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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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3,606 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
3001Unrankedllm-oraclemcp · ai-agentsProvides real-time LLM pricing and availability data as an MCP server, enabling AI agents to make optimal model routing decisions at inference time…No signals yetNo one-command install · Source
3002Unrankedrobotws-mcp-servermcp · databaseIndexes Robot Framework and Python files from robotws, stores metadata in SQLite, and provides generation context to help Cursor's LLM draft testcases…No signals yetNo one-command install · Source
3003Unrankedllmtestmcp · ai-agentsBenchmark AI models on real prompts to find cheaper, faster alternatives across 340+ models.No signals yetNo one-command install · Source
3004Unrankedllmtest-mcpmcp · ai-agentsMCP server that benchmarks AI models on your actual prompts and finds cheaper, faster alternatives.No signals yetNo one-command install · Source
3005Unrankedassemblymcpmcp · github-vcsEnables LLM clients to search and analyze bills, members, committees, meetings, votes, and reports from the South Korean National Assembly OpenAPI…No signals yetNo one-command install · Source
3006Unrankedjita-mcpmcp · ai-agentsRemote MCP server for EVE Online that validates ship fittings with actual stats, DPS/EHP, and live market prices, enabling LLMs to answer whether a…No signals yetNo one-command install · Source
3007Unrankedscp-selective-context-protocolmcp · ai-agentsMCP-compatible proxy hub that intelligently filters tool responses to stay within LLM context window budgets. SCP sits between your LLM client and MCP…No signals yetNo one-command install · Source
3008Unrankednrs-llmmcp · ai-agentsAn MCP server for ROS 2 environments that connects via rosbridge WebSocket, enabling topic/service introspection, publish/subscribe, service calls…No signals yetNo one-command install · Source
3009Unrankedkeyscope-mcpmcp · ai-agentsAI-native oscilloscope control. A pure-Python MCP service that lets LLM agents control Keysight EDUX1052G oscilloscopes via a compact DSL.No signals yetNo one-command install · Source
3010Unrankedunifiymemcp · back-endA Model Context Protocol (MCP) server for UniFi Network Controllers that enables LLMs to interact with UniFi infrastructure for monitoring and…No signals yetNo one-command install · Source
3011Unrankedruc-mcpmcp · ai-agentsEnables AI agents to write and execute code snippets that call back to the LLM, combining procedural code with LLM judgment for reliable execution of…No signals yetNo one-command install · Source
3012Unrankedyourttoo-mcp-servermcp · back-endMCP server for travel program search, comparison, and booking via Yourttoo API, optimized for LLMs with token-saving responses.No signals yetNo one-command install · Source
3013Unrankedxfmsmcp · ai-agentsLLM model selector that ranks models for any task using 8 independent evaluators.No signals yetNo one-command install · Source
3014Unrankedpicsha-ai-mcp-servermcp · ai-agentsMCP server for Picsha AI platform enabling LLMs to search, upload, and manage digital assets through natural language, with secure local proxy and…No signals yetNo one-command install · Source
3015Unrankedskillfmmcp · ai-agentsAI agent health monitoring with token usage tracking, LLM cost optimization, BYOK vault, and cleanup audits.No signals yetNo one-command install · Source
3016Unrankedskillfm-llm-cost-optimizermcp · ai-agentsLLM cost optimization for OpenAI and Anthropic with token usage tracking, BYOK, and SkillFM Beacon audits.No signals yetNo one-command install · Source
3017Unrankedskillfm-llm-cost-optimizer-mcpmcp · ai-agentsLLM cost optimization and provider usage visibility for MCP-capable agents.No signals yetNo one-command install · Source
3018Unrankedyjhann33-design-korea-stock-insightmcp · front-endKorean stock market data via DART disclosures and KRX prices for international LLM analysts.No signals yetNo one-command install · Source
3019Unrankedpdfdashboardwithmcpmcp · searchEnables MCP clients to list indexed PDF document collections and perform semantic search queries on them using locally extracted text and embeddings.No signals yetNo one-command install · Source
3020Unrankedfindtime-mcp-servermcp · back-endEnables LLM agents to query current time, DST schedules, timezone conversions, working hour overlaps, and meeting time suggestions across locations…No signals yetNo one-command install · Source
3021Unrankedtracepii-shieldmcp · ai-agentsLLM trace PII scanning, payload redaction, sensitive field classification, and privacy receipts for AI agent systems.No signals yetNo one-command install · Source
3022Unrankedtracepii-shield-mcpmcp · observabilityRedacts PII from LLM traces and tool payloads before they leave review, enabling PII scanning, payload redaction, sensitive field classification…No signals yetNo one-command install · Source
3023Unrankedmyaimcp · commsDecentralized AI inference on Base with OpenAI-compatible chat via community GPUs, paid in MYAI token.No signals yetNo one-command install · Source
3024Unrankedarquivo-pt-mcpmcp · ai-agentsAn MCP server that enables Claude and other LLMs to search and access archived Portuguese web content from Arquivo.pt, including full-text search…No signals yetNo one-command install · Source
3025Unrankedgammainframcp · ai-agentsSmart LLM routing across every major provider via a single OpenAI-compatible API.No signals yetNo one-command install · Source
3026Unrankedgammainfra-mcp-servermcp · back-endModel Context Protocol (MCP) server for GammaInfra — intelligent LLM routing across every major provider via one OpenAI-shape API.No signals yetNo one-command install · Source
3027Unrankeddependency-migration-mcpmcp · front-endProvides structured migration briefs for LLM coding agents covering breaking changes, codemod coverage, and hallucination warnings for major version…No signals yetNo one-command install · Source
3028Unrankedsolvohq-dependency-migrationmcp · ai-agentsDependency upgrade briefs for LLM coding agents covering breaking changes, codemods, and manual fix patterns.No signals yetNo one-command install · Source
3029Unrankedgh-railkill-aider-executormcp · ai-agentsEnables LLM agents to launch and monitor Aider code editing sessions as background processes with configurable file access permissions.No signals yetNo one-command install · Source
3030Unrankedmcp-aider-executormcp · ai-agentsEnables running aider as a detached background process with git and file tools, allowing LLMs to start code editing processes and check progress…No signals yetNo one-command install · Source
3031Unrankedagent-neromcp · ai-agentsAgent NERO is an MCP server that enables Claude Code to spawn, manage, and communicate with persistent, named LLM agents that maintain conversation…No signals yetNo one-command install · Source
3032Unrankedmcp-manimglmcp · front-endExposes manimgl mathematical animation functionality as MCP tools, enabling LLMs to create animated scenes with narration and background music, and…No signals yetNo one-command install · Source
3033Unrankedusagewallmcp · ai-agentsLive LLM pricing as an MCP server. Ask Claude or any MCP client 'how much does this prompt cost?' and get real numbers from a hand-checked pricing…No signals yetNo one-command install · Source
3034Unrankedagentspawnmcpmcp · ai-agentsA universal MCP server for spawning agents with any OpenAI-compatible LLM, supporting cloud and local models, and integrating with Claude Code…No signals yetNo one-command install · Source
3035Unrankedduplicati-mcpmcp · ai-agentsMCP server for managing Duplicati backups from an LLM.No signals yetNo one-command install · Source
3036Unrankedakamai-edge-diagnostics-mcp-servermcp · back-endEnables LLM clients to run Akamai edge diagnostics (DNS, MTR, curl, error analysis, etc.) and manage support cases via the Model Context Protocol.No signals yetNo one-command install · Source
3037Unrankedpackmate-mcpmcp · ai-agentsMCP server for Packmate, a CTF network traffic analyzer, enabling LLMs to analyze network traffic streams, search patterns, and manage pcap files.No signals yetNo one-command install · Source
3038Unrankedsemidark-mcp-litellm-searxngmcp · back-endEnables web search through a LiteLLM proxy's SearXNG-backed search endpoint.No signals yetNo one-command install · Source
3039Unrankedmybrainmcp · databaseA personal knowledge base MCP server with semantic search, storing thoughts in PostgreSQL with pgvector embeddings and providing 8 tools for capture…No signals yetNo one-command install · Source
3040Unrankedagentshield-guardmcp · ai-agentsRuntime gateway for detecting prompt injection and jailbreak attempts in LLM agents.No signals yetNo one-command install · Source
3041Unrankedimage-mcpmcp · ai-agentsEnables text-only LLMs to analyze images by routing them to an OpenAI-compatible vision backend, supporting local files, URLs, and data URLs.No signals yetNo one-command install · Source
3042Unrankedpatchwork-mcp-servermcp · ai-agentsEnables LLM agents to query Patchwork kernel patches, series, CI checks, and comments via natural language through a read-only MCP server.No signals yetNo one-command install · Source
3043Unrankedtradesystemsnique-aidatataskrunnermcp · ai-agentsControls MetaTrader 5 data generation and ML model training workflows via AI agents.No signals yetNo one-command install · Source
3044Unrankedffmpeg-mcpmcp · ai-agentsEnables LLMs to safely execute ffmpeg and ffprobe operations by passing arguments as arrays, avoiding shell injection, with support for probe…No signals yetNo one-command install · Source
3045Unrankedneatcode-mcpmcp · ai-agentsProvides deterministic AST graph queries and rule validation for AI coding agents via MCP tools, enabling structural intelligence without LLM calls.No signals yetNo one-command install · Source
3046Unrankedbook-notes-mcpmcp · back-endMCP server for processing raw book notes into structured, searchable knowledge using embeddings and semantic search.No signals yetNo one-command install · Source
3047Unrankedmcp-tldrmcp · ai-agentsMCP server that exposes llm-tldr code analysis tools (tree, structure, context, search, impact, etc.) to MCP clients like Claude Code for project…No signals yetNo one-command install · Source
3048Unrankedcowork-qa-mcpmcp · browserProvides an LLM with a real Chromium browser to perform web tasks, recording every action into a structured trace for later verification of goal…No signals yetNo one-command install · Source
3049Unrankedmcp-qiskitmcp · ai-agentsMCP server exposing Qiskit quantum computing functionality through the Model Context Protocol. Enables LLMs to create, manipulate, and execute quantum…No signals yetNo one-command install · Source
3050Unrankedmcp-ssh-livemcp · ai-agentsInteractive, streaming SSH tool for LLM agents that enables spawning long-running remote commands with live line-by-line output, signal handling…No signals yetNo one-command install · Source
3051Unrankedllm-radarmcp · ai-agentsMCP server that provides AI assistants with real-time, current information about AI models from OpenAI, Anthropic, and Google, including pricing…No signals yetNo one-command install · Source
3052Unrankedrag-document-servermcp · searchA deterministic MCP server for document processing and retrieval that enables AI agents to process, chunk, and vector-search documents without an LLM.No signals yetNo one-command install · Source
3053Unrankedchipsai-mcp-servermcp · back-endEnables managing ChipsBot chatbots, conversations, documents, RAG configuration, bot-to-bot routing, and AI models through natural language.No signals yetNo one-command install · Source
3054Unrankedjpnqs-team-docsmcp · databaseMCP server for semantic search over team documentation using local embeddings and vector similarity search.No signals yetNo one-command install · Source
3055Unrankedgacha-daily-mcpmcp · ai-agentsAutomates mobile game dailies on BlueStacks via ADB using a dual-LLM architecture with vision and action models, configurable through a web dashboard.No signals yetNo one-command install · Source
3056Unrankedpdf-report-generatormcp · ai-agentsGenerates professional corporate PDF reports from structured JSON specs or raw LLM text output. Enables creating polished multi-page reports with…No signals yetNo one-command install · Source
3057Unrankedmeetrvyas-pokedexmcp · ai-agentsMCP server for querying Pokémon data via PokeAPI with multi-provider LLM routing and a Streamlit chatbot frontend.No signals yetNo one-command install · Source
3058Unrankedbrowser-mcp-cdpmcp · browserDrives your real local Chrome with profile isolation, allowing LLMs to interact with your logged-in sessions without modifying your actual profile.No signals yetNo one-command install · Source
3059Unrankedssh-mcpmcp · back-endEnables LLMs to interact with remote servers via SSH, supporting command execution, file upload/download, and directory listing.No signals yetNo one-command install · Source
3060Unrankedmcp-epochsmcp · ai-agentsProvides current Unix timestamp in seconds, milliseconds, and ISO 8601 format to LLMs via a simple MCP tool.No signals yetNo one-command install · Source
3061Unrankedmcp-llm-behavemcp · back-endExposes llm-behave's behavioral regression testing as MCP tools, allowing offline semantic similarity checks on LLM outputs without any API calls.No signals yetNo one-command install · Source
3062Unrankedmcp-recon-ngmcp · ai-agentsEnables LLMs to manage workspaces, load and run recon modules, install marketplace modules, and query reconnaissance data, exposing the full recon-ng…No signals yetNo one-command install · Source
3063Unrankedmcp-mysql-connectormcp · databaseEnables LLM agents to interact with MySQL databases through tools for querying, schema management, user administration, and transaction control.No signals yetNo one-command install · Source
3064Unrankedmcp-mdnsmcp · ai-agentsMCP server that exposes mDNS service discovery functionality via the Model Context Protocol, enabling LLMs to discover and query zero-configuration…No signals yetNo one-command install · Source
3065Unrankedmcp-llm-gatewaymcp · ai-agentsProxies LLM completion requests to OpenAI-compatible providers via MCP tools.No signals yetNo one-command install · Source
3066Unrankedmcp-hashlibmcp · ai-agentsEnables LLMs to compute cryptographic hashes and perform key derivation functions using Python's hashlib library.No signals yetNo one-command install · Source
3067Unrankedgh-daedalus-external-memorymcp · ai-agentsPersistent, searchable semantic memory for LLMs with namespace and tag support.No signals yetNo one-command install · Source
3068Unrankedlucyomgggg-telosmcp · databaseTelos Core vector database integration for shared AI agent memory.No signals yetNo one-command install · Source
3069Unrankeddevatva24-llm-routermcp · ai-agentsRoutes prompts across Claude, Gemini, and GPT-4o based on task type to minimize token cost.No signals yetNo one-command install · Source
3070Unrankedlocalthink-mcpmcp · ai-agentsEnables context compression for Claude Code by offloading large file queries and document processing to Ollama, saving context window tokens.No signals yetNo one-command install · Source
3071Unrankedmdl-train-mcpmcp · observabilityAn MCP server for monitoring and managing training jobs on Modal. Built for LLMs that need to check on long-running GPU training without drowning in…No signals yetNo one-command install · Source
3072Unrankedlocal-llm-mcp-toolmcp · back-endA local MCP server that runs Llama models entirely on your machine. No API keys, no cloud costs, 100% private and offline-capable.No signals yetNo one-command install · Source
3073Unrankeddependency-tracer-mcp-servermcp · front-endMaps function and component dependencies in Haskell and ReScript codebases, providing LLMs with a real dependency graph for accurate test generation…No signals yetNo one-command install · Source
3074Unrankedbrave-browser-mcp-servermcp · ai-agentsGives AI agents full control over Brave Browser, optimized for local LLMs to ensure low latency and high reliability.No signals yetNo one-command install · Source
3075Unrankededcb-mcp-servermcp · back-endEnables LLMs to control EDCB, a broadcast recording software, allowing program information retrieval and reservation management.No signals yetNo one-command install · Source
3076Unrankedio-github-phoenice-labs-universal-test-frameworkmcp · ai-agentsContract-driven test enforcement and reporting for LLM-generated code via MCP, VS Code, Copilot CLI, Claude, Cursor, or Python SDK.No signals yetNo one-command install · Source
3077Unrankedtherealdataboss-contextkeepermcp · ai-agentsPersistent session continuity framework providing zero model drift between AI agents across Claude, GPT, Gemini, and other LLMs.No signals yetNo one-command install · Source
3078Unrankedmammoth-mcp-servermcp · ai-agentsEnables LLM agents to interact with the Mammoth Protocol on Solana for discovering cycles, getting quotes, and executing buys via bounded-curve…No signals yetNo one-command install · Source
3079Unrankedllm-reviewermcp · ai-agentsMCP server for reviewing code changes using LLMs, supporting Copilot, Ollama, and OpenAI-compatible endpoints.No signals yetNo one-command install · Source
3080Unrankedth1234th-devopsmcp · devopsDevOps automation platform implementing MCP with integrations for Docker, Kubernetes, and AWS, featuring LLM-powered natural language automation.No signals yetNo one-command install · Source
3081Unrankedmcp-meeting-analyzermcp · ai-agentsEnables efficient analysis of recorded meetings by transcribing audio, extracting only non-people frames (e.g., slides), and associating them with…No signals yetNo one-command install · Source
3082Unrankedvisual-annotation-mcpmcp · back-endA Model Context Protocol server that lets an LLM open web pages, list interactive elements, take screenshots, and draw annotations with color contrast…No signals yetNo one-command install · Source
3083Unrankedmcp-page-monitormcp · databaseEnables monitoring web pages for changes using Playwright, storing snapshots in SQLite, and optionally analyzing changes with an LLM for business…No signals yetNo one-command install · Source
3084Unrankedtoken-optimization-mcpmcp · ai-agentsA fully offline MCP server for token estimation, prompt compression, model routing, and semantic caching to optimize LLM usage costs and efficiency.No signals yetNo one-command install · Source
3085Unrankedhevy-mcp-promcp · back-endA production-ready MCP server for the Hevy fitness API that exposes 27 tools for reading, writing, and analyzing workout data, enabling LLM-driven…No signals yetNo one-command install · Source
3086Unrankedtokenoracle-mcpmcp · ai-agentsEstimates, compares, and controls LLM API costs before agents spend tokens, with tools for cost estimation, model comparison, and budget checking.No signals yetNo one-command install · Source
3087Unrankedvictoryintech-token-oraclemcp · ai-agentsLLM cost estimation, model comparison, and budget-aware routing for AI agent workflows.No signals yetNo one-command install · Source
3088Unrankedlm-studio-mcp-bridgemcp · ai-agentsEnables MCP clients to interact with local LLMs via LM Studio, supporting dynamic chat, vision, RAG, file interaction, and model orchestration.No signals yetNo one-command install · Source
3089Unrankedtogether-ai-mcpmcp · back-endExposes Together AI's inference endpoints (chat, image generation, vision, embeddings) as tools callable from MCP clients like Claude Desktop and…No signals yetNo one-command install · Source
3090Unrankedperplexity-control-mcpmcp · back-endComprehensive MCP server providing full programmatic control over the Perplexity API, including agent, sonar, search, embeddings, key management, and…No signals yetNo one-command install · Source
3091Unrankedtjblavakumar-kb-ragmcp · back-endBuilds and queries a local RAG knowledge base using ChromaDB and FastAPI.No signals yetNo one-command install · Source
3092Unrankedximilalaxiang-octopus-llm-gatewaymcp · back-endManages a self-hosted Octopus LLM API gateway with tools for channels, API keys, model groups, pricing, and usage statistics.No signals yetNo one-command install · Source
3093Unrankedpixso-mcp-servermcp · front-endEnables LLMs to interact with Pixso design files through a custom plugin, providing tools to get selection data and export assets as PNG or SVG.No signals yetNo one-command install · Source
3094Unrankedyandex-tracker-mcp-servermcp · back-endExposes Yandex Tracker's REST API v3 as tools for LLM clients, enabling issue management and queue operations via natural language.No signals yetNo one-command install · Source
3095Unrankedcostrack-mcpmcp · ai-agentsEnables AI agents to track LLM costs, enforce budgets, compare models, and estimate expenses through simple tool calls.No signals yetNo one-command install · Source
3096Unrankednexussquad300-costrackmcp · ai-agentsMCP server for LLM cost tracking with tools for logging, reporting, model price comparison, and budget enforcement.No signals yetNo one-command install · Source
3097Unrankedjson-to-toon-compressormcp · ai-agentsConverts oversized JSON arrays into a compact toon-style textual representation to reduce token consumption and compress context for LLM agent…No signals yetNo one-command install · Source
3098Unrankedagenson-tools-token-economistmcp · ai-agentsEstimates LLM token costs and compresses prompts before execution.No signals yetNo one-command install · Source
3099Unrankedstim-mcp-servermcp · ai-agentsMCP server wrapping Google's Stim stabilizer circuit simulator. Wire it up to an LLM and you can build and sample circuits through conversation.No signals yetNo one-command install · Source
3100Unrankedweb-content-extractor-mcp-servermcp · ai-agentsEnables AI agents to extract clean, structured web content (articles, tables, links, visual layouts) optimized for LLM token efficiency, with fast…No signals yetNo 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