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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

61,707 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
290122.557coderegistrymcp · otherEnterprise code intelligence for M&A, security audits, and technical debt analysis.1 starNo one-command install · Source
290222.557mmc-mcpmcp · ai-agentsMCP server that lets AI agents execute structured business processes by exposing process steps as tools with a sequenced event bus to prevent skipping…1 starNo one-command install · Source
290322.557skywardmcp · browserEnables AI agents to connect to a shared browser-based open world, where they can perceive, move, speak, emote, act, and claim land.1 starNo one-command install · Source
290422.557gwen-digestormcp · back-endModel Context Protocol server for conversation compression that reduces token consumption using deterministic, embedding-free compression with…1 starNo one-command install · Source
290522.557slack-mpmmcp · back-endMCP server for Slack workspace integration, exposing 40+ Slack operations as tools for Claude Desktop and providing a clean async Python API.1 starNo one-command install · Source
290622.557mylinedchart-chart-context-mcp-servermcp · back-endProvides AI agents with read-only access to live chart context, candles, drawings, indicators, and provider status from the MyLinedChart desktop app…1 starNo one-command install · Source
290722.557avo-mcpmcp · front-endEnables reading and editing Avo tracking plans through natural language, with skills for designing new plans and working with existing ones.1 starNo one-command install · Source
290822.557shoggoth-industriesmcp · ai-agentsKnowledge management platform for AI research1 starNo one-command install · Source
290922.557leetcode-helpermcp · back-endAn MCP server that provides structured, AI-powered guidance for LeetCode problems, including approach analysis, hints, complexity breakdowns, and…1 starNo one-command install · Source
291022.557defi-mcpmcp · back-endAn MCP server that gives AI agents direct, on-chain access to DeFi data on EVM chains — wallet balances, Aave v3 lending positions, and live token…1 starNo one-command install · Source
291122.557justserpapi-mcpmcp · back-endEnables AI assistants to search Google, Maps, Trends, and other web data through JustSerpAPI endpoints. Supports natural language queries, endpoint…1 starNo one-command install · Source
291222.557instagram-carousel-mcpmcp · front-endAn MCP server that designs multi-slide Instagram carousels as SVG, provides a live swipeable preview, and exports to PNG. Supports multiple templates…1 starNo one-command install · Source
291322.557polypromptmcp · ai-agentsAn MCP server that translates your coding prompts from your native language into a target language, enabling you to learn a new language through…1 starNo one-command install · Source
291422.557sentor-mcpmcp · otherConnects entity-based sentiment analysis, document clustering, and topic naming to MCP-compatible AI assistants.1 starNo one-command install · Source
291522.557agentoverflowmcp · ai-agentsA token-optimized documentation and Q&A registry for AI agents, providing dense machine-readable symbol-level docs and agent-contributed Q&A to…1 starNo one-command install · Source
291622.557arrow2nd-octopus-energy-japanmcp · back-endIntegrates with Octopus Energy Japan's GraphQL API for electricity consumption monitoring, account information, and postal area lookups.1 starNo one-command install · Source
291722.557resend-mcp-server-2mcp · back-endEnables sending emails via the Resend API from Claude, with tools for sending, checking delivery status, listing recent emails, and managing domains.1 starNo one-command install · Source
291822.557oakallow-mcp-servermcp · ai-agentsRuntime permission, approval, and audit governance for AI agent tool execution, enabling human oversight of risky actions via an MCP server.1 starNo one-command install · Source
291922.557mcp-security-servermcp · back-endEnables file operations, npm package management, and configuration checking through MCP.1 starNo one-command install · Source
292022.557build-quality-mcpmcp · ai-agentsEnables Claude-powered pre-push code review, blocking bad commits by analyzing diffs with Anthropic's models.1 starNo one-command install · Source
292122.557codex-remote-execmcp · ai-agentsMCP server for remote execution on Windows devices. Enables Codex to run PowerShell, manage files/processes, and capture screenshots via a relay and…1 starNo one-command install · Source
292222.557adorbis-ai-mcp-servermcp · back-endEnables AI assistants to access 40+ models via one API key with automatic routing for chat, code, reasoning, and writing tasks.1 starNo one-command install · Source
292322.557mitm-mcpmcp · back-endMCP server for network-level TLS interception and IoT security testing. Orchestrates mitmproxy and tshark to intercept traffic from devices connecting…1 starNo one-command install · Source
292422.557psu-mcpmcp · back-endMCP server for programmable bench power supply control, enabling autonomous bootloader-entry probing via precise power cycling and telemetry.1 starNo one-command install · Source
292522.557codex-conductormcp · ai-agentsAn MCP server that allows AI agents to monitor and interact with Codex sessions, providing session awareness, status summaries, and managed tmux…1 starNo one-command install · Source
292622.557sai-roadmap-mcpmcp · ai-agentsAn MCP server that exposes certifications, projects, and an AI engineering learning roadmap as callable tools for MCP clients like Claude Desktop.1 starNo one-command install · Source
292722.557seismic-mcpmcp · ai-agentsA unified MCP server that queries 20 seismic agencies in parallel, reconciles cross-agency earthquake reports, and surfaces discrepancies for AI…1 starNo one-command install · Source
292822.557nano-banana-mcpv2mcp · back-endEnables AI image generation and editing using Google's Gemini Multimodal Image APIs.1 starNo one-command install · Source
292922.557agnes-video-mcp-servermcp · back-endEnables video generation from text prompts or images using Agnes AI's video models, with async task submission and status polling.1 starNo one-command install · Source
293022.557resume-editor-mcpmcp · back-endMCP server for AI-native resume optimization, providing tools to load JD, analyze match, rewrite sections, and assemble customized resumes.1 starNo one-command install · Source
293122.557skillmcpmcp · ai-agentsServes project-specific skills and behavioral rules to AI agents via MCP, enabling automatic injection of behavioral rules and on-demand knowledge for…1 starNo one-command install · Source
293222.557webgpt-mcpmcp · ai-agentsLocal MCP server for Codex to send prompts to ChatGPT Web Pro extension and manage repository tasks safely.1 starNo one-command install · Source
293322.557rapport-mcp-servermcp · back-endEnables AI assistants to query local conversation transcripts and relationship data via a local MCP server, allowing retrieval of past conversations…1 starNo one-command install · Source
293422.557ukraine-com-ua-mcpmcp · back-endMCP server for the adm.tools / ukraine.com.ua hosting API, providing tools to manage hosting services, accounts, sites, and web apps.1 starNo one-command install · Source
293522.557torbox-mcp-servermcp · back-endConnects AI agents to Prowlarr and TorBox for autonomous torrent searching, downloading, and media extraction via MCP.1 starNo one-command install · Source
293622.557sky-windows-remote-executormcp · browserEnables remote execution of commands, file operations, screenshots, and clipboard access on Windows machines through MCP tools.1 starNo one-command install · Source
293722.557vision-mcp-2mcp · browserGives text-only coding agents the ability to 'see' images, videos, and screenshots by routing them to a vision model and returning structured text.1 starNo one-command install · Source
293822.557sonu-davinceresolve-mcpmcp · ai-agentsAn MCP server that connects LLMs (Ollama, OpenAI, Anthropic) with desktop automation (mouse, keyboard, screenshots) using PyAutoGUI, with exclusive…1 starNo one-command install · Source
293922.557seocrawl-mcpmcp · ai-agentsSEO + GEO MCP server: live Google Search Console & GA4 data, keyword and page analysis, AI-visibility tracking across ChatGPT, Claude, Gemini &…1 starNo one-command install · Source
294022.557voz-knowledge-mcpmcp · searchCrawl and archive VOZ threads, with search and summarization capabilities for AI agents.1 starNo one-command install · Source
294122.557galgame-mcp-enginemcp · back-endAn MCP server that provides a visual novel world engine, enabling AI clients to drive interactive galgame experiences with narrative consistency.1 starNo one-command install · Source
294222.557togo-framework-mcp-webmcp · ai-agentsThe public MCP server for togo — docs, the plugin marketplace, and plugin submission, for any agent.1 starNo one-command install · Source
294322.557agentkarma-mcpmcp · ai-agentsExposes AgentKarma's read-only trust and reputation tools (karma, agents, succession, bonds, check_trust) to any MCP client for checking on-chain…1 starNo one-command install · Source
294422.557doomscroll-mcpmcp · authEnables AI agents to browse Instagram Reels by automating login, scrolling, and extracting structured metadata such as URL, creator, caption, likes…1 starNo one-command install · Source
294522.557dynamic-db-mcp-servermcp · databaseEnables AI agents to dynamically register and query MySQL-compatible databases at runtime with built-in destructive SQL protection.1 starNo one-command install · Source
294622.557distribea-mcpmcp · ai-agentsGenerates images, video, music, and voice from plain-language prompts, shipping them production-ready as optimised WebP with SEO alt text, directly in…1 starNo one-command install · Source
294722.557mev-mcpmcp · back-endAn MCP server for inspecting MEV-relevant activity on Polygon, providing tools to check pending swaps, confirmed swap history, and gas price…1 starNo one-command install · Source
294822.557apigee-mcpmcp · back-endExposes Apigee X / GCP Management API operations as tools, enabling management of API proxies, environments, analytics, developers, apps, and API…1 starNo one-command install · Source
294922.557envato-mcpmcp · back-endMCP server for Envato API that enables searching the marketplace catalog, viewing author statistics, checking buyer purchases, and accessing account…1 starNo one-command install · Source
295022.557agent-memory-mcpmcp · ai-agentsMCP server for agent-maintained memories, allowing creation, reading, updating, deletion, and listing of memories with global or repo scopes.1 starNo one-command install · Source
295122.557zxkolmcp · browserZXKOL transforms tasks like "finding Douyin beauty influencers with 100k–500k followers" into simple tool calls—eliminating the need to write web…1 starNo one-command install · Source
295222.557relayos-mcpmcp · ai-agentsEnables Claude Code to orchestrate AI team tasks by delegating simple work to free models (Mimo, OpenCode) and using Claude for planning and review…1 starNo one-command install · Source
295322.557sqlprismmcp · databaseAn MCP server that indexes SQL codebases into a queryable knowledge graph backed by DuckDB, enabling structural SQL queries instead of grep.1 starNo one-command install · Source
295422.557telegram-bot-api-docs-mcpmcp · back-endScrapes the official Telegram Bot API documentation and provides tools for querying methods, types, fields, and relationships.1 starNo one-command install · Source
295522.557salta-mcpmcp · ai-agentsEnables Claude Code to read, create, and complete tasks in your Salta life planner account, and break goals into dated steps, synced to your phone and…1 starNo one-command install · Source
295622.557slipknot-v4-1-lite-lightweight-topological-arbitration-mcp-coprocessormcp · ai-agentsA lightweight topological arbitration MCP server for multi-agent clusters, using Topological Data Analysis to resolve decision conflicts and enable…1 starNo one-command install · Source
295722.557tiktapdown-mcpmcp · otherTikTok creator toolkit for AI assistants. Four tools: download watermark-free videos by URL, look up curated 15-hashtag sets for 15 niches with…1 starNo one-command install · Source
295822.557ci-investigator-mcpmcp · github-vcsProvides tools to analyze and debug GitHub Actions CI failures, including summarizing failures, detecting flaky tests, and suggesting fixes.1 starNo one-command install · Source
295922.557pok-mon-champions-mcp-servermcp · back-endProvides accurate competitive Pokémon information for Pokémon Champions, including damage calculation, type effectiveness, Pokémon data, and…1 starNo one-command install · Source
296022.557mythos-reasoning-mcpmcp · ai-agentsA deterministic verification gate for MCP clients that independently checks model outputs against evidence, contradictions, calibration, and…1 starNo one-command install · Source
296122.557mealplanner-mcp-multi-agentmcp · ai-agentsA multimodal meal planning agent that uses Gemini Vision to analyze fridge photos, suggest recipes, provide nutritional info, and generate daily meal…1 starNo one-command install · Source
296222.557supplymaven-scr-supplymaven-mcp-servermcp · back-endReal-time supply chain risk intelligence for AI agents. 25 tools across 3 tiers: Global Disruption Index, Manufacturing Index, commodity prices, port…1 starNo one-command install · Source
296322.557supabase-management-mcp-servermcp · back-endMCP tools for managing your self-hosted Supabase instance. Combines Edge Function CRUD, migration management, log monitoring, and Studio MCP proxy…1 starNo one-command install · Source
296422.557sentimatixmcp · searchReal-time Indian stock market sentiment analysis delivering NSE/BSE news NLP scores, technical indicators, and RAG-based news search for AI agents.1 starNo one-command install · Source
296522.557vicarius-vrx-mcp-servermcp · back-endAn MCP server that exposes the Vicarius vRx External Data API to AI assistants, providing 88 tools across 37 API domains for managing vulnerabilities…1 starNo one-command install · Source
296622.557clawspacemcp · ai-agentsBootstrap a production-grade OpenClaw agent workspace with memory system, config validation, and templates. Exposes tools like setup_workspace…1 starNo one-command install · Source
296722.557io-github-csoai-org-coppa-ferpa-mcpmcp · front-endMCP server for children's privacy compliance, enabling checks under COPPA, FERPA, UK Age Appropriate Design Code, and EU AI Act provisions for minors.1 starNo one-command install · Source
296822.557csoai-org-dora-compliance-mcpmcp · otherTools for Digital Operational Resilience Act compliance and documentation.1 starNo one-command install · Source
296922.557fda-ai-ml-samd-compliance-mcpmcp · otherEnables FDA AI/ML SaMD compliance management, including regulatory pathway classification and PCCP template generation.1 starNo one-command install · Source
297022.557meok-attestation-verifymcp · otherVerifies MEOK AI Labs compliance attestations (DORA, NIS2, CRA, EU AI Act, etc.) using HMAC-SHA256. Enables piping a signed certificate on stdin to…1 starNo one-command install · Source
297122.557csoai-org-qidi-printer-mcpmcp · back-endPython MCP server for Qidi 3D printer control and management tools.1 starNo one-command install · Source
297222.557sbom-cyclonedx-mcpmcp · otherGenerates SBOM in CycloneDX 1.6 and SPDX 2.3 formats, compliant with EO 14028, NIS2, and CRA.1 starNo one-command install · Source
297322.557csoai-org-sbom-cyclonedxmcp · otherGenerates and validates Software Bill of Materials in CycloneDX 1.6 and SPDX 2.3 formats for regulatory compliance.1 starNo one-command install · Source
297422.557csoai-org-sql-builder-ai-mcpmcp · databasePython MCP server for SQL query building and database interaction.1 starNo one-command install · Source
297522.557voice-audio-mcpmcp · otherEnables text-to-speech, voice cloning, audio generation, and transcription using Kokoro TTS and Whisper STT.1 starNo one-command install · Source
297622.557csoai-org-explainability-report-mcpmcp · otherTools for generating AI model explainability reports and feature attribution analysis.1 starNo one-command install · Source
297722.557csoai-org-iso-42001-ai-mcpmcp · back-endPython MCP server for ISO 42001 AI management system compliance.1 starNo one-command install · Source
297822.557openrouter-custom-image-generation-mcp-servermcp · back-endGenerates images using OpenRouter models and retrieves user-uploaded images from LibreChat database, enabling image generation and editing with…1 starNo one-command install · Source
297922.557unified-search-mcp-servermcp · back-endEnables AI agents to perform multi-platform searches (Douyin, Xiaohongshu, Zhihu, CSDN) and reverse-engineer arbitrary websites using browser…1 starNo one-command install · Source
298022.557pulse-mcpmcp · back-endFree MCP server for fetching social media metrics (views, likes, comments) from public post URLs across YouTube, Twitter, TikTok, and Instagram. No…1 starNo one-command install · Source
298122.557commune-mcpmcp · commsGive Claude (or any MCP client) a real email inbox and SMS. Your AI agent can read and send email, manage inboxes, track delivery, and handle SMS.1 starNo one-command install · Source
298222.557commune-dev-commune-emailmcp · commsProvides email and SMS capabilities for agents including inbox management, threaded conversations, domain verification, delivery tracking, and…1 starNo one-command install · Source
298322.557ibge-microdata-mcpmcp · back-endLocal-first MCP server for discovering, downloading, and analyzing official IBGE microdata using DuckDB and Parquet.1 starNo one-command install · Source
298422.557crispasr-agent-transcribermcp · back-endLocal-only transcription server for MCP agents, powered by CrispASR. Transcribes audio/video files without cloud uploads, supporting English and…1 starNo one-command install · Source
298522.557jobber-mcpmcp · back-endMCP server for Jobber home service management software enabling read/write of clients, jobs, quotes, invoices via GraphQL API.1 starNo one-command install · Source
298622.557hawksoft-mcpmcp · observabilityEnables natural language interaction with HawkSoft insurance agency management data, including reading clients, policies, and claims, and writing log…1 starNo one-command install · Source
298722.557coalmcp · paymentsPayment rails for AI agents — pay merchants in USDC on Base via x402 and OKX APP protocols.1 starNo one-command install · Source
298822.557twproject-mcp-server-prototypemcp · back-endEnables automation of routine operations on Twproject installations, including task, assignment, issue, person, company, worklog, and cost management…1 starNo one-command install · Source
298922.557mcp-google-vertex-ai-servermcp · back-endEnables AI image and video generation using Google Vertex AI's Imagen and Veo models, with support for configurable parameters and local storage.1 starNo one-command install · Source
299022.557cc-in-codexmcp · ai-agentsEnables Codex to manage a local Claude Code companion through MCP, implementing a dual-agent workflow where Codex handles reasoning and review while…1 starNo one-command install · Source
299122.557mcp-activeviewmcp · back-endRead-only MCP server exposing ActiveView's external API for querying price rules, domain/network reports, and A/B testing redirects, enabling Claude…1 starNo one-command install · Source
299222.557telegram-agent-for-codexmcp · commsPrivacy-first Telegram MCP server enabling maintainers to triage chats, inspect context, search messages, draft replies, and send authorized messages…1 starNo one-command install · Source
299322.557panda-mcpmcp · ai-agentsTurns a comma.ai Panda into a conversational CAN reverse-engineering rig, allowing users to record, diff, find signals, and send frames through…1 starNo one-command install · Source
299422.557congressional-trade-signalsmcp · otherEnables querying of U.S. congressional stock trade data, including price history, recent trades, buy signals, stock activity, and politician activity…1 starNo one-command install · Source
299522.557agent-coordmcp · ai-agentsA zero-dependency MCP server that allows multiple coding agents to coordinate work on the same repository using file locks, task claims, and status…1 starNo one-command install · Source
299622.557guerrillamail-mcpmcp · back-endMCP server for the Guerrilla Mail temporary/disposable email API. Spin up throwaway inboxes, poll for mail, and read messages from any MCP client.1 starNo one-command install · Source
299722.557gobject-introspection-mcpmcp · ai-agentsExposes GObject Introspection metadata to coding agents, enabling querying of libraries, classes, functions, signals, properties, and more through MCP…1 starNo one-command install · Source
299822.557mcp-color-pickermcp · front-endAn interactive color picker that renders as a UI inside MCP-compatible hosts like VS Code GitHub Copilot and Claude.1 starNo one-command install · Source
299922.557longbook-verifiermcp · searchAn MCP server that evaluates whether retrieval methods and AI outputs are grounded in long narrative manuscripts by retrieving evidence and scoring…1 starNo one-command install · Source
300022.557intelica-mcpmcp · paymentsCompetitive intelligence for AI agents — analyze any URL or company description and get structured JSON with positioning, pain points, competitors…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