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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
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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

1,737 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
1401Unrankedmcp-shared-servicesmcp · ai-agentsModular monolithic FastAPI shared AI service platform providing config center, prompt registry, LLM gateway, RAG service, secret manager, tool…No signals yetNo one-command install · Source
1402Unrankedmcp-dev-tools-agentmcp · ai-agentsA local AI agent system that gives any LLM real access to the filesystem, terminal, and codebase via MCP, usable as a standalone terminal agent or…No signals yetNo one-command install · Source
1403Unrankedgarageband-llm-bridgemcp · ai-agentsA local CLI and MCP server enabling an LLM to control GarageBand on macOS via AppleScript, accessibility automation, and MIDI workflows.No signals yetNo one-command install · Source
1404Unrankedasian-etf-mcpmcp · ai-agentsExposes Asian ETF Tracker data (HK, A-Share, Taiwan, South Korea, US) as tools for LLM agents, enabling market discovery, performance analysis, and…No signals yetNo one-command install · Source
1405Unrankedquickwit-mcpmcp · ai-agentsA read-only MCP server that exposes Quickwit log search and aggregations to LLM clients, enabling natural language log investigation.No signals yetNo one-command install · Source
1406Unrankedai-workers-mcpmcp · ai-agentsRoutes commodity NLP tasks like summarization and translation to free-tier LLMs, saving Claude tokens for complex work.No signals yetNo one-command install · Source
1407Unrankedpageindex-mcpmcp · ai-agentsA self-hosted MCP server for PageIndex's vectorless, reasoning-based document retrieval. It ingests PDFs into a hierarchical table of contents using…No signals yetNo one-command install · Source
1408Unrankedmcp-micro-toolsmcp · ai-agentsProvides a set of micro-tools (time calculation, regex, encoding, JSON diff, etc.) for LLM agents to handle deterministic, precision tasks that models…No signals yetNo one-command install · Source
1409Unrankedgdb-lite-mcpmcp · ai-agentsA lightweight MCP server that enables LLM agents to interact with GDB for debugging native programs, supporting spawning sessions, executing commands…No signals yetNo one-command install · Source
1410Unrankedoraclarrmcp · ai-agentsA locally-run, read-only MCP server that lets an LLM client diagnose a self-hosted *arr media stack by aggregating across Sonarr, Radarr, Prowlarr…No signals yetNo one-command install · Source
1411Unrankedsampling-mcpmcp · ai-agentsA minimal FastMCP server demonstrating the sampling mechanism, where the server requests a client-side LLM completion to summarize documents.No signals yetNo one-command install · Source
1412Unrankedllm-panelmcp · ai-agentsA small MCP server that lets Claude (or any MCP client) ask other models what they think.No signals yetNo one-command install · Source
1413Unrankedmcp-compressormcp · ai-agentsA proxy that intercepts MCP responses to reduce token consumption by compressing them via a pipeline and exposing only two meta-tools to the LLM.No signals yetNo one-command install · Source
1414Unrankedvector-mirrormcp · ai-agentsA deterministic SVG perception tool for LLM agents that renders SVGs in a real browser to measure geometry, colors, and spatial constraints, reporting…No signals yetNo one-command install · Source
1415Unrankednexus-coremcp · ai-agentsA self-hostable, multi-MCP personal-assistant framework with multi-provider LLM orchestration, a real safety model, and a production-grade test suite…No signals yetNo one-command install · Source
1416Unrankedel-buen-agente-mcp-servermcp · ai-agentsConverts the 'El Buen Agente' guide into 17 actionable tools to evaluate, contract, and build robust LLM agents.No signals yetNo one-command install · Source
1417Unrankedfullmentionmcp · ai-agentsA secure, high-performance MCP server that gives AI models and agents (like Cursor and Claude Desktop) direct access to the FullMention Public API to…No signals yetNo one-command install · Source
1418Unrankedmcp-http-requestmcp · ai-agentsUniversal HTTP client tool for LLM agents. Enables Claude and other MCP-compatible agents to perform GET, POST, PUT, DELETE, and other HTTP requests…No signals yetNo one-command install · Source
1419Unrankedforge-mcpmcp · ai-agentsA production-grade, LLM-agnostic local development engine over MCP, providing structured code intelligence and shared language server processes for AI…No signals yetNo one-command install · Source
1420Unrankedworkiq-mcp-bridgemcp · ai-agentsBridges any local agent or LLM to Microsoft Work IQ's remote MCP server for enterprise context grounding, tools, and chat via CLI or local MCP proxy.No signals yetNo one-command install · Source
1421Unrankedagent-boosterOurscli · ai-agentsUse to apply deterministic, zero-LLM code transforms: fast, repeatable edits that don't need a model, so an agent offloads mechanical changes to a…No signals yetNo one-command install · Source
1422Unrankedweb-mcp-servermcp · ai-agentsMCP server that exposes web_search and web_fetch tools, allowing LLM applications to search the web via DuckDuckGo and fetch page content as cleaned…No signals yetNo one-command install · Source
1423Unrankednicegui-llm-bridgemcp · ai-agentsEnables LLMs to drive NiceGUI apps by exposing an interactive element tree via MCP tools for clicking and filling form values.No signals yetNo one-command install · Source
1424Unrankedzentric-protocolmcp · ai-agentsDeterministic prompt injection detection and PII anonymization for LLM applications, sub-25ms latency.No signals yetNo one-command install · Source
1425Unrankedmon-serveur-mcpmcp · ai-agentsExposes system tools (disk usage, file listing) and weather information via Open-Meteo to MCP-compatible LLMs.No signals yetNo one-command install · Source
1426Unrankedzs-zobr-scriptmcp · ai-agentsZS (Zobr Script) — cognitive scripting language for structured reasoning with LLMs. Provides spec, interpreter prompt, examples, validator, and…No signals yetNo one-command install · Source
1427Unrankedpbiforgemcp · ai-agentsPBIForge — Power BI .pbix generator MCP server generate .pbix files from dashboard image and prompts using a local hosted llmNo signals yetNo one-command install · Source
1428Unrankedtomsk-transportmcp · ai-agentsMCP server providing real-time public transport data for Tomsk, including routes, schedules, stops with lazy OSM enrichment, nearby stop search, and a…No signals yetNo one-command install · Source
1429Unrankedactual-mcpmcp · ai-agentsBridges AI/LLM applications to Actual Budget, exposing budget data as MCP tools for account listing, transactions, and budget balances.No signals yetNo one-command install · Source
1430Unrankedcourtvision-rules-mcpmcp · ai-agentsTurns official pickleball scoring rules into callable tools for LLMs to track live matches accurately.No signals yetNo one-command install · Source
1431Unrankedct-mcpmcp · ai-agentsNine deterministic MCP tools that make LLM answers prove themselves before you trust them.No signals yetNo one-command install · Source
1432Unrankedcn-llm-mcpmcp · ai-agentsLocal MCP server that enables delegating low-risk tasks like summarization or code patches to a low-cost model, with the main agent reviewing results.No signals yetNo one-command install · Source
1433Unrankedscreen-memory-mcpmcp · ai-agentsEnables Claude to remember and search everything that appeared on your screen using local OCR and embeddings. Provides tools for semantic search…No signals yetNo one-command install · Source
1434Unrankedllm-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
1435Unrankedllmtestmcp · ai-agentsBenchmark AI models on real prompts to find cheaper, faster alternatives across 340+ models.No signals yetNo one-command install · Source
1436Unrankedllmtest-mcpmcp · ai-agentsMCP server that benchmarks AI models on your actual prompts and finds cheaper, faster alternatives.No signals yetNo one-command install · Source
1437Unrankedjita-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
1438Unrankedscp-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
1439Unrankednrs-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
1440Unrankedkeyscope-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
1441Unrankedruc-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
1442Unrankedxfmsmcp · ai-agentsLLM model selector that ranks models for any task using 8 independent evaluators.No signals yetNo one-command install · Source
1443Unrankedpicsha-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
1444Unrankedskillfmmcp · ai-agentsAI agent health monitoring with token usage tracking, LLM cost optimization, BYOK vault, and cleanup audits.No signals yetNo one-command install · Source
1445Unrankedskillfm-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
1446Unrankedskillfm-llm-cost-optimizer-mcpmcp · ai-agentsLLM cost optimization and provider usage visibility for MCP-capable agents.No signals yetNo one-command install · Source
1447Unrankedtracepii-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
1448Unrankedarquivo-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
1449Unrankedgammainframcp · ai-agentsSmart LLM routing across every major provider via a single OpenAI-compatible API.No signals yetNo one-command install · Source
1450Unrankedsolvohq-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
1451Unrankedgh-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
1452Unrankedmcp-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
1453Unrankedagent-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
1454Unrankedusagewallmcp · 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
1455Unrankedagentspawnmcpmcp · 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
1456Unrankedduplicati-mcpmcp · ai-agentsMCP server for managing Duplicati backups from an LLM.No signals yetNo one-command install · Source
1457Unrankedpackmate-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
1458Unrankedagentshield-guardmcp · ai-agentsRuntime gateway for detecting prompt injection and jailbreak attempts in LLM agents.No signals yetNo one-command install · Source
1459Unrankedimage-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
1460Unrankedpatchwork-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
1461Unrankedtradesystemsnique-aidatataskrunnermcp · ai-agentsControls MetaTrader 5 data generation and ML model training workflows via AI agents.No signals yetNo one-command install · Source
1462Unrankedffmpeg-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
1463Unrankedneatcode-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
1464Unrankedmcp-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
1465Unrankedmcp-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
1466Unrankedmcp-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
1467Unrankedllm-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
1468Unrankedgacha-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
1469Unrankedpdf-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
1470Unrankedmeetrvyas-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
1471Unrankedmcp-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
1472Unrankedmcp-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
1473Unrankedmcp-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
1474Unrankedmcp-llm-gatewaymcp · ai-agentsProxies LLM completion requests to OpenAI-compatible providers via MCP tools.No signals yetNo one-command install · Source
1475Unrankedmcp-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
1476Unrankedgh-daedalus-external-memorymcp · ai-agentsPersistent, searchable semantic memory for LLMs with namespace and tag support.No signals yetNo one-command install · Source
1477Unrankeddevatva24-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
1478Unrankedlocalthink-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
1479Unrankedbrave-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
1480Unrankedio-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
1481Unrankedtherealdataboss-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
1482Unrankedmammoth-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
1483Unrankedllm-reviewermcp · ai-agentsMCP server for reviewing code changes using LLMs, supporting Copilot, Ollama, and OpenAI-compatible endpoints.No signals yetNo one-command install · Source
1484Unrankedmcp-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
1485Unrankedtoken-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
1486Unrankedtokenoracle-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
1487Unrankedvictoryintech-token-oraclemcp · ai-agentsLLM cost estimation, model comparison, and budget-aware routing for AI agent workflows.No signals yetNo one-command install · Source
1488Unrankedlm-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
1489Unrankedcostrack-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
1490Unrankednexussquad300-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
1491Unrankedjson-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
1492Unrankedagenson-tools-token-economistmcp · ai-agentsEstimates LLM token costs and compresses prompts before execution.No signals yetNo one-command install · Source
1493Unrankedstim-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
1494Unrankedweb-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
1495Unrankedllm-council-mcpmcp · ai-agentsEnables Claude Code to consult external LLMs (GPT, Gemini) through multi-turn sessions for second opinions, parallel consultations, and web-grounded…No signals yetNo one-command install · Source
1496Unrankedarcanamcp · ai-agentsProvides tarot reading capabilities including drawing spreads, looking up card interpretations, listing cards, and retrieving reading history for LLM…No signals yetNo one-command install · Source
1497Unrankedqso-graph-qspmcp · ai-agentsRelays MCP tools to any OpenAI-compatible local LLM endpoint for the qso-graph amateur radio ecosystem.No signals yetNo one-command install · Source
1498Unrankedsymfony-php-mcpmcp · ai-agentsA production-ready Model Context Protocol (MCP) server that bridges your Symfony/PHP project with LLMs such as Claude. It exposes tools that let the…No signals yetNo one-command install · Source
1499Unrankedmcp-memory-lancedb-promcp · ai-agentsA full-featured long-term memory system for Claude Code that persistently stores and retrieves preferences, decisions, and project context across…No signals yetNo one-command install · Source
1500Unrankedpmwiki-mcp-servermcp · ai-agentsMCP server for interfacing an LLM with PmWiki, enabling search, read, and listing of wiki pages via tools and resources.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