Source
81881.7746librecrawl-technical-seo-audit-mcpmcp · ai-agentsOpen-source technical SEO crawler MCP server built on LibreCrawl. Runs full audits inside Claude, Cursor, or Codex — 50+ checks (hreflang, schema.org…39 stars · 5 forksNo one-command install · Source
82081.7655danielpeter-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
82181.7284agentic-swmmmcp · ai-agentsEleven local stdio MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation with run manifests and…25 stars · 12 forksNo one-command install · Source
82281.6793awesome-claude-code-output-styles-that-i-really-likeworkflow · ai-agentsA fun and moderately amusing collection of experimental output styles.78 stars · 2 forksNo one-command install · Source
82381.6575mcp-a2amcp · ai-agentsExperimental MCP and A2A integration28 stars · 9 forksNo one-command install · Source
82481.6073cloakbrowser-mcpmcp · ai-agentsCloakBrowser MCP server for AI agents: Playwright-powered browsing, clean tool forwarding, Docker support, and multi-session HTTP transport.55 stars · 3 forksNo one-command install · Source
82581.5911devspace-ultramcp · ai-agentsAn MIT-licensed DevSpace distribution with an elastic ChatGPT Classic multi-agent runtime layer for managing multiple independent worker conversations…38 stars · 5 forksNo one-command install · Source
82581.5911auggie-context-mcpmcp · ai-agentsEnables AI agents like Claude and Cursor to query codebases using Augment's context engine via the Auggie CLI.38 stars · 5 forksNo one-command install · Source
82781.5181mnemosmcp · 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
82781.5181kestra-workflow-orchestrationmcp · ai-agentsIntegrates with Kestra workflow orchestration platform to enable natural language control of data pipelines, execution management, namespace…31 stars · 7 forksNo one-command install · Source
82781.5181agent-skills-mcpmcp · ai-agentsLoads Agent Skills from markdown files, exposing them as MCP tools or system prompts for AI agents.31 stars · 7 forksNo one-command install · Source
83081.5049chemlintmcp · 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
83181.4822rhinomcpmcp · ai-agentsConnects Rhino and Grasshopper to Claude AI via the Model Context Protocol, enabling prompt-assisted 3D modeling, scene manipulation, and control…26 stars · 10 forksNo one-command install · Source
83181.4822fused-udfmcp · ai-agentsPython-based framework for connecting Claude and other LLMs to executable Python code through User Defined Functions, enabling data scientists to…26 stars · 10 forksNo one-command install · Source
83381.4233askuserquestionplusmcp · 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
83481.3804rviz-mcpmcp · ai-agentsMCP server enabling AI agents to control RViz2 displays, fixed frames, and views, with offline mock support for CI and demos.6 stars · 18 forksNo one-command install · Source
83581.3495git-courermcp · ai-agentsAn MCP server that gives AI agents a full, safe interface to Git with automatic backups, isolated worktrees, and structured JSON outputs.43 stars · 4 forksNo one-command install · Source
83681.3431jlink-mcp-servermcp · ai-agentsAn MCP server that provides comprehensive debugging capabilities for J-Link debuggers, enabling memory, flash, register, and RTT operations through AI…33 stars · 6 forksNo one-command install · Source
83781.2911rsdouglas-janeemcp · ai-agentsSecure secrets proxy for AI agents.30 stars · 7 forksNo one-command install · Source
83781.2911dockashellmcp · ai-agentsDockaShell is an MCP server that provides AI agents with isolated Docker containers for persistent shell access, file operations, and full audit…30 stars · 7 forksNo one-command install · Source
83981.2492smailsmcp · ai-agentsDisposable email for humans and AI agents. Enables AI agents to create mailboxes and receive verification emails through an MCP server.36 stars · 5 forksNo one-command install · Source
84081.2157codetreemcp · ai-agentsGives coding agents structured code understanding via tree-sitter with 23 tools and 10 languages, enabling precise queries instead of reading entire…28 stars · 8 forksNo one-command install · Source
84181.1993zspace-nas-mcpmcp · ai-agentsEnables AI agents like Claude Code to directly control a ZSpace NAS with 90 tools for file management, media, notes, cloud disks, and more.25 stars · 10 forksNo one-command install · Source
84281.1857gpu-mcp-servermcp · ai-agentsAn MCP server that enables AI agents to query real-time NVIDIA GPU metrics like utilization, memory, temperature, and power without external…15 stars · 13 forksNo one-command install · Source
84281.1857p2pclaw-mcp-servermcp · ai-agentsA backend MCP server that enables AI agents to publish, validate, and search research papers, submit swarm-compute jobs, and invoke formal proof…15 stars · 13 forksNo one-command install · Source
84281.1857surajadsul-salesforcemcp · ai-agentsIntegrates Claude with Salesforce, enabling natural language interactions for object management, schema exploration, data querying, and manipulation…15 stars · 13 forksNo one-command install · Source
84581.1658modular-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
84681.1537incentivai-quickchat-ai-mcpmcp · ai-agentsLaunch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities.24 stars · 11 forksNo one-command install · Source
84781.1255universal-netlist-mcp-servermcp · ai-agentsThis MCP server enables AI agents to understand and analyze electrical schematics from Cadence and Altium for comprehensive design reviews through…32 stars · 6 forksNo one-command install · Source
84881.1041wolido-openaaasmcp · ai-agentsPython MCP adapter connecting Claude/Cursor/Cline to the OpenAaaS scientific agent network. Submit tasks to remote research agents (literature…26 stars · 9 forksarmory install wolido-openaaas --cli claude
84981.0968cpf-validadormcp · ai-agentsValida CPFs, confirma titularidade, descobre CPF completo a partir de dígitos parciais e resolve CAPTCHA automaticamente, integrando com agentes AI…21 stars · 12 forksNo one-command install · Source
85081.0914gossipcatmcp · ai-agentsEnables multi-agent code review with cross-verification of findings against source code, catching hallucinations and improving agent accuracy over…41 stars · 4 forksNo one-command install · Source
85081.0914a2a-4kmcp · ai-agentsKotlin Implementation of the A2A Protocol41 stars · 4 forksNo one-command install · Source
85281.0502docslicermcp · 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
85281.0502pwndbg-mcpmcp · ai-agentsAn MCP tool that enables AI agents to debug ELF binaries, particularly for CTF pwn challenges.35 stars · 5 forksNo one-command install · Source
85481.0259argotmcp · 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
85581.0082agentpmmcp · ai-agentsA planning and orchestration system for AI-driven software development that integrates as an MCP server, enabling developers to plan, prioritize, and…29 stars · 7 forksNo one-command install · Source
85581.0082gemini-cli-orchestratormcp · ai-agentsProvides strategic metaprompting guidance for Google's Gemini CLI through intelligent frameworks that teach agents sequential analysis workflows…29 stars · 7 forksNo one-command install · Source
85780.9701pubmed-search-mcpmcp · ai-agentsAn intelligent research assistant MCP server for AI agents, providing task-oriented literature search and analysis across multiple academic databases.27 stars · 8 forksNo one-command install · Source
85780.9701wazionapps-nexomcp · ai-agentsCognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+…27 stars · 8 forksNo one-command install · Source
85980.8892yodolabs-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
86080.8295inercia-mittomcp · ai-agentsControl AI coding agents on the go from Mac, Web, or Mobile.34 stars · 5 forksNo one-command install · Source
86080.8295anton15k-wiki-agentmcp · ai-agentsMCP server for personal wiki and knowledge management that converts URLs, PDFs, audio, and video into Obsidian notes.34 stars · 5 forksNo one-command install · Source
86080.8295iamr0s-ruto-phonemcp · ai-agentsAutomates Android devices via ADB with vision-based agent, touch controls, and skill-driven task execution.34 stars · 5 forksNo one-command install · Source
86380.8212axhlzy-il2cpp-frida-bridgemcp · ai-agentsBridges Unity IL2CPP applications with Frida dynamic instrumentation for real-time reverse engineering analysis including class inspection, method…25 stars · 9 forksNo one-command install · Source
86480.7401maile456-mcp-chatmcp · ai-agentsPersistent chat loop MCP server for IDE AI assistants with OpenAI and Anthropic API compatibility.39 stars · 4 forksNo one-command install · Source
86580.7385agent402-mcpmcp · ai-agentsOpen-source MCP server exposing the Agent402.Tools catalog: 500+ deterministic pay-per-call tools for AI agents, including browser rendering, web…8 stars · 15 forksNo one-command install · Source
86680.7291billster45-chatgpt-responsesmcp · ai-agentsBridges Claude Desktop with ChatGPT API, enabling direct access to standard ChatGPT interactions and web search-enabled queries with conversation…18 stars · 12 forksNo one-command install · Source
86780.7191turn-mcp-webmcp · ai-agentsEnables human-in-the-loop checkpoints for AI agents, allowing them to pause and wait for human input via a web UI, then seamlessly resume execution.28 stars · 7 forksNo one-command install · Source
86880.6622flstudio-mcpmcp · ai-agentsAI control for FL Studio via the Model Context Protocol — full in-DAW mixing (Mix Doctor diagnosis, gain staging, EQ/compression/reverb, reference…30 stars · 6 forksNo one-command install · Source
86880.6622outsourcemcp · ai-agentsDelegates text generation and image creation tasks to external AI models including OpenAI, Anthropic, Google, Groq, and DeepSeek, enabling access to…30 stars · 6 forksNo one-command install · Source
87080.6218keesan12-martin-loopmcp · ai-agentsalso listed as martinloop-stop-runaway-loops-bad-code-token-wasteGoverned MCP server with tool lifecycle management and permission controls for AI coding agents.47 stars · 3 forksNo one-command install · Source
87280.5947mcp4acumaticamcp · ai-agentsEnables Claude to interact with Acumatica ERP through a remote MCP server with per-user OAuth, role-based access, and 44 tools for querying and…17 stars · 12 forksNo one-command install · Source
87380.5539homekit-mcpmcp · ai-agentsEnables AI agents to control Apple Home devices, scenes, and automations through MCP.63 stars · 2 forksNo one-command install · Source
87380.5539join-cloudmcp · ai-agentsProvides real-time collaboration rooms where AI agents can exchange messages, share files, and review each other's work.63 stars · 2 forksNo one-command install · Source
87580.4761acp-bridgemcp · ai-agentsBridges Agent Communication Protocol networks with MCP clients, enabling access to complex multi-agent workflows through intelligent agent discovery…24 stars · 9 forksNo one-command install · Source
87680.4486chimera-protocol-csl-coremcp · ai-agentsDeterministic AI safety policy engine with Z3 formal verification. Write, verify, and enforce machine-verifiable constraints for AI agents via MCP.16 stars · 12 forksNo one-command install · Source
87680.4486kukapay-defi-yields-mcpmcp · ai-agentsAn MCP server for AI agents to explore DeFi yield opportunities.16 stars · 12 forksNo one-command install · Source
87880.3942nanobanana-mcpmcp · ai-agentsMCP server that brings Gemini's image generation and editing capabilities to Claude Desktop, Claude Code, and Cursor. Supports Nano Banana 2 (Flash)…32 stars · 5 forksNo one-command install · Source
87880.3942format37-youtube-mcpmcp · ai-agentsMCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube…32 stars · 5 forksNo one-command install · Source
88080.3888youtube-transcript-mcpmcp · ai-agentsThe first remote MCP server that enables Claude AI to extract transcripts from YouTube videos with zero-setup access on any platform, including…37 stars · 4 forksNo one-command install · Source
88180.3795vangard-daz-mcpmcp · ai-agentsMCP server that enables Claude to control DAZ Studio for scene manipulation, morph discovery, animation, and rendering.25 stars · 8 forksNo one-command install · Source
88280.3793nchan-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
88380.2822drqedwards-pmll-memorymcp · ai-agentsPersistent key-value context memory with Q-promise deduplication for AI agent tasks.15 stars · 12 forksNo one-command install · Source
88480.2147loreto-mcpmcp · ai-agentsTurn any YouTube video, article, PDF, or image into a reusable Claude Code skill — without leaving your editor.36 stars · 4 forksNo one-command install · Source
88480.2147blwfish-freecadmcp · ai-agentsControl FreeCAD from AI agents — 3D modeling, PartDesign workflows, CNC toolpaths, mesh operations, and file export via 32 tools.36 stars · 4 forksNo one-command install · Source
88480.21479ninety-notesmcp · ai-agentsIntegrates note-taking capabilities with AI models using TypeScript and DynamoDB for persistent memory and context management in applications.36 stars · 4 forksNo one-command install · Source
88780.1784jamesanz-memory-mcpmcp · ai-agentsAn MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and clearing…21 stars · 11 forksNo one-command install · Source
88880.1657gh-igorganapolsky-memory-gatewaymcp · ai-agentsalso listed as igorganapolsky-thumbgateLocal-first context engineering layer for AI agents with feedback capture and failure pattern blocking.26 stars · 7 forksNo one-command install · Source
89080.0902qizhan7-wdamcp · ai-agentsMCP server for remote iPhone control via Apple WebDriverAgent with 22 tools and optional Tailscale network support.28 stars · 6 forksNo one-command install · Source
89080.0902tealflowmcpmcp · ai-agentsEnables LLMs to discover, understand, and generate Teal R Shiny applications for clinical trial data analysis.28 stars · 6 forksNo one-command install · Source
89280.0782agree-able-roommcp · ai-agentsEnables creation and interaction with virtual rooms in a peer-to-peer space, facilitating multi-agent collaboration and communication in decentralized…23 stars · 9 forksNo one-command install · Source
89380.0344sim-xia-skill-cortex-servermcp · ai-agentsAn MCP server that enable all IDEs/CLIs to access Claude Code Skills capabilities.24 stars · 8 forksNo one-command install · Source
89380.0344membase-mcp-servermcp · ai-agentsalso listed as unibaseio-membase-mcpEnables AI agents to store and retrieve memory persistently on the Unibase DA network, ensuring continuity and personalization across sessions.24 stars · 8 forksNo one-command install · Source
89680.0158toolfunnelmcp · ai-agentsA zero-dependency MCP gateway: host your own tools, forward and curate tools from other MCP servers, expose them leanly to cut agent token cost, and…35 stars · 4 forksNo one-command install · Source
89780.0000everythingmcp · ai-agentsThis MCP server attempts to exercise all the features of the MCP protocol. It is not intended to be a useful server, but rather a test server for…passed install testNo commit datelisted No one-command install · Source
89780.0000zapier-mcpmcp · ai-agentsZapier's 8,000+ app actions exposed to an agent as MCP tools.passed install testNo commit datelisted No one-command install · Source
89979.9415flameoxmcp · ai-agentsEnables coding agents to query, compare, and audit local profiler traces, benchmarks, memory captures, and execution evidence without uploading code…57 stars · 2 forksNo one-command install · Source
89979.9415kdan-pdfmcp · ai-agentsUpload, edit, compress, protect, redact, and compare PDFs with KDAN PDF in Claude and ChatGPT.57 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.

Leaderboard · Armory