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Scored on public signals; components with none are listed as Unranked · Formula

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Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
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eval 37memory 36observability 34infra 26
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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
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Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
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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
1501Unrankedai-model-selector-mcpmcp · ai-agentsProvides AI assistants with structured access to metadata for 76+ AI models across Ollama, Claude, and OpenRouter, enabling capability queries…No signals yetNo one-command install · Source
1502Unrankedai-blog-mcp-agentmcp · ai-agentsA local AI-powered research agent that searches the web, fetches real content, and generates grounded answers using a local Ollama model, exposed as…No signals yetNo one-command install · Source
1503Unrankedkarvemcp · ai-agentsProvides persistent semantic memory for Claude Code via local embeddings and six MCP tools, enabling context storage and retrieval across sessions…No signals yetNo one-command install · Source
1504Unrankedllm-router-mcpmcp · ai-agentsMCP server that routes AI chat requests to the best available provider (Anthropic, OpenAI, Groq, etc.) with automatic fallback, budget caps, and…No signals yetNo one-command install · Source
1505Unrankedmock-llm-mcpmcp · ai-agentsMCP server to mock OpenAI, Anthropic, and Google Gemini responses for testing AI integrations without real API keys or token spend.No signals yetNo one-command install · Source
1506Unrankedpsychosmiley-mcp-to-mcpmcp · ai-agentsEnables two LLMs to play Tic-Tac-Toe against each other through autonomous turn-based MCP tool calls.No signals yetNo one-command install · Source
1507Unrankedgwanjong-mcpmcp · ai-agentsCampaign-driven social engagement MCP server for authentic developer community interaction (Dev.to, Bluesky, Twitter, Reddit) with a streamlined…No signals yetNo one-command install · Source
1508Unrankedchipbaskets-getkinmcp · ai-agentsProvides agent infrastructure tools including LLM model routing, availability monitoring, and memory compression.No signals yetNo one-command install · Source
1509Unrankedgetkin-mcp-servermcp · ai-agentsProvides six tools for LLM infrastructure: model recommendation, availability checking, LLM call routing, memory compression, model listing, and…No signals yetNo one-command install · Source
1510Unrankedcardano-node-mcpmcp · ai-agentsMCP server enabling LLMs to interact with a Cardano node by wrapping cardano-cli/torsten-cli, supporting queries, transactions, staking, and…No signals yetNo one-command install · Source
1511Unrankeddatalabel-mcp-servermcp · ai-agentsIntegrates data labeling workflows with AI IDEs via 12 tools, 6 resources, and 3 prompt templates, enabling LLM-assisted pre-labeling, inter-annotator…No signals yetNo one-command install · Source
1512Unrankedffmpeg-llmmcp · ai-agentsAn MCP server that exposes FFmpeg as a structured tool set for AI agents, enabling timeline-based video editing, preview, rendering, and analysis with…No signals yetNo one-command install · Source
1513Unrankedop-injection-scannermcp · ai-agentsAn MCP server for prompt injection boundary enforcement that scans URL content using a tiered LLM model strategy.No signals yetNo one-command install · Source
1514Unrankedfusionpact-vectordbmcp · ai-agentsHybrid vector and reasoning retrieval engine with agent memory, multi-agent orchestration, and RAG pipeline.No signals yetNo one-command install · Source
1515Unrankedmobile-docs-mcpmcp · ai-agentsMCP server that gives LLMs access to up-to-date mobile SDK documentation, package registry info, and GitHub issues.No signals yetNo one-command install · Source
1516Unrankedagorus-mcp-servermcp · ai-agentsMCP server for the Agorus AI agent marketplace, exposing API operations as tools for LLMs to discover, contract, and interact with agents and…No signals yetNo one-command install · Source
1517Unrankedmelcloud-acmcp · ai-agentsAn MCP server that enables LLMs to control Mitsubishi Electric AC units through MELCloud, supporting device listing, power on/off, temperature…No signals yetNo one-command install · Source
1518Unrankedprelaunch-mcpmcp · ai-agentsAnalyzes startup ideas against 6 sources (GitHub, HN, npm, PyPI, Google, Reddit) with LLM-powered intent parsing to assess competition, demand, and…No signals yetNo one-command install · Source
1519Unrankedotp-ojp-mcp-servermcp · ai-agentsEnables agents to parse resumes and job postings into structured OTP/OJP skeletons, validate them against JSON Schema, and extract agent-friendly…No signals yetNo one-command install · Source
1520Unrankedmdify-mcpmcp · ai-agentsMCP server that gives LLMs the power to convert PDFs to Markdown on the fly using a local Ollama vision model.No signals yetNo one-command install · Source
1521Unrankeds3-mcpmcp · ai-agentsMCP server for AWS S3 and compatible object stores, enabling LLM clients to browse buckets and fetch objects.No signals yetNo one-command install · Source
1522Unrankedmcp-evolution-apimcp · ai-agentsMCP server that wraps the Evolution API (WhatsApp) as semantic tools for LLM agents, enabling messaging, chat management, group operations, and…No signals yetNo one-command install · Source
1523Unrankedcbamcp · ai-agentsMCP server for semantic code search and explanation. Allows AI agents to search, ask questions, and manage memory about a codebase with local…No signals yetNo one-command install · Source
1524Unrankedjupyter-interactive-mcpmcp · ai-agentsAn MCP server that gives any MCP-compatible LLM client full control over a live JupyterLab instance.No signals yetNo one-command install · Source
1525Unrankeddata-detectivemcp · ai-agentsAn MCP server that gives AI assistants the ability to connect to, query, profile, and monitor data sources — turning any LLM into an interactive data…No signals yetNo one-command install · Source
1526Unrankedruvltra-mcp-servermcp · ai-agentsEnables parallel code generation and review via MCP with fault-tolerant worker pool, auto-scaling, and SONA self-improvement for robust LLM…No signals yetNo one-command install · Source
1527Unrankedskypilot-mcpmcp · ai-agentsMCP server for SkyPilot that lets LLMs manage cloud clusters, jobs, and storage through the Model Context Protocol.No signals yetNo one-command install · Source
1528Unrankedmcp-unitsmcp · ai-agentsAn MCP server that provides deterministic unit conversions backed by Pint, enabling exact unit conversions, compatibility checks, and parsing of…No signals yetNo one-command install · Source
1529Unrankedweb2mdmcp · ai-agentsConverts web pages to Markdown with tiered fetching to minimize LLM context usage, enabling efficient extraction of specific sections.No signals yetNo one-command install · Source
1530Unrankeddevsync-mcpmcp · ai-agentsMCP server for AI-merge of team dev configurations, allowing the IDE's LLM to intelligently merge team configs with personal configs.No signals yetNo one-command install · Source
1531Unrankedknowledge-assistant-mcp-servermcp · ai-agentsA multi-agent RAG MCP server that answers questions from your documents with a human-in-the-loop approval step, using a coordinator, retriever, and…No signals yetNo one-command install · Source
1532Unrankeddocstar-mcpmcp · ai-agentsAutomates documentation updates by analyzing git changes and using an LLM to generate and apply documentation.No signals yetNo one-command install · Source
1533Unrankedbrassiere-aesthetics-mcp-servermcp · ai-agentsMCP server implementing visual vocabulary and structural parameters for brassiere/lingerie design. Maps professional design taxonomy to…No signals yetNo one-command install · Source
1534Unrankedcerberus-mcpmcp · ai-agentsAn MCP server that provides ultra-efficient code exploration through AST analysis, reducing LLM token usage by up to 95% while enabling instant call…No signals yetNo one-command install · Source
1535Unrankedunique-id-generatormcp · ai-agentsA simple MCP server that provides tools for generating unique IDs in several formats, useful for when you need an LLM to create data containing new…No signals yetNo one-command install · Source
1536Unrankedaccess-calibremcp · ai-agentsMCP server enabling LLMs to query a local Calibre Content Server for ebook metadata, chapters, and content in HTML or Markdown.No signals yetNo one-command install · Source
1537Unrankedpolydevmcp · ai-agentsQuery multiple LLMs simultaneously through one MCP server.No signals yetNo one-command install · Source
1538Unrankedgst-mcpmcp · ai-agentsMCP server for GStreamer introspection and pipeline development. Enables LLMs to understand GStreamer elements, caps, and construct pipelines through…No signals yetNo one-command install · Source
1539Unranked6amdev-server-mcpmcp · ai-agentsMCP server for managing Ubuntu servers with AI integration, enabling system monitoring, Docker control, Gitea repository management, Ollama LLM…No signals yetNo one-command install · Source
1540Unrankedimagefeatures-mcpmcp · ai-agentsAn MCP server that provides classic computer vision feature extraction tools (color, texture, shape) for image analysis, enabling LLMs to perform…No signals yetNo one-command install · Source
1541Unrankedrlm-mem-mcp-servermcp · ai-agentsAn MCP server implementing the TRUE Recursive Language Model technique for managing large context windows in Claude Code, enabling analysis of…No signals yetNo one-command install · Source
1542Unrankedmcp-local-image-readermcp · ai-agentsA simple MCP server that reads local images and returns them as ImageContent for LLM vision analysis.No signals yetNo one-command install · Source
1543Unrankedankitpal181-toon-parsemcp · ai-agentsReduces LLM context by removing code comments and converting data formats to compact TOON notation.No signals yetNo one-command install · Source
1544Unrankedmem0-agent-memorymcp · ai-agentsAn MCP server that provides persistent memory capabilities for AI agents using Mem0, enabling storage, search, and management of contextual…No signals yetNo one-command install · Source
1545Unrankedmcp-server-3mcp · ai-agentsSets up a Model Context Protocol (MCP) server with FastMCP, allowing LLMs to use prompts, tools, and resources.No signals yetNo one-command install · Source
1546Unrankedsaas-tf-mcp-servermcp · ai-agentsEnables users to get free subdomains with automatic DNS provisioning directly through LLM-powered tools like Claude Code.No signals yetNo one-command install · Source
1547Unrankedmeta-threads-mcpmcp · ai-agentsUnofficial MCP server for Meta's Threads API. Enables LLMs like Claude to publish posts, manage replies, and track insights through the Model Context…No signals yetNo one-command install · Source
1548Unrankedidentity-servermcp · ai-agentsA local MCP server that maintains and serves personal identity context to LLMs.No signals yetNo one-command install · Source
1549Unrankedmolsen-ca-mcpmcp · ai-agentsEnables LLMs to access Mike Olsen's essays on AI governance, professional accountability, and the future of technical work via the Model Context…No signals yetNo one-command install · Source
1550Unrankedmcp-linux-opsmcp · ai-agentsEnables LLMs to execute shell commands and perform file operations on a Linux system, exposing tools like execute_command, read_file, write_file, and…No signals yetNo one-command install · Source
1551Unrankedopenai-agents-sdk-mcpmcp · ai-agentsProvides MCP tools to list and search OpenAI Agents SDK documentation, enabling LLMs to retrieve documentation topics and content via natural language…No signals yetNo one-command install · Source
1552Unrankedluw2007-skimmcp · ai-agentsCode compression tool that reduces code size 60-95% for LLM context optimizationNo signals yetNo one-command install · Source
1553Unrankedgraphiti-fastmcp-servermcp · ai-agentsA temporally-aware knowledge graph MCP server for AI agents, enabling episodic ingestion, entity management, and semantic search with support for…No signals yetNo one-command install · Source
1554Unrankedsmart-webfetch-mcpmcp · ai-agentsContext-aware web fetching for LLMs, providing 7 tools to check page size, fetch with truncation, extract code/sections/links/tables, and paginate…No signals yetNo one-command install · Source
1555Unrankedagentic-rag-with-mcp-servermcp · ai-agentsThe MCP server provides tools for entity extraction, query refinement, and relevance checking to enhance RAG applications by integrating with OpenAI…No signals yetNo one-command install · Source
1556Unrankedoptivisemcp · ai-agentsOptivise is an intelligent MCP tool that enhances AI-assisted Optimizely development. It analyzes developer prompts for Optimizely relevance and…No signals yetNo one-command install · Source
1557Unrankedflow-diagrammcp · ai-agentsA flow diagram generator and MCP server that helps LLMs create better visuals using tools like create_diagram, add_node, add_edge, and…No signals yetNo one-command install · Source
1558Unrankedglossmodmcpmcp · ai-agents为Claude和其他LLM应用提供3DM Mod网站的数据访问能力，让用户可以通过自然语言查询和获取Mod信息。No signals yetNo one-command install · Source
1559Unrankedspyglass-ai-mcp-servermcp · ai-agentsEnables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks.No signals yetNo one-command install · Source
1560Unrankedopendatamcpmcp · ai-agentsConnects open data to LLMs via MCP, enabling easy access to public datasets and publishing new datasets with community help.No signals yetNo one-command install · Source
1561Unrankedllm2docs-unofficialmcp · ai-agentsAn unofficial MCP server for Google Docs that lets large language models securely access, read, and interact with documents, enabling smarter…No signals yetNo one-command install · Source
1562Unrankednext-mcp-servermcp · ai-agentsAn MCP server that enables LLMs to interact with NEXT structured data, providing tools for retrieving highlights and clusters.No signals yetNo one-command install · Source
1563Unrankedmcp-toolboxmcp · ai-agentsA comprehensive MCP server enabling LLMs to execute commands, manage files, interact with Figma, search the web, generate images, and more, extending…No signals yetNo one-command install · Source
1564Unrankedconverse-mcp-enhancedmcp · ai-agentsMulti-model AI conversation MCP for Claude Desktop. Seamlessly integrate with GPT-4, Gemini, xAI, Perplexity, and local models via Ollama.No signals yetNo one-command install · Source
1565Unrankedporto-alegre-mcp-server-llm-busmcp · ai-agentsEnables natural language queries for Porto Alegre's public transport system, including route planning, stop search, and route information via Claude…No signals yetNo one-command install · Source
1566Unrankedlsp-mcp-server-for-rellmcp · ai-agentsAn MCP server for interacting with the Rell Language Server Protocol interface. It enables LLMs to query LSP Hover and Completion providers for Rell…No signals yetNo one-command install · Source
1567Unrankedstockmcpmcp · ai-agentsEnables stock analysis by fetching company details, profit data, and shareholding patterns from Screener.in using local LLM tools.No signals yetNo one-command install · Source
1568Unrankedembeddings-mcp-servermcp · ai-agentsA Model Context Protocol server for generating text embeddings using OpenAI, Anthropic, or Ollama, with tools for single and batch embedding…No signals yetNo one-command install · Source
1569Unrankedllm-handoff-from-claude-mcpmcp · ai-agentsEnables Claude to query other LLMs like ChatGPT, Perplexity, and Gemini for verification and comparison, eliminating manual copy-pasting.No signals yetNo one-command install · Source
1570Unrankeddg-mcp-servermcp · ai-agentsA powerful and flexible Datagroom MCP server implementation to read the data and let the LLM handle the reasoning of the data.No signals yetNo one-command install · Source
1571Unrankedfile-tools-mcp-servermcp · ai-agentsAn MCP server that provides file and directory tools for LLMs, including project structure analysis, file reading, and project context resources, with…No signals yetNo one-command install · Source
1572Unrankedmcp-duplicate-file-manager-servermcp · ai-agentsEnables LLM agents to find and safely delete duplicate files using content-based detection, with smart copy prioritization and dry-run mode.No signals yetNo one-command install · Source
1573Unrankedhotmart-mcp-servermcp · ai-agentsEnables AI agents to manage Hotmart products, sales, and other operations through a standardized Model Context Protocol interface, integrating with…No signals yetNo one-command install · Source
1574Unrankedmcp-python-interpretermcp · ai-agentsEnables LLMs to interact with Python environments, execute code, manage files, and handle packages through the Model Context Protocol.No signals yetNo one-command install · Source
1575Unrankedagent-architecture-auditskill · ai-agentsFull-stack diagnostic for agent and LLM applications. Audits the 12-layer agent stack for wrapper regression, memory pollution, tool discipline…No signals yetNo commit datelisted armory install agent-architecture-audit --cli claude
1576Unrankedagent-orchestration-context-managersubagent · ai-agentsElite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems…No signals yetNo commit datelisted armory install agent-orchestration-context-manager --cli claude
1577Unrankedagent-tool-builderskill · ai-agentsTools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails…No signals yetNo commit datelisted armory install agent-tool-builder --cli claude
1578Unrankedagnuxo1-benchclaw-integrationsmcp · ai-agentsRegister LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by…No signals yetNo commit datelisted No one-command install · Source
1579Unrankedai-job-application-agent-mcp-servermcp · ai-agentsExposes the agent's tools over the Model Context Protocol, enabling LLMs to track applications, generate cover letters, and process emails.No signals yetNo commit datelisted No one-command install · Source
1580Unrankedai-productskill · ai-agentsEvery product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production. This skill covers LLM…No signals yetNo commit datelisted armory install ai-product --cli claude
1581Unrankedai-wrapper-productskill · ai-agentsExpert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just 'ChatGPT but different'…No signals yetNo commit datelisted armory install ai-wrapper-product --cli claude
1582Unrankedarize-phoenixmcp · ai-agentsProvides a unified interface to Arize Phoenix's capabilities for managing prompts, exploring datasets, and running experiments across different LLM…No signals yetNo commit datelisted No one-command install · Source
1583Unrankedawq-quantizationskill · ai-agentsActivation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on…No signals yetNo commit datelisted armory install awq-quantization --cli claude
1584Unrankedaxolotlskill · ai-agentsExpert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal supportNo signals yetNo commit datelisted armory install axolotl --cli claude
1585Unrankedbeefreesdk-nocode-content-editor-cursorrules-prompt-filerules · ai-agentsCursor rules for embedding Beefree SDK's no-code content editors (for emails, pages, and popups) into a web application.No signals yetNo commit datelisted armory install beefreesdk-nocode-content-editor-cursorrules-prompt-file --cli claude
1586Unrankedbetterprompt-mcpmcp · ai-agentsTransforms user requests into enhanced, context-rich prompts using advanced prompt engineering techniques, compatible with MCP clients.No signals yetNo commit datelisted No one-command install · Source
1587Unrankedbug-ledger-mcpmcp · ai-agentsA shared, concurrency-safe ledger for LLM code audits. It enables multiple agents to collaboratively report, verify, and resolve bugs with…No signals yetNo commit datelisted No one-command install · Source
1588Unrankedccc-brand-mcpmcp · ai-agentsStrict Model Context Protocol server for Consumer Choice Center brand-guided generation. It exposes the CCC 2026 brand guide as machine-readable…No signals yetNo commit datelisted No one-command install · Source
1589Unrankedcompliant-llmmcp · ai-agentsListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
1590Unrankedcontext-management-context-managersubagent · ai-agentsElite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems…No signals yetNo commit datelisted armory install context-management-context-manager --cli claude
1591Unrankedcontext-window-managementskill · ai-agentsStrategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token…No signals yetNo commit datelisted armory install context-window-management --cli claude
1592Unrankedconversation-memoryskill · ai-agentsPersistent memory systems for LLM conversations including short-term, long-term, and entity-based memory Use when: conversation memory, remember…No signals yetNo commit datelisted armory install conversation-memory --cli claude
1593Unrankedcost-aware-llm-pipelineskill · ai-agentsCost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching.No signals yetNo commit datelisted armory install cost-aware-llm-pipeline --cli claude
1594Unrankedcove-kitmcp · ai-agentsMCP server implementing Chain-of-Verification to reduce LLM hallucinations by drafting answers, planning fact-check questions, answering them…No signals yetNo commit datelisted No one-command install · Source
1595Unrankedcrewai-multi-agentskill · ai-agentsMulti-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks…No signals yetNo commit datelisted armory install crewai-multi-agent --cli claude
1596Unrankedcsv-eda-mcpmcp · ai-agentsAn HTTP MCP server for exploring CSV files that masks PII before any code execution, enabling safe data analysis with local or cloud LLMs.No signals yetNo commit datelisted No one-command install · Source
1597Unrankedcuamcp · ai-agentsEnables LLMs to run Computer-Use Agent (CUA) workflows on Apple Silicon macOS.No signals yetNo commit datelisted No one-command install · Source
1598Unrankeddevilsfave-dagpipemcp · ai-agentsCrash-proof LLM pipeline orchestration with DAG-based execution, checkpoint recovery, and cognitive model routing.No signals yetNo commit datelisted No one-command install · Source
1599Unrankeddiscoveree-desktopmcp · ai-agentsProvides a local, agent-maintained product context layer over MCP, serving structured strategy, competitor, customer feedback, and feature inventory…No signals yetNo commit datelisted No one-command install · Source
1600Unrankeddistributed-llm-pretraining-torchtitanskill · ai-agentsProvides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Use when pretraining Llama 3.1, DeepSeek…No signals yetNo commit datelisted armory install distributed-llm-pretraining-torchtitan --cli claude

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