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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
270122.557cli2mcpmcp · back-endEnables AI assistants to call any CLI tool by scanning its help output and serving it as an MCP server.1 starNo one-command install · Source
270222.557solnk-mcpmcp · back-endEnables publishing and scheduling content across 9 social platforms (X, Instagram, TikTok, YouTube, Facebook, LinkedIn, Pinterest, Threads, Bluesky)…1 starNo one-command install · Source
270322.557irismcp · ai-agentsThis MCP server enables AI agents to read MQTT and Sparkplug B data via tools like list_topics, get_latest, and read_all, providing read-only access…1 starNo one-command install · Source
270422.557world-cup-2026-mcp-servermcp · back-endFree MCP server for the World Cup 2026 Tour public schedule API. It enables AI assistants to fetch the 2026 FIFA World Cup schedule, next match, match…1 starNo one-command install · Source
270522.557snapstack-servermcp · browserEnables MCP-capable LLM clients to read browser screenshots captured by the SnapStack extension, stored locally and served over Streamable HTTP.1 starNo one-command install · Source
270622.557nutrirefmcp · back-endUSDA nutrition API optimized for AI agents. x402 + USDC on Base1 starNo one-command install · Source
270722.557pagelensaimcp · front-endAI website audit for security, SEO, performance, UX, and accessibility with actionable fixes.1 starNo one-command install · Source
270822.557painspotter-mcp-servermcp · back-endQuery PainSpotter to discover validated business opportunities and trending pain points mined from Reddit, Hacker News, and Product Hunt.1 starNo one-command install · Source
270922.557spreshapp-mcpmcp · searchConnects Claude to SpreshApp's Facebook ad intelligence platform, enabling competitor research, ad angle analysis, brand ad tracking, and library…1 starNo one-command install · Source
271022.557or-infomcp · ai-agentsEnables AI agents to query OpenRouter model information including prices, ELO rankings, context, and perform comparisons.1 starNo one-command install · Source
271122.557cre-intelligence-mcpmcp · ai-agentsProvides live commercial real estate data (rates, demographics) and analysis tools (DCF, rent roll parsing, lease abstraction, IC memo generation)…1 starNo one-command install · Source
271222.557mcp-vl-msa-rsmcp · searchA searchable long-term memory server for AI agents using BM25 indexing over document chunks, enabling durable recall across sessions without cloud…1 starNo one-command install · Source
271322.557farofino-mcp-servermcp · back-endEnables smart contract security auditing using Slither, Aderyn, and custom pattern analysis through the Model Context Protocol, allowing AI assistants…1 starNo one-command install · Source
271422.557agentifymcp · back-endTurn any OpenAPI / Swagger spec into an agent-ready MCP server.1 starNo one-command install · Source
271522.557scratch-mcpmcp · ai-agentsEnables AI agents to programmatically edit Scratch .sb3 projects and preview changes live in TurboWarp Desktop via MCP tools and a live-reload bridge.1 starNo one-command install · Source
271622.557patchistrymcp · ai-agentsPatchistry commerce tools — modular hats, patches, curated builds (bachelorette/wedding/dads/festival), shipping, contact. AI agents can query the…1 starNo one-command install · Source
271722.557jason-mcpmcp · commsEnables natural language interaction with JetBrains YouTrack, including issue management, sprint operations, team reporting, name-based assignments…1 starNo one-command install · Source
271822.557verifiable-memorymcp · ai-agentsMemory for AI agents that can't hallucinate — answers only from stored facts with a citation, or honestly abstains. Provable forgetting (GDPR)…1 starNo one-command install · Source
271922.557academic-paper-explorer-mcp-servermcp · back-endEnables rigorous, zero-hallucination analysis of local PDF papers, generating editable domain maps, mindmaps, research gaps, and future directions…1 starNo one-command install · Source
272022.557civic-library-mcpmcp · ai-agentsAn MCP server that gives AI agents clean, token-efficient access to US civic & property data — geocoding, census tracts, Opportunity Zones, ACS…1 starNo one-command install · Source
272122.557file-search-mcpmcp · searchSearch local file contents recursively with keyword matching1 starNo one-command install · Source
272222.557presentations-aimcp · front-endCreate professionally designed slide decks from a topic, text, or document using Presentations.AI.1 starNo one-command install · Source
272322.557meshmindmcp · ai-agentsA single MCP server that merges three context-engineering ideas into one toolset for AI agents1 starNo one-command install · Source
272422.557cyberdyne-mcpmcp · authLets an AI agent hire and pay a verified human: post real-world tasks (voice, observation, judgment) and pay in USDC via a non-custodial x402…1 starNo one-command install · Source
272522.557near-intent-swapsmcp · ai-agentsMCP server enabling AI agents to perform cross-chain token swaps through NEAR's intent-based architecture using the Defuse Protocol, with token…1 starNo one-command install · Source
272622.557dep-scoutmcp · searchDep-scout prevents AI coding agents from reinventing the wheel by searching package registries for mature, safe packages and scoring them on reuse…1 starNo one-command install · Source
272722.557prompt-gui-mcpmcp · ai-agentsEnables AI coding agents to request user input through customizable desktop forms, returning structured data.1 starNo one-command install · Source
272822.557warcraft-wiki-mcpmcp · back-endMCP server that gives LLMs live access to warcraft.wiki.gg API documentation with behavioral notes, restrictions, and patch history for World of…1 starNo one-command install · Source
272922.557beebjit-mcpmcp · otherLets an AI application instantiate, connect to, drive, capture output from, and interrogate a real BBC Micro emulator.1 starNo one-command install · Source
273022.557living-screener-mcpmcp · front-endReview-only MCP server for stock, options, and crypto screening, trade planning, risk checks, backtesting, and journaling, designed to work alongside…1 starNo one-command install · Source
273122.557bichev-agentradarmcp · ai-agentsTrust scoring and scam detection for AI agents on Base blockchain.1 starNo one-command install · Source
273222.557mcp-playwright-toolsmcp · browserPlaywright browser automation tools for MCP enabling navigation, interaction, content extraction, and semantic locators.1 starNo one-command install · Source
273322.557tfs-mcp-servermcp · back-endBridges Claude Code with an on-premise Azure DevOps Server / TFS collection, enabling work item and Git operations via PAT authentication.1 starNo one-command install · Source
273422.557amazon-seller-mcp-servermcp · back-endExposes Amazon Selling Partner API tools for sellers to manage orders, inventory, listings, pricing, analytics, and reports via natural language.1 starNo one-command install · Source
273522.557dws-cli-mcpmcp · ai-agentsMCP server that enables AI agents to control all DingTalk features (messaging, calendar, tasks, approvals, etc.) via natural language using the…1 starNo one-command install · Source
273622.557solguardmcp · otherOn-chain Solana token safety MCP — screens SPL / Token-2022 tokens for rug-pull and honeypot patterns (mint/freeze authority, liquidity, holders…1 starNo one-command install · Source
273722.557rugcheck-aimcp · ai-agentsOn-chain Solana token safety for AI trading agents — screens any token for rugs, honeypots and mint/freeze authority traps by reading the chain…1 starNo one-command install · Source
273822.557mcp-csdn-publishermcp · back-endMCP server that enables AI assistants to automatically write and publish blog posts to CSDN with support for categories, tags, and drafts.1 starNo one-command install · Source
273922.557resume-assistant-mcpmcp · back-endAn intelligent, zero-cost MCP server that securely parses local resumes and compares them against live job postings for ATS scoring, skill gap…1 starNo one-command install · Source
274022.557node-man-dechonet-mcpmcp · commsSecurity reconnaissance toolkit with 13 tools covering DNS, SSL, HTTP, email, port scanning, and ASN lookups.1 starNo one-command install · Source
274122.557dechonet-mcpmcp · back-endDomain security reconnaissance for AI agents — 13 tools (DNS+DNSSEC, SSL/TLS, HTTP security headers, SPF/DKIM/DMARC email auth, port scan, ASN…1 starNo one-command install · Source
274222.557siglent-sds-mcpmcp · otherEnables AI tools to remotely control a SIGLENT SDS800X HD series oscilloscope, configure acquisition, capture waveforms, and analyze signal quality…1 starNo one-command install · Source
274322.557pyroscope-mcpmcp · ai-agentsA read-only MCP server for Grafana Pyroscope that lets AI assistants query continuous profiling data, including flamegraphs, hotspot functions, memory…1 starNo one-command install · Source
274422.557firmware-mcp-servermcp · back-endA local stdio MCP server for embedded firmware automation that exposes tools to build, flash, reset devices, and capture serial logs through a device…1 starNo one-command install · Source
274522.557tlgrmmcp · commsDrives a personal Telegram account from the terminal or via MCP, enabling AI assistants to list chats, send/edit messages, fetch history, manage…1 starNo one-command install · Source
274622.557warframe-market-mcpmcp · back-endEnables searching Warframe items, viewing price history, and managing buy/sell orders through the Warframe Market API.1 starNo one-command install · Source
274722.557france-travail-mcpmcp · back-endMCP server connecting AI assistants to official France Travail APIs for real-time job offers, ROME code prediction, and hiring company search.1 starNo one-command install · Source
274822.557striderlabs-mcp-starbucksmcp · ai-agentsMCP server for Starbucks — let AI agents search the menu, customize drinks, find stores, place mobile pickup orders, and manage Starbucks Rewards.1 starNo one-command install · Source
274922.557mcp-geicomcp · ai-agentsAn MCP server that enables AI agents to interact with GEICO insurance services, including getting quotes, managing policies, filing claims, making…1 starNo one-command install · Source
275022.557striderlabs-mcp-ihgmcp · browserEnables hotel search, booking, reservation management, and rewards tracking for IHG hotels via browser automation.1 starNo one-command install · Source
275122.557sas-score-mcp-serverjsmcp · back-endThis MCP server enables natural language scoring with SAS Viya, allowing users to execute prebuilt SAS code, models, and job definitions seamlessly.1 starNo one-command install · Source
275222.557opencode-chatgpt-bridgemcp · ai-agentsA local MCP bridge that lets ChatGPT control opencode sessions for code modification, file reading, and repository management on your own computer.1 starNo one-command install · Source
275322.557novai-mcp-servermcp · back-endRead-only access to the live NOVAI blockchain (an AI-native L1) over public JSON-RPC. Query blocks, transactions, AI entities, on-chain signals…1 starNo one-command install · Source
275422.557pdd-shopping-mcpmcp · searchEnables searching, normalizing, and signal-analyzing products on Pinduoduo, with built-in fraud signals to help Claude reason about product…1 starNo one-command install · Source
275522.557context-snipemcp · back-endDeterministic dependency + CVE context for AI coding tools, over the Model Context Protocol. A ~0.85 MB pure-Rust MCP server.1 starNo one-command install · Source
275622.557google-ads-mcp-server-2mcp · back-endEnables natural language access to Google Ads campaigns, accounts, and performance metrics via Claude, with tools for managing ad groups, keywords…1 starNo one-command install · Source
275722.557keystone-mcpmcp · ai-agentsAn MCP server that retrieves contextual information from company resources and surfaces it to coding agents as rules, reasoning, skills, and commands.1 starNo one-command install · Source
275822.557flarelink-mcpmcp · authBuild on the Flarelink stack — Cloudflare auth (better-auth + KV sessions), D1, and R2 — from AI coding tools. Provides copy-paste code patterns and…1 starNo one-command install · Source
275922.557blocksize-market-datamcp · back-endRead-only MCP server for Blocksize market data discovery, pricing, documentation, and x402 endpoint lookup across crypto, equities, FX, and metals.1 starNo one-command install · Source
276022.557multimodal-rag-mcp-servermcp · searchConnects Claude to a personal knowledge base with hybrid search over code, documents, and images. Allows the AI assistant to retrieve and answer from…1 starNo one-command install · Source
276122.557mercari-mcp-servermcp · browserAutomates Mercari resale marketplace operations, enabling AI assistants to search listings, manage selling inventory, view purchase/sales history, and…1 starNo one-command install · Source
276222.557microbefunction-mcpmcp · otherSupports querying and downloading MGnify genome data and performing KEGG functional annotation and module completeness analysis for microbial genomes.1 starNo one-command install · Source
276322.557hermes-memory-mcpmcp · ai-agentsA local enhanced memory system with self-evolution capabilities, enabling automatic skill creation, periodic memory maintenance, and trajectory…1 starNo one-command install · Source
276422.557grubhub-mcpmcp · back-endAn MCP server for Grubhub that enables searching restaurants, browsing menus, building carts, checking out, and placing orders, with additional…1 starNo one-command install · Source
276522.557cariot-mcp-servermcp · back-endEnables querying Cariot APIs for fleet management data, including alcohol checks, daily reports, drivers, vehicles, and realtime snapshots, with…1 starNo one-command install · Source
276622.557swagger-doc-explorer-mcpmcp · back-endEnables progressive exploration of Swagger/OpenAPI API documentation. Supports loading multiple specs, browsing endpoints and schemas, and searching…1 starNo one-command install · Source
276722.557chess-coach-mcpmcp · ai-agentsA hybrid AI chess coach MCP server that uses Stockfish for grounded evaluation and LLM for natural-language coaching, enabling game analysis, weakness…1 starNo one-command install · Source
276822.557open-source-literature-mcpmcp · otherEnables automatic literature discovery, screening, and ranking across OpenAlex, Semantic Scholar, and arXiv, with tools for exporting to Zotero and…1 starNo one-command install · Source
276922.557illustrator-mcp-vectorizermcp · databaseEnables AI agents to automate Adobe Illustrator, converting bitmap artwork into editable .ai files, running ExtendScript, and capturing the…1 starNo one-command install · Source
277022.557ysydhc-team-memorymcp · databaseTeam experience database for accumulating, retrieving, and applying shared knowledge across chats.1 starNo one-command install · Source
277122.557mainframe-mcpmcp · ai-agentsProvides safe, structured access to an IBM z/OS mainframe through natural language in Claude Code, enabling screen reading, dataset browsing, code…1 starNo one-command install · Source
277222.557mcp-imapmcp · back-endA minimal MCP server for reading and sending emails via IMAP/SMTP, supporting multiple accounts in a single instance with zero external dependencies.1 starNo one-command install · Source
277322.557ifttt-mcp-proxymcp · authEnables stdio-only MCP clients to connect to IFTTT's remote MCP server by handling OAuth authentication, SSE streaming, and response transformation.1 starNo one-command install · Source
277422.557oli-docs-mcpmcp · ai-agentsLocal MCP server for querying Oli/LimX documentation via keyword, vector, or hybrid search, with citation support for use in Claude Code or…1 starNo one-command install · Source
277522.557internet-search-mcp-servermcp · ai-agentsCustom MCP server exposing an internet_search tool that fetches DuckDuckGo results, enabling AI agents to perform web searches and retrieve structured…1 starNo one-command install · Source
277622.557mcp-forgemcp · back-endProvides tools to retrieve deterministic prompts for rewriting any Node.js project to production-quality TypeScript, supporting incremental and…1 starNo one-command install · Source
277722.557opencode-browser-mcpmcp · browserEnables AI agents to browse the web, interact with pages, fill forms, and extract data using Playwright, with 30 tools across 7 categories.1 starNo one-command install · Source
277822.557diagramzumcp · ai-agentsdiagramzu-mcp lets an AI client (Claude, Cursor, ChatGPT, etc.) author Mermaid diagrams in a shared workspace that a team can read, comment on, embed…1 starNo one-command install · Source
277922.557superbox-executormcp · github-vcsRemote MCP server executor on Cloudflare Workers that runs Python-based tools from GitHub repos via a lightweight TypeScript interpreter, supporting…1 starNo one-command install · Source
278022.557aocs-omegamcpmcp · ai-agentsA quality-first multi-agent reasoning framework with fractal verification, adversarial red-teaming, and self-audit pipelines, providing deterministic…1 starNo one-command install · Source
278122.557agent-coordination-mcpmcp · ai-agentsExperimental MCP server for coordinating CLI agents across projects using file-based task boards and assignment tracking.1 starNo one-command install · Source
278222.557git-reviewermcp · github-vcsEnables AI assistants to fetch GitHub pull request diffs and metadata, and post review comments directly through the MCP protocol.1 starNo one-command install · Source
278322.557personal-contextmcp · ai-agentsAggregates your digital footprint (GitHub, blogs, resume) into a single AI-readable profile and exposes it via MCP tools so AI agents can query your…1 starNo one-command install · Source
278422.557sqlite-spreadsheet-sync-mcpmcp · databaseThis MCP server enables AI assistants to interact with a SQLite database through a spreadsheet-like interface, supporting operations such as querying…1 starNo one-command install · Source
278522.557mcp-tmuxmcp · back-endA comprehensive MCP server for driving tmux sessions, windows, panes, sending keystrokes, and reading pane output locally or over SSH, enabling…1 starNo one-command install · Source
278622.557groundroutemcp · searchWeb search for AI agents across 6 engines (Serper, Brave, Exa, Tavily, Firecrawl, Perplexity) through one search tool. Routes each query to the…1 starNo one-command install · Source
278722.557lazarus-mcpmcp · github-vcsEnables automatic diagnosis, safe repair, and evidence generation for broken Node and Python repositories, providing scan, autopsy, resurrect, and…1 starNo one-command install · Source
278822.557wechat-miniapp-engineering-mcpmcp · back-endA Chinese-friendly, locally running MCP server for WeChat Mini Program engineering, helping developers break down ideas into actionable tasks, inspect…1 starNo one-command install · Source
278922.557mcp-kodimcp · back-endAn MCP server that lets an AI assistant control a Kodi media player over Kodi's JSON-RPC API — transport, volume, library search, queue management…1 starNo one-command install · Source
279022.557ielts-mcp-servermcp · back-endConnects Claude Desktop to Google Drive to access and analyze IELTS study materials without downloading, supporting PDFs, DOCX, and Google Docs.1 starNo one-command install · Source
279122.557docuflowmcp · ai-agentsProvides a unified interface for AI agents and scripts to read, create, and edit office documents (.docx, .xlsx, .pdf) via MCP tools, using Markdown…1 starNo one-command install · Source
279222.557gpt-image-2-combinedmcp · ai-agentsEnables generating images from text prompts using OpenAI's GPT-Image-2 model within Claude Code and Codex conversations.1 starNo one-command install · Source
279322.557astra-unified-research-lab-mcp-servermcp · back-endIntegrates a bio-hybrid neuromorphic simulation pipeline with SNN, consciousness proxies, and bio-computing platform telemetry as MCP tools…1 starNo one-command install · Source
279422.557mcp-spamcp · ai-agentsA hosted MCP server that provides AI agents with spa-like treatments (breathing, sauna, float tank, etc.) to reset context and pacing between tool…1 starNo one-command install · Source
279522.557linkedin-mcp-promcp · ai-agentsSelf-hosted, ban-safe MCP server for LinkedIn that provides 22 tools for profiles, search, jobs, posts, connections, and messages. Integrates with any…1 starNo one-command install · Source
279622.557sakenowa-mcpmcp · searchEnables LLMs to search, profile, and compare Japanese sake using a flavor-space engine, including similarity recommendations and side-by-side…1 starNo one-command install · Source
279722.557local-onenote-mcpmcp · back-endA pure-local Microsoft OneNote MCP server for Windows that controls the OneNote desktop app through the local OneNote COM API without needing Azure…1 starNo one-command install · Source
279822.557simple-greeting-mcpmcp · back-endA minimal MCP server that provides a single 'hello' tool returning a greeting message, deployable on Render.1 starNo one-command install · Source
279922.557apple-reminders-mcpmcp · searchEnables Claude to read and search Apple Reminders tasks on macOS, including lists, incomplete/completed items, and keyword search, all locally without…1 starNo one-command install · Source
280022.557dingjie-erp-mcpmcp · otherEnables AI assistants to query and operate Dingjie ERP system via natural language, covering procurement, sales, and material management.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