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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

65,239 results
RankScoreComponentDescriptionEvidenceLast commitInstall
200122.557openai-gpt-image-mcp-servermcp · back-endEnables image generation and editing using OpenAI's GPT Image API (gpt-image-1, 1.5, 2) with support for multi-image generation, history management…1 starNo one-command install · Source
200222.557divination-chart-mcpmcp · back-endAn MCP server for generating Chinese divination charts (Six-line and Bazi) based on user input.1 starNo one-command install · Source
200322.557mcp-atlassian-node-servermcp · back-endProduction-ready MCP server for Atlassian Jira and Confluence, providing tools for issue management, page retrieval, and content operations.1 starNo one-command install · Source
200422.557prodpoke-mcp-servermcp · browserEnables AI to perform real-browser QA testing on websites via Playwright, finding bugs, accessibility, SEO, and performance issues through natural…1 starNo one-command install · Source
200522.557prodpokemcp · commsAI QA tester that scans websites for bugs, SEO issues, performance, and accessibility via chat.1 starNo one-command install · Source
200622.557mcp-z3-provermcp · back-endMCP server exposing Z3 solver API for creating variables, adding constraints, and solving SMT problems with optimization support.1 starNo one-command install · Source
200722.557daedalus-z3-provermcp · otherExposes the Z3 theorem prover for constraint solving, satisfiability checking, and optimization with support for Boolean, integer, and real variable…1 starNo one-command install · Source
200822.557mistral-ai-mcpmcp · back-endMCP server for Mistral AI providing OCR, TTS, and STT capabilities via Voxtral.1 starNo one-command install · Source
200922.557llm-brand-monitor-mcp-servermcp · back-endManages brand monitoring projects, runs scans across 350+ LLMs, and analyzes results through natural language.1 starNo one-command install · Source
201022.557llm-brand-monitormcp · observabilityTrack how 350+ AI models mention your brand — monitor visibility, sentiment, and competitor mentions.1 starNo one-command install · Source
201122.557sirgreed808-zoho-mail-mcpmcp · ai-agentsMCP server for Zoho Mail. Read, search, and send email from Claude.1 starNo one-command install · Source
201222.557yusiwen-drone-cimcp · devopsInteract with Drone CI/CD pipelines to manage repositories, builds, secrets, and cron jobs.1 starNo one-command install · Source
201322.557drone-mcp-servermcp · back-endEnables to interact with Drone CI/CD for managing repositories, builds, cron jobs, secrets, and users.1 starNo one-command install · Source
201422.557yudai-uk-firestoremcp · databaseIntegrates with Firebase Firestore databases for collection and document management including querying, creating, updating, deleting, and counting…1 starNo one-command install · Source
201522.557tharanabope-sql-servermcp · databaseSQL Server database integration with schema exploration and read-only querying1 starNo one-command install · Source
201622.557lightrag-mcpmcp · otherBridges AI assistants with LightRAG's knowledge graph capabilities, enabling document management and multi-mode queries through the Model Context…1 starNo one-command install · Source
201722.557the13fmcp · otherInstitutional 13F filing intelligence with data on 8,600+ fund managers and their holdings.1 starNo one-command install · Source
201822.557socialintel-socialintel-mcpmcp · paymentsInstagram influencer search API for AI agents — search by niche, country, demographics, or follower count, returns usernames, bios, follower counts…1 starNo one-command install · Source
201922.557bluesky-mcp-servermcp · ai-agentsMCP server for Bluesky/AT Protocol enabling LLM clients and agents to authenticate, search, post, like, follow, and manage chat on Bluesky.1 starNo one-command install · Source
202022.557mklmto-eodhdmcp · back-endConnects to the EODHD financial data API for stock prices, fundamentals, technical indicators, news, macroeconomic data, and screening.1 starNo one-command install · Source
202122.557buildin-mcpmcp · databaseEnables LLMs to interact with Buildin.ai workspaces, providing tools to manage pages, databases, blocks, search, users, and convert Markdown content.1 starNo one-command install · Source
202222.557unphurlmcp · otherURL intelligence service that analyzes links across security, brand safety, and data quality dimensions, returning structured signals.1 starNo one-command install · Source
202322.557inbox-checkmcp · commsTests email inbox placement across Gmail, Outlook, Yahoo, and more with SPF, DKIM, and DMARC analysis.1 starNo one-command install · Source
202422.557agimaulana-codemagicmcp · devopsManage Codemagic CI/CD builds, apps, artifacts, caches, and environment variables.1 starNo one-command install · Source
202522.557hellosverre-brregmcp · back-endNorwegian business registry lookup, search, and role queries via the Brønnøysund open API.1 starNo one-command install · Source
202622.557brreg-mcpmcp · back-endEnables direct access to Norwegian company data — lookup, search, roles, subunits, and live updates — through the free Brønnøysund Open Data API.1 starNo one-command install · Source
202722.557bennymayo-ads-connectormcp · back-endMCP server connecting to Meta Ads and Google Ads APIs to retrieve campaign performance metrics and audience insights.1 starNo one-command install · Source
202822.557langfuse-trace-fetchermcp · observabilityFetches Langfuse observability traces directly into a VS Code coding agent's context, enabling querying and viewing trace data through natural…1 starNo one-command install · Source
202922.557tokenlens-mcpmcp · ai-agentsAnalyze AI conversations to estimate token costs, detect waste, and generate optimized prompts directly from your editor.1 starNo one-command install · Source
203022.557im43ii-tokenlensmcp · back-endToken intelligence layer that analyzes conversations, estimates API costs, detects wasteful patterns, and generates optimized prompts.1 starNo one-command install · Source
203122.557woobox-hatchable-mcpmcp · authBuild and host full-stack web apps and sites on Hatchable from any MCP client. DB, auth, storage, domains, and cron per project. Free tier.1 starNo one-command install · Source
203222.557robokassa-mcpmcp · paymentsMCP server for the Robokassa payment gateway, enabling AI agents to create invoices, check payments, process refunds, manage recurring subscriptions…1 starNo one-command install · Source
203322.557artgas1-robokassamcp · paymentsCommunity integration for the Robokassa payment gateway covering checkout, refunds, and fiscal receipts.1 starNo one-command install · Source
203422.557ofodevelopment-cerebrochain-mcp-servermcp · back-endSupply chain & logistics intelligence — rate shopping across 85+ carriers, inventory management, order tracking, fleet logistics, and AI-powered…1 starNo one-command install · Source
203522.557gh-gong8-knownissuemcp · ai-agentsShared debugging memory for AI agents to report, patch, and verify issues.1 starNo one-command install · Source
203622.557mirecekd-amazon-nova-reelmcp · devopsIntegrates with Amazon Nova Reel 1.1 through AWS Bedrock to generate videos from text prompts with configurable duration, frame rate, and dimensions…1 starNo one-command install · Source
203722.557stravacz-mcp-servermcp · back-endProvides tools to interact with the strava.cz meal ordering system, enabling users to view menus, check and place orders, and manage their canteen…1 starNo one-command install · Source
203822.557mdfifty50-boop-a2a-bridgemcp · ai-agentsEnables direct communication between AI agents in multi-agent systems over MCP.1 starNo one-command install · Source
203922.557a2a-bridge-mcpmcp · ai-agentsMCP server for agent-to-agent communication -- capability discovery, task delegation, and result aggregation across MCP agents.1 starNo one-command install · Source
204022.557devctl-mcpmcp · ai-agentsAn MCP server that lets Claude manage long-running development processes across frameworks like Flutter, Next.js, Spring Boot, and Vite, with…1 starNo one-command install · Source
204122.557simplyprintmcp · ai-agentsManage 3D printer farms directly from Claude, controlling printers, queues, and jobs.1 starNo one-command install · Source
204222.557slima-mcpmcp · otherConnects Slima books to any MCP-compatible AI tool, enabling book management, file operations, and AI beta reader feedback via natural language.1 starNo one-command install · Source
204322.557slimamcp · otherConnect Slima AI Writing IDE books to any MCP-compatible tool for reading, editing, and AI beta reader feedback.1 starNo one-command install · Source
204422.557mcp-resillandmcp · back-endAI-powered spatial intelligence for landscape restoration, enabling queries on cadastral parcels, species, climate data, and policy documents across…1 starNo one-command install · Source
204522.557sean-sunagaku-promptlintmcp · ai-agentsStatic linter for AI prompts detecting contradictions, redundancy, ambiguity, and filler text.1 starNo one-command install · Source
204622.557promptlint-mcpmcp · ai-agentsA static analyzer for AI prompts that runs as a CLI and MCP server, enabling linting of system prompts, agent instructions, and tool descriptions to…1 starNo one-command install · Source
204722.557talkdbmcp · databaseEnables natural language querying of databases with multi-turn conversations, auto-generated charts, and proactive monitoring via scheduled queries…1 starNo one-command install · Source
204822.557cuthongthai-vn-vimo-mcp-servermcp · back-endVietnam stock market intelligence — 35 tools: real-time SSI quotes, technical analysis, financial statements, stock screener (13 strategies), AI…1 starNo one-command install · Source
204922.557morocco-open-data-mcpmcp · otherProvides unified access to Moroccan government data, financial markets, geographic information, and more via natural language queries.1 starNo one-command install · Source
205022.557writesdavid-open-primitivemcp · otherAccess 13 US federal data domains including flights, vehicles, food safety, drugs, hospitals, nutrition, jobs, demographics, and SEC filings with…1 starNo one-command install · Source
205122.557styletracemcp · front-endAnalyzes website references, images, screenshots, and HTML snippets to produce a design brief with style constraints, and reviews generated HTML…1 starNo one-command install · Source
205222.557ai-diff-review-mcpmcp · ai-agentsEnables AI agents to edit files in VS Code with an interactive diff review panel, allowing users to accept or reject changes.1 starNo one-command install · Source
205322.557dm-mcpmcp · databaseProvides secure SELECT queries and table structure retrieval for Dameng database via Model Context Protocol.1 starNo one-command install · Source
205422.557jackrain19743-hou-tea-mcp-servermcp · paymentsBrowse, recommend, and **buy authentic Chinese tea** from hou-tea.com using **USDC stablecoin via the x402 protocol**. First commerce MCP that ships…1 starNo one-command install · Source
205522.557mcp-server-findmcp · ai-agentsA discovery tool for AI agents to search, evaluate, and install MCP servers from multiple registries.1 starNo one-command install · Source
205622.557daedalus-mcp-findermcp · back-endDiscover, evaluate, and install MCP servers from the Official Registry, Glama, and Smithery.1 starNo one-command install · Source
205722.557agentic-vaultmcp · back-endMCP server that lets AI agents call APIs without ever seeing the credentials, using a local encrypted vault and per-secret allowlist policies for HTTP…1 starNo one-command install · Source
205822.557namecheap-webui-mcpmcp · back-endManages Namecheap domains and account settings through the web dashboard without requiring an API key or IP allowlist.1 starNo one-command install · Source
205922.557mgthompo1-anchorrmcp · ai-agentsAgent-native CRM with 25 tools for contact enrichment, deal management, sequences, and autonomous prospecting.1 starNo one-command install · Source
206022.557anchorr-mcpmcp · ai-agentsMCP server for Anchorr, an agent-native CRM, providing 25 tools for managing contacts, companies, deals, sequences, activities, and enrichment with a…1 starNo one-command install · Source
206122.557geolabel-geolabel-mcpmcp · ai-agentsGPS coordinates to AI-ready location context — returns place name, stable category (gym, supermarket, restaurant…), and live opening hours via…1 starNo one-command install · Source
206222.557mysql-mcpmcp · databaseEnables read-only SQL queries and datasource listing for MySQL databases via MCP.1 starNo one-command install · Source
206322.557sap-business-one-mcp-servermcp · back-endEnables interaction with SAP Business One via Service Layer REST API to retrieve and create business data such as partners, orders, invoices, items…1 starNo one-command install · Source
206422.557osdu-mcp-server-2mcp · back-endAI-powered access to OSDU subsurface data through natural language, enabling AI assistants to interact with the OSDU platform via conversational…1 starNo one-command install · Source
206522.557thezenmonster-agentscoremcp · ai-agentsScan software packages for security vulnerabilities with AI agent support.1 starNo one-command install · Source
206622.557orchidautomation-prospeomcp · databaseSearches and enriches contacts and companies from Prospeo's 200M+ contact database.1 starNo one-command install · Source
206722.557groowoothmcp · ai-agentsMCP server that enables AI agents to assess child growth, plot growth curves, and interpret z-scores using WHO and China NHC standards.1 starNo one-command install · Source
206822.557ai-architectmcp · observabilityAn autonomous software-engineering pipeline for Claude Code that runs on real evidence: codebase intelligence tools, git analytics, deterministic…1 starNo one-command install · Source
206922.557mcp-graphify-autotriggermcp · back-endProvides efficient knowledge-graph queries and unrestricted shell delegation for AI agents, reducing token usage by 80-150x and bypassing app tier…1 starNo one-command install · Source
207022.557andrealufino-aapl-ads-mcpmcp · back-endReach for andrealufino/aapl-ads-mcp when you need the MCP server it provides.1 starNo one-command install · Source
207122.557lighter-mcpmcp · ai-agentsA portable MCP server that exposes Lighter trading to any MCP-capable agent with safety-first features like mode-based gating, two-step confirmations…1 starNo one-command install · Source
207222.557sonarqube-api-mcpmcp · back-endRead-only MCP server that exposes SonarQube Web API tools for issue retrieval, quality gate status, and source context, enabling coding agents to fix…1 starNo one-command install · Source
207322.557gh-dbsectrainer-legal-doc-analyzermcp · otherExtract clauses from contracts, flag risky provisions, check compliance against configurable templates, and compare document versions at the clause…1 starNo one-command install · Source
207422.557gptqueuemcp · ai-agentsEnables AI agents to discover each other and exchange typed messages through a Redis-backed queue via MCP tool calls, with support for registration…1 starNo one-command install · Source
207522.557canuckeats-mcpmcp · ai-agentsEnables AI agents to browse menus and place real food delivery orders from UberEats and DoorDash across 89 Canadian cities.1 starNo one-command install · Source
207622.557canuckeatsmcp · otherOrder food delivery from UberEats and DoorDash across 89 Canadian cities.1 starNo one-command install · Source
207722.557cdp-mcp-servermcp · browserWraps Chrome DevTools Protocol to provide AI agents with low-level browser debugging tools including breakpoints, stack traces, stepping, network…1 starNo one-command install · Source
207822.557gh-timluogit-clawrivermcp · ai-agentsAI Agent experience sharing platform for knowledge exchange and collaboration.1 starNo one-command install · Source
207922.557clawrivermcp · ai-agentsAI Agent经验共享平台，通过MCP协议让AI代理搜索、分享和评价工作经验，避免从零开始解决问题。1 starNo one-command install · Source
208022.557boycemcp · databaseDeterministic NL-to-SQL compiler for AI agents that eliminates guessing and index errors.1 starNo one-command install · Source
208122.557fabric-protocol-fabricmcp · otherDecentralized data fabric protocol for cross-chain asset management and verification.1 starNo one-command install · Source
208222.557frame-pulse-mcpmcp · observabilityProvides AI agents with real-time system monitoring and control for creative workstations, enabling thermal management and process prioritization to…1 starNo one-command install · Source
208322.557mcp-giteamcp · github-vcsMCP server for interacting with Gitea, enabling issue and PR management, repository browsing, file reading, and safe git command execution.1 starNo one-command install · Source
208422.557component-library-mcpmcp · front-endAn MCP server that scans React and Vue projects, extracts component metadata (props, slots, events, imports, usage), and exposes it to AI coding…1 starNo one-command install · Source
208522.557syd-mcp-servermcp · back-endEnables querying batch status, traceability, and compliance through natural language by connecting SYD to AI assistants via the Model Context…1 starNo one-command install · Source
208622.557fables-mcp-servermcp · devopsAn MCP server that provides AI agents with tools to build, deploy, and manage Flutter applications, including APK/AAB generation, keystore management…1 starNo one-command install · Source
208722.557zleventer-google-adsmcp · ai-agentsDiagnoses Google Ads spend efficiency and asset performance via Claude with 22 tools.1 starNo one-command install · Source
208822.557mcp-agent-reviewmcp · ai-agentsAn MCP server that provides agentic code review powered by OpenAI-compatible models, designed for use with Claude Code.1 starNo one-command install · Source
208922.557aix-mcp-servermcp · back-endAn extensible MCP server with a plugin system, proxy forwarding, web dashboard, and service registry for managing MCP tools and services.1 starNo one-command install · Source
209022.557flickr-mcp-servermcp · back-endAn MCP server that integrates AI assistants with the Flickr API, enabling management of photos, albums, groups, and contacts via natural language…1 starNo one-command install · Source
209122.557chochinlu-flickrmcp · authIntegrates with the Flickr API for photo search, album management, tagging, metadata updates, and group operations with OAuth authentication.1 starNo one-command install · Source
209222.557vaultedmcp · back-endMCP server for creating encrypted, self-destructing secret links to share sensitive values without exposing them to AI context.1 starNo one-command install · Source
209322.557so-dscmcp · back-endEnables AI assistants to remotely control Sony DSC cameras via the Camera Remote API, supporting live view, shooting, exposure adjustment, zoom, and…1 starNo one-command install · Source
209422.557ghl-api-mcpmcp · back-endMCP server for GoHighLevel documentation, enabling agents to search docs, list endpoints, and fetch focused API details without loading large files.1 starNo one-command install · Source
209522.557gabrielcerutti-etoromcp · ai-agentsConnect to your eToro account for portfolio analysis, market research, and trading via AI agents.1 starNo one-command install · Source
209622.557etoro-mcp-servermcp · back-endMCP server connecting AI assistants to eToro for portfolio analysis, market research, and trading, with 35 tools.1 starNo one-command install · Source
209722.557dadang11-cryptoizmcp · otherProvides Solana DEX smart money signals including whale accumulation, divergence, and alpha scanning.1 starNo one-command install · Source
209822.557pjsua-mcp-servermcp · back-endManages multiple SIP user agents (phones) with full control over calls, registration, and media, plus a scenario engine for multi-step SIP flows.1 starNo one-command install · Source
209922.557h-ear-mcp-servermcp · back-endEnables Claude to classify audio across 7,000+ sound classes, including bird species and urban noise, with tools for batch processing, webhooks, and…1 starNo one-command install · Source
210022.557telegram-mcp-kitmcp · commsExposes the Telegram Bot API as tools for Claude Code or any MCP client, enabling message sending, chat management, file handling, and bot information…1 starNo 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