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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

11,931 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
380129.056proxyclaw-mcp-pymcp · ai-agentsMCP server giving AI agents controlled residential-proxy web access with optional browser rendering and structured extraction from 60+ sites.1 star · 1 forkNo one-command install · Source
380129.056ivanantigravity-lgtm-model-councilmcp · ai-agentsRun a prompt through three AI models in parallel and return all responses for comparison.1 star · 1 forkNo one-command install · Source
380129.056theaisingularity-agentic-research-enginemcp · ai-agentsLocal research agent that retrieves, synthesizes, and self-verifies answers at zero per-query cost.1 star · 1 forkNo one-command install · Source
380129.056mcp-seomcp · ai-agentsEnables AI agents to perform comprehensive SEO audits on web pages, including meta tags, headings, links, images, performance, and more, via a CLI or…1 star · 1 forkNo one-command install · Source
380129.056amplifyrmcpmcp · ai-agentsAmplifyrMCP is an MCP server that enables Claude Desktop to manage LinkedIn, Medium, and Telegram accounts through natural language, allowing users to…1 star · 1 forkNo one-command install · Source
380129.056woling-dev-promptthriftmcp · ai-agentsReduces LLM API costs by 70-90% through intelligent conversation history compression and model optimization.1 star · 1 forkNo one-command install · Source
380129.056petro-mcpmcp · ai-agentsMCP server that gives LLMs access to 70 petroleum engineering tools for well logs, decline curves, PVT, drilling, economics, and more.1 star · 1 forkNo one-command install · Source
380129.056mcp-pii-guard-aumcp · ai-agentsAustralian and New Zealand PII detection and sanitisation for AI agents, using Microsoft Presidio with custom recognizers for TFN, Medicare, ABN, and…1 star · 1 forkNo one-command install · Source
380129.056toio-mcpmcp · ai-agentsControls toio robot cubes via natural language through BLE, enabling movement, LED control, and sound playback from MCP-compatible clients like Claude…1 star · 1 forkNo one-command install · Source
380129.056erodenn-fetch-guardmcp · ai-agentsURL fetcher and HTML-to-markdown converter with three-layer prompt injection defense: pre-extraction sanitization of hidden/off-screen elements and…1 star · 1 forkNo one-command install · Source
380129.056remember-mcpmcp · ai-agentsMulti-tenant memory system MCP server with vector search, relationships, and trust-based access control for AI assistants.1 star · 1 forkNo one-command install · Source
380129.056ai-scanner-mcpmcp · ai-agentsMCP server for ai-scanner that enables AI agents to scan codebases for LLM usage, AI frameworks, and exposed secrets.1 star · 1 forkNo one-command install · Source
380129.056filed-mcp-servermcp · ai-agentsAn MCP server that gives AI agents access to US business entity data, enabling searches across 9 state registries, SEC EDGAR filings, federal…1 star · 1 forkNo one-command install · Source
380129.056oci-kafka-mcp-servermcp · ai-agentsAn AI-native control interface for OCI Streaming with Apache Kafka that enables LLM agents to securely manage Kafka clusters through structured tool…1 star · 1 forkNo one-command install · Source
380129.056agentbase1-openclawmcp · ai-agentsSearch and retrieve agent instruction files including system prompts, skills, and workflows.1 star · 1 forkNo one-command install · Source
380129.056mcp-memumcp · ai-agentsAI-powered Android emulator control via Model Context Protocol, enabling agents to manage VMs, install apps, automate UI, and more.1 star · 1 forkNo one-command install · Source
380129.056rr-mcpmcp · ai-agentsMCP server for orchestrating multi-process rr debugging sessions with reverse execution, breakpoints, and dynamic session state.1 star · 1 forkNo one-command install · Source
380129.056super-subagentsmcp · ai-agentsSpawn parallel autonomous AI agent sessions from a single MCP client. Each agent gets its own workspace, tools, and execution context.1 star · 1 forkNo one-command install · Source
380129.056base-wallet-toolkit-mcpmcp · ai-agentsEnables AI agents to interact with Base chain wallets, providing tools for checking balances, estimating gas, inspecting tokens, verifying allowances…1 star · 1 forkNo one-command install · Source
380129.056chartpanemcp · ai-agentsMCP server that renders interactive Chart.js charts (bar, line, pie, doughnut, etc.) inline in Claude's UI.1 star · 1 forkNo one-command install · Source
380129.056helmmcp · ai-agentsSemantic browser automation MCP server that lets AI agents control a browser using natural language, handling navigation, form filling, data…1 star · 1 forkNo one-command install · Source
380129.056moltbook-mcpmcp · ai-agentsInteract with MoltBook social network for AI agents including posts, comments, upvotes, DMs, and community management.1 star · 1 forkNo one-command install · Source
380129.056dssat-mcpmcp · ai-agentsEnables natural language interaction with the DSSAT crop model for simulation, calibration, and sensitivity analysis through LLM agents.1 star · 1 forkNo one-command install · Source
380129.056atlassian-mcp-servermcp · ai-agentsEnterprise-grade MCP server providing 102 production-ready tools for Jira, Confluence, and Bitbucket, enabling AI agents to manage issues, pages…1 star · 1 forkNo one-command install · Source
380129.056tetradmcp · ai-agentsOrchestrates three AI code evaluation tools to validate and approve code via a quadruple consensus protocol, ensuring high-quality code generation.1 star · 1 forkNo one-command install · Source
380129.056lockstep-mcpmcp · ai-agentsEnables multiple AI agents like Claude and Codex to coordinate on the same project through shared tasks, file locks, and a real-time dashboard…1 star · 1 forkNo one-command install · Source
380129.056doctor-claudemcp · ai-agentsProvides Claude Code with access to peer-reviewed medical information from MedlinePlus and StatPearls, and acts as an unlicensed diagnostic medical…1 star · 1 forkNo one-command install · Source
380129.0560xcjt-templonix-litemcp · ai-agentsalso listed as templonix-lite-mcp-serverLocal AI agent infrastructure with FAISS-based vector memory, document ingestion, workflow templates, and integrations with Gmail, Google Calendar…1 star · 1 forkNo one-command install · Source
380129.056bi-temporal-knowledge-graph-mcp-servermcp · ai-agentsCombines a bi-temporal knowledge graph with dynamic automation tool generation for AI agents, enabling persistent memory with temporal tracking and…1 star · 1 forkNo one-command install · Source
380129.056amarodeabreu-senseimcp · ai-agentsTransforms engineering standards from passive documentation into an active mentor by intelligently injecting relevant portions of a 57-section…1 star · 1 forkNo one-command install · Source
380129.056claude-code-mcp-bridgemcp · ai-agentsA transparent message ferry between Claude Desktop and Claude Code CLI, enabling task delegation with any MCP configuration without the bridge needing…1 star · 1 forkNo one-command install · Source
380129.056better-qdrant-mcpmcp · ai-agentsAn MCP server that provides long-term memory and semantic search using Qdrant and OpenAI embeddings, with tools for storing, searching, and managing…1 star · 1 forkNo one-command install · Source
380129.056semantic-memorymcp · ai-agentsPersistent memory with semantic search for Claude and MCP-compatible clients, storing context that survives conversations and can be retrieved…1 star · 1 forkNo one-command install · Source
380129.056smart-prompts-mcp-servermcp · ai-agentsAn enhanced MCP server that fetches prompts from GitHub repositories with intelligent discovery, composition, and management features.1 star · 1 forkNo one-command install · Source
380129.056gitlab-review-mcpmcp · ai-agentsEnables interaction with GitLab projects, merge requests, issues, and code reviews through Claude AI, providing tools for code review and project…1 star · 1 forkNo one-command install · Source
380129.056saharmor-auggiemcp · ai-agentsRun Augment Code as a coding agent via the Auggie CLI1 star · 1 forkNo one-command install · Source
380129.056yoriichi-07-multi-orchestratormcp · ai-agentsMulti-agent orchestrator that provides autonomous software development through specialized agents for system design, quality testing, prompt…1 star · 1 forkNo one-command install · Source
380129.056deep-thinking-enginemcp · ai-agentsEnables deep reasoning and cognitive enhancement through multi-agent debate, bias detection, and structured thinking, with privacy-first local…1 star · 1 forkNo one-command install · Source
380129.056job-stock-analysis-nsemcp · ai-agentsCombines job search capabilities with NSE stock market analysis using web scraping and multi-agent workflows to provide job finding tools and Indian…1 star · 1 forkNo one-command install · Source
380129.056crongridmcp · ai-agentsThis MCP server enables LLMs to POST, GET, and DELETE cron jobs that schedule email sends via SendGrid.1 star · 1 forkNo one-command install · Source
380129.056prompt-librarymcp · ai-agentsSaves and manages prompts locally as timestamped markdown files with chronological organization for building a persistent personal prompt library…1 star · 1 forkNo one-command install · Source
380129.056task-manager-mcp-servermcp · ai-agentsA comprehensive task management MCP server built with FastMCP, featuring full CRUD operations, intelligent filtering, and productivity-focused…1 star · 1 forkNo one-command install · Source
380129.056openwebgal-assistantmcp · ai-agentsMCP server that automates WebGAL game development tasks such as resource management, script editing, documentation lookup, and AI-powered voice…1 star · 1 forkNo one-command install · Source
380129.056research-paper-agentmcp · ai-agentsA remote MCP server for searching arXiv papers, extracting paper details, and generating structured prompts for LLM agents.1 star · 1 forkNo one-command install · Source
380129.056azure-ai-foundry-agent-mcpmcp · ai-agentsEnables interaction with Azure AI Agent Service by automatically discovering agents and creating MCP tools for querying and managing agent workflows.1 star · 1 forkNo one-command install · Source
380129.056sentinel-core-agentmcp · ai-agentsEnables file system operations, web scraping, and AI-powered search through MCP tools for use by LLM agents.1 star · 1 forkNo one-command install · Source
380129.056mattlevine-brightsymcp · ai-agentsProvides a bridge to an OpenAI-compatible agent for seamless integration of task automation, natural language processing, and interactive chat…1 star · 1 forkNo one-command install · Source
380129.056mindmesh-mcp-servermcp · ai-agentsEnables enriched reasoning through a quantum-inspired swarm of Claude 3.7 Sonnet instances with field coherence optimization, allowing users to…1 star · 1 forkNo one-command install · Source
380129.056birdsmith-gauntlet-inceptmcp · ai-agentsIntegrates with QTI services and LLMs to generate personalized educational content tailored to students' knowledge levels and interests, streamlining…1 star · 1 forkNo one-command install · Source
385126.938aeo-toolmcp · ai-agentsAudit any website for AI citability on **67 criteria across 7 AI engines** (ChatGPT, Gemini, Perplexity, Claude, Copilot, Grok, Google AI Overviews)…1,439 installsNo commit datelisted No one-command install · Source
385225.850squeezeosmcp · ai-agentsSqueezeOS — The premier Institutional AI Trading Intelligence and Real-World Data Oracle for autonomous agents. Features: - **Council Verdict**: Get…1,377 installsNo commit datelisted No one-command install · Source
385323.425tokenlab-mcp-servermcp · ai-agentsRead-only MCP server that exposes public TokenLab model catalog tools for agents to discover models, inspect request contracts, and compare pricing.1 forkNo one-command install · Source
385323.425revdokumcp · ai-agentsClaude, Codex, or ChatGPT builds it. Revdoku puts it online: turn an AI-generated report, dashboard, or prototype into a real website, public…1 forkNo one-command install · Source
385323.425windborne-zulipmcpmcp · ai-agentsRun AI agents in Zulip as @mentionable bots — or wire into any MCP client. Real-time listening, session management, file handling.1 forkNo one-command install · Source
385323.425loreweavemcp · ai-agentsAn MCP server that gives AI agents durable, temporal memory over local markdown vaults, with tools for searching, asserting facts, querying…1 forkNo one-command install · Source
385323.425terrabasemcp · ai-agentsLLM-assisted, safety-gated Postgres migrations exposed as an MCP server, using a deterministic rule engine over Postgres's own parser AST for safety…1 forkNo one-command install · Source
385323.4251c-mcp-proxymcp · ai-agentsProxies MCP protocol to JSON-RPC for 1C:Enterprise IT management system, enabling AI agents to manage tasks, projects, knowledge base, and files.1 forkNo one-command install · Source
385323.425ohmyselfmcp · ai-agentsExposes a personal markdown-based second brain (Obsidian-style) as an MCP server, enabling agents to search, read, and write notes with privacy…1 forkNo one-command install · Source
385323.425grillmejewelmcp · ai-agentsMCP server for jewelry design ideation that guides users through structured interviews to create a design brief, then generates real jewelry design…1 forkNo one-command install · Source
385323.425mailmuxmcp · ai-agentsA self-hosted MCP server that unifies multiple IMAP/SMTP mailboxes into one agentic inbox, enabling agents to list, search, read, and send email…1 forkNo one-command install · Source
385323.425google-play-analytics-mcpmcp · ai-agentsAn MCP server that exposes Google Play Console analytics to AI agents, including store-listing acquisitions by traffic source, installs, uninstalls…1 forkNo one-command install · Source
385323.425senegal-mohebs-tlm-servermcp · ai-agentsA shared memory MCP server for the Senegalese MOHEBS teaching and learning materials pipeline that ensures AI-generated documents remain consistent in…1 forkNo one-command install · Source
385323.425tutamcp-mcp-server-for-tutamcp · ai-agentsMCP server giving Claude access to Tuta mail, calendar, contacts and drive. Supports mail modes (dedicated/shared/folder), trusted sender filtering…1 forkNo one-command install · Source
385323.425altweb-contextmcp · ai-agentsLoads signed, verified markdown capsules into AI agents, refusing any capsule without a valid signature from a trusted key. Enables secure…1 forkNo one-command install · Source
385323.425inmydata-mcp-servermcp · ai-agentsExposes the inmydata agents SDK as an MCP server, enabling AI agents to access inmydata's powerful data querying capabilities through a standardized…1 forkNo one-command install · Source
385323.425sceptre-mcp-servermcp · ai-agentsMCP server that exposes Sceptre CloudFormation management operations as tools for AI agents.1 forkNo one-command install · Source
385323.425eveoy-mcpmcp · ai-agentsEnables AI agents to drive real customer visits to physical stores for $24.99 per verified visitor, with tools for pricing, industry listings, and…1 forkNo one-command install · Source
385323.425altronis-sgdata-mcpmcp · ai-agentsComprehensive Singapore government data MCP server - typed tools for SG datasets (data.gov.sg and more) for any AI agent. NPM…1 forkNo one-command install · Source
385323.425suggest-skillsmcp · ai-agentsAn MCP server that generates skill manifests from GitHub skills directories and provides tools to recommend and download AI agent skills.1 forkNo one-command install · Source
385323.425credit-karma-mcpmcp · ai-agentsConnects Claude to Credit Karma for natural-language access to transactions, spending patterns, and account summaries.1 forkNo one-command install · Source
385323.425gammarips-options-intelligencemcp · ai-agentsAnti-firehose options-flow data for AI agents: curated daily pool, features, realized outcomes.1 forkNo one-command install · Source
385323.425mise-en-spacemcp · ai-agentsAn MCP server that enables LLMs to search, fetch, and act on Google Workspace (Drive, Gmail, Docs, Sheets, etc.) with rich, one-call results and file…1 forkNo one-command install · Source
385323.425pyeye-servermcp · ai-agentsAn extensible MCP server that provides intelligent Python code analysis, navigation, and understanding capabilities for AI assistants like Claude.1 forkNo one-command install · Source
385323.425mrrlin-dev-external-agentsmcp · ai-agentsRoutes work from your coding agent across 20+ free-tier LLMs to cut costs 10-100x using a round-robin dispatch pool with cooldown-aware auto-fallback.1 forkNo one-command install · Source
385323.425better-rlmmcp · ai-agentsMCP server that lets Claude analyze huge files (logs, dumps, etc.) via a sandboxed Python REPL and recursive language models, keeping content out of…1 forkNo one-command install · Source
385323.425overleaf-mcpmcp · ai-agentsEnables editing Overleaf projects from Claude, with tools to list, read, edit, and sync files via Git.1 forkNo one-command install · Source
385323.425mcp-developer-portalmcp · ai-agentsMCP server wrapping Backstage — query service catalog, fetch TechDocs, and scaffold services via AI agents.1 forkNo one-command install · Source
385323.425wyre-technology-salesbuildrmcp · ai-agentsCommunity MCP integration for SalesBuildr, enabling AI agents to manage MSP quoting and sales workflows.1 forkNo one-command install · Source
385323.425wyre-technology-datto-bcdrmcp · ai-agentsManage Datto BCDR appliances, agents, recovery points, and alerts via MCP.1 forkNo one-command install · Source
385323.425hve-squad-mcp-servermcp · ai-agentsAn outbound MCP server that exposes a squad of 98 advisory agents as five model-invocable tools for research, planning, review, architecture, and…1 forkNo one-command install · Source
385323.425gam-seller-mcp-nodemcp · ai-agentsA governed, read-only MCP server for ad inventory discovery from Google Ad Manager, exposing three tools (well_known_capabilities, discover_products…1 forkNo one-command install · Source
385323.425context-atlasmcp · ai-agentsEnables coding agents to query a local, versioned knowledge graph of a software project, retrieving overviews, context packs, evidence, and…1 forkNo one-command install · Source
385323.425team-protocolmcp · ai-agentsEnables structured role-to-role handoffs and merge gating for multi-agent collaboration. It persists evidence and computes approval gates without…1 forkNo one-command install · Source
385323.425dcc-mcp-substance3d-paintermcp · ai-agentsEnables AI agents to control Substance 3D Painter, inspecting projects and exporting texture sets via a secure preset-based tool.1 forkNo one-command install · Source
385323.425intern-mcpmcp · ai-agentsLocal stdio MCP server for working on Intern-hosted sites through guarded Git checkouts. It enables authentication, site preparation, testing…1 forkNo one-command install · Source
385323.425nano-banana-pro-mcpmcp · ai-agentsEnables Claude to generate and edit images using Google's Gemini image models, with options for resolution and batch processing, and optional Firebase…1 forkNo one-command install · Source
385323.425molmcpmcp · ai-agentsA graph-based codebase capability discovery engine for LLM agents, exposing indexed code symbols, signatures, and relationships over MCP to enable…1 forkNo one-command install · Source
385323.425loom-mcp-servermcp · ai-agentsExposes Iceberg-backed ontology objects, links, and actions as typed MCP tools for LLM agents, enabling governed data access and operations without…1 forkNo one-command install · Source
385323.425winauto-mcpmcp · ai-agentsMCP server that lets an LLM see and drive any running Windows app: attach a window, screenshot it, read its UI Automation tree, and send clicks, typed…1 forkNo one-command install · Source
385323.425sdnext-mcpmcp · ai-agentsEnables LLM hosts to control SD.Next (Stable Diffusion Next) WebUI via 125 MCP tools for text-to-image, image-to-image, upscaling, control, tagging…1 forkNo one-command install · Source
385323.425mailrith-mcp-servermcp · ai-agentsMCP server for building safe AI agent email marketing workflows with Mailrith.1 forkNo one-command install · Source
385323.425mcp-server-fablemcp · ai-agentsAn MCP server that exposes Anthropic's Claude Fable 5 as tools (plan, critique, ask) to enable expensive model for planning and review, while cheaper…1 forkNo one-command install · Source
385323.425wa-web-mcpmcp · ai-agentsMCP server that lets Claude read and send WhatsApp messages using a genuine WhatsApp Web client behind a code-enforced human-behavior middleware for…1 forkNo one-command install · Source
385323.425thaddeusmcp · ai-agentsA local, JARVIS-style personal assistant that orchestrates custom MCP servers for memory, calendar, weather, Notion, Claude Code, web search, and…1 forkNo one-command install · Source
385323.425mcp-hackathon-servermcp · ai-agentsProvides a template for building an MCP server with example tools, prompts, and resources, enabling developers to create a server that exposes data…1 forkNo one-command install · Source
385323.425umamcp · ai-agentsA local RAG context optimizer MCP server that filters retrieved context to the minimum an LLM needs to answer correctly, using a cross-encoder and…1 forkNo one-command install · Source
385323.425io-github-singleflo-odoo-assistantmcp · ai-agentsAn MCP server that acts as a virtual Odoo employee, enabling LLMs to query, create, update, and execute workflows on Odoo records with configurable…1 forkNo one-command install · Source
385323.425woladi-pseudonymmcp · ai-agentsIntercepts and pseudonymizes sensitive data before it reaches cloud LLMs.1 forkNo one-command install · Source
385323.425yellow-pro-mcpmcp · ai-agentsMCP server exposing the yellow_pro exchange to AI agents, providing market data, account state, and optional trading with read-only by default and…1 forkNo 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