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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
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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

3,606 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
3301Unrankedarcana-mcpmcp · databaseSemantic vector DB as an MCP server for Claude Code — SQLite + FTS5 + local ONNX embeddings. Gives Claude persistent, searchable project knowledge…No signals yetNo commit datelisted No one-command install · Source
3302Unrankedarize-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
3303Unrankedarr-stack-mcpmcp · back-endA Model Context Protocol server that exposes Sonarr, Radarr, Lidarr, and Jellyfin to any MCP client through a curated tool layer for LLM consumption.No signals yetNo commit datelisted No one-command install · Source
3304Unrankedawq-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
3305Unrankedaxolotlskill · 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
3306Unrankedbaixianger-langchain-knowledgemcp · searchSemantic search across LangChain, LangGraph, LangSmith, and DeepAgents documentation and source code.No signals yetNo commit datelisted No one-command install · Source
3307Unrankedbeefreesdk-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
3308Unrankedbetterprompt-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
3309Unrankedblip-2-vision-languageskill · commsVision-language pre-training framework bridging frozen image encoders and LLMs. Use when you need image captioning, visual question answering…No signals yetNo commit datelisted armory install blip-2-vision-language --cli claude
3310Unrankedbrowserbasemcp · browserThis server provides cloud browser automation capabilities using Browserbase and Stagehand. It enables LLMs to interact with web pages, take…No signals yetNo commit datelisted No one-command install · Source
3311Unrankedbug-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
3312Unrankedbullmq-specialistskill · back-endBullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications. Use when: bullmq…No signals yetNo commit datelisted armory install bullmq-specialist --cli claude
3313Unrankedbyndr-devmcp · back-endEnables LLM-driven data enrichment for EPLAN article databases, allowing proposals for missing translations and descriptions through a Model Context…No signals yetNo commit datelisted No one-command install · Source
3314Unrankedcapix-router-mcpmcp · databaseOpen-source routing layer that splits compute jobs and inference prompts across resources using Gemini, with MongoDB-backed route books and priced…No signals yetNo commit datelisted No one-command install · Source
3315Unrankedcartisien-engram-mcpmcp · databasePersistent semantic memory for AI agents. SQLite-backed, local-first, zero config. Semantic search via Ollama embeddings (nomic-embed-text) with…No signals yetNo commit datelisted No one-command install · Source
3316Unrankedccc-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
3317Unrankedchromaskill · databaseOpen-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple…No signals yetNo commit datelisted armory install chroma --cli claude
3318Unrankedchrome-mcp-control-centermcp · browserEnables safe automation of Chrome browser through a local MCP server and Chrome extension, allowing LLMs to control browser tabs, pages, and…No signals yetNo commit datelisted No one-command install · Source
3319Unrankedclawbackai-mcpmcp · back-endLLM cost optimization tool that audits API calls, proves savings, and routes to the cheapest quality model.No signals yetNo commit datelisted No one-command install · Source
3320Unrankedclear-thought-mcp-servermcp · front-endProvides mental models, design patterns, debugging approaches, and structured thinking tools for enhanced problem-solving capabilities in LLM…No signals yetNo commit datelisted No one-command install · Source
3321Unrankedclipskill · searchOpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M…No signals yetNo commit datelisted armory install clip --cli claude
3322Unrankedcloudflare-autoragmcp · devopsCreate fully-managed RAG pipelines to power your AI applications with accurate and up-to-date information.No signals yetNo commit datelisted No one-command install · Source
3323Unrankedcocoindexskill · databaseComprehensive toolkit for developing with the CocoIndex library. Use when users need to create data transformation pipelines (flows), write custom…No signals yetNo commit datelisted armory install cocoindex --cli claude
3324Unrankedcode-ragmcp · searchA semantic code search MCP server that enables natural language queries against your codebase, supporting features like related file discovery and…No signals yetNo commit datelisted No one-command install · Source
3325Unrankedcodex-memory-mcpmcp · searchLocal-first, durable knowledge-card RAG for Codex, enabling search, retrieval, and maintenance of reusable experience cards.No signals yetNo commit datelisted No one-command install · Source
3326Unrankedcompliant-llmmcp · ai-agentsListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
3327Unrankedconfdbmcp · databaseMCP server that provides read-only access to 1C:Enterprise configuration metadata extracted into SQLite, enabling LLMs to inspect objects, modules…No signals yetNo commit datelisted No one-command install · Source
3328Unrankedcontext-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
3329Unrankedcontext-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
3330Unrankedcontextual-aimcp · searchBridges AI interfaces with Contextual AI's specialized agents to provide RAG capabilities, enabling query processing, intelligent retrieval, and…No signals yetNo commit datelisted No one-command install · Source
3331Unrankedconversation-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
3332Unrankedcorrectover-mcp-servermcp · back-endVerifies AI outputs in real-time across 6 dimensions, with automatic retry and failover to ensure correct, complete, and reliable LLM responses before…No signals yetNo commit datelisted No one-command install · Source
3333Unrankedcost-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
3334Unrankedcove-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
3335Unrankedcrewai-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
3336Unrankedcsv-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
3337Unrankedcuamcp · ai-agentsEnables LLMs to run Computer-Use Agent (CUA) workflows on Apple Silicon macOS.No signals yetNo commit datelisted No one-command install · Source
3338Unrankedcustom-modelrules · devopsOverride the default Claude model with a custom or alternative model configuration. Useful for testing new model versions or using…No signals yetNo commit datelisted armory install custom-model --cli claude
3339Unrankeddatadog-llm-observabilityobservability · observabilityDatadog's managed LLM Observability product. It traces LLM calls, monitors prompt/completion quality, detects anomalies, and integrates with existing…No signals yetNo commit datelisted No one-command install · Source
3340Unrankeddatrismcp · databaseAI agent-native data platform for ingesting, validating, transforming, querying, and searching data across PostgreSQL, MongoDB, and vector databases.No signals yetNo commit datelisted No one-command install · Source
3341Unrankeddev-ai-ecosystem-mcpmcp · github-vcsProvides AI agents with 6 tools for searching Hugging Face models, GitHub trending repos, analyzing GitHub repositories, fetching dev.to articles…No signals yetNo commit datelisted No one-command install · Source
3342Unrankeddevilsfave-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
3343Unrankeddiscoveree-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
3344Unrankeddistributed-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
3345Unrankeddocrag-mcpmcp · searchEnables Claude to query a local, persistent RAG index over markdown folder trees, exposing the same index used by the docrag CLI for on-device…No signals yetNo commit datelisted No one-command install · Source
3346Unrankeddocs-cache-mcpmcp · ai-agentsA local MCP server that fetches official library documentation (llms.txt-first), caches it to disk, and serves relevant sections to coding agents…No signals yetNo commit datelisted No one-command install · Source
3347Unrankeddrawio-mcpmcp · ai-agentsAn MCP server that enables LLMs to create and open diagrams in draw.io using XML, Mermaid, or CSV formats, by building a URL with compressed content…No signals yetNo commit datelisted No one-command install · Source
3348Unrankeddspyskill · ai-agentsBuild complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford…No signals yetNo commit datelisted armory install dspy --cli claude
3349Unrankede-trade-mcp-servermcp · back-endModel Context Protocol (MCP) server for E*TRADE API, enabling LLMs like Claude to retrieve stock and options market data.No signals yetNo commit datelisted No one-command install · Source
3350Unrankededumem-mcpmcp · ai-agentsAn MCP server that gives LLM agents persistent, directory-scoped memory using markdown files, supporting workspace-specific notes and read-only shared…No signals yetNo commit datelisted No one-command install · Source
3351Unrankedelektron-mcpmcp · ai-agentsEnables LLMs like Claude to control Elektron Digitone synthesizers via MIDI, supporting sound design with Wavetone engine and various filters…No signals yetNo commit datelisted No one-command install · Source
3352Unrankedelkalowkey885-gemini-embeddingmcp · databaseTurns local files into searchable knowledge bases using Gemini embeddings and ChromaDB for semantic search.No signals yetNo commit datelisted No one-command install · Source
3353Unrankedephemeral-reasoning-mcpmcp · ai-agentsProvides an MCP server that decomposes complex problems into ordered, isolated reasoning contexts, yielding compressed summaries before discarding…No signals yetNo commit datelisted No one-command install · Source
3354Unrankedesmskill · front-endComprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and…No signals yetNo commit datelisted armory install esm --cli claude
3355Unrankedeval-judgesubagent · ai-agentsLLM judge for plugin quality assessment. Scores skills on triggering accuracy, orchestration fitness, output quality, and scope calibration using…No signals yetNo commit datelisted armory install eval-judge --cli claude
3356Unrankedevaluating-llms-harnessskill · back-endEvaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models…No signals yetNo commit datelisted armory install evaluating-llms-harness --cli claude
3357Unrankedexecuteautomation-playwright-servermcp · browserA Model Context Protocol server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages…No signals yetNo commit datelisted No one-command install · Source
3358Unrankedfast-award-screener-mcpmcp · observabilityScreens DIBBS RFQs for micro-purchase viability using deterministic logic without LLM calls.No signals yetNo commit datelisted No one-command install · Source
3359Unrankedfast-llm-agent-mcpmcp · ai-agentsListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
3360Unrankedfathommcp · ai-agentsConnects Fathom AI meeting data to LLMs via MCP, providing access to recordings, transcripts, and action items.No signals yetNo commit datelisted No one-command install · Source
3361Unrankedfatsecret-mcpmcp · ai-agentsProvides LLM agents with read-only access to FatSecret's food and recipe database through MCP tools for searching foods and retrieving detailed…No signals yetNo commit datelisted No one-command install · Source
3362Unrankedfiddler-aiobservability · observabilityFiddler AI Observability platform monitors LLM applications for hallucinations, toxicity, bias, and drift, with explainability and alerting for…No signals yetNo commit datelisted No one-command install · Source
3363Unrankedfine-tuning-with-trlskill · ai-agentsFine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and…No signals yetNo commit datelisted armory install fine-tuning-with-trl --cli claude
3364Unrankedfja-mcpmcp · ai-agentsAn MCP server implementing the Flourishing-Justice-Autonomy (FJA) alignment framework, enabling FJA evaluation and fine-tuning of LLMs through…No signals yetNo commit datelisted No one-command install · Source
3365Unrankedfoundation-models-on-deviceskill · ai-agentsApple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS…No signals yetNo commit datelisted armory install foundation-models-on-device --cli claude
3366Unrankedfranchise-mcp-servermcp · back-endEnables LLMs to read and edit Madden NFL franchise saves and EA SPORTS College Football dynasty saves (CFB 27+) through 14 well-guarded tools.No signals yetNo commit datelisted No one-command install · Source
3367Unrankedgeiant-perceptionmcp · back-endGeospatial AI MCP server for satellite tile processing, Earth observation model inference, and spatial embeddings.No signals yetNo commit datelisted No one-command install · Source
3368Unrankedgeneric-sql-mcp-servermcp · databaseA configurable, database-agnostic MCP server that enables LLMs to safely interact with SQL databases through read-only operations and schema…No signals yetNo commit datelisted No one-command install · Source
3369Unrankedgenimlskill · databaseThis skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings…No signals yetNo commit datelisted armory install geniml --cli claude
3370Unrankedgepettoskill · ai-agentsCreates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning features that…No signals yetNo commit datelisted armory install gepetto --cli claude
3371Unrankedgguf-quantizationskill · devopsGGUF format and llama.cpp quantization for efficient CPU/GPU inference. Use when deploying models on consumer hardware, Apple Silicon, or when needing…No signals yetNo commit datelisted armory install gguf-quantization --cli claude
3372Unrankedglobal-fishing-watch-mcp-servermcp · back-endEnables LLMs to query Global Fishing Watch data for vessel tracking, fishing activity, dark-vessel detections, and IUU-risk indicators through…No signals yetNo commit datelisted No one-command install · Source
3373Unrankedgoogle-maps-docsmcp · ai-agentsEnhances the responses from LLMs used for developing applications with the Google Maps Platform by grounding the responses in the official, up-to-date…No signals yetNo commit datelisted No one-command install · Source
3374Unrankedgptqskill · ai-agentsPost-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4×…No signals yetNo commit datelisted armory install gptq --cli claude
3375Unrankedgraphrag-litemcp · back-endA lightweight MCP server implementing the GraphRAG pipeline for hierarchical knowledge graph construction and query-focused summarization.No signals yetNo commit datelisted No one-command install · Source
3376Unrankedgrpo-rl-trainingskill · otherExpert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model trainingNo signals yetNo commit datelisted armory install grpo-rl-training --cli claude
3377Unrankedguidanceskill · ai-agentsControl LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with…No signals yetNo commit datelisted armory install guidance --cli claude
3378Unrankedhoneyhiveeval · observabilityLLM evaluation and experimentation platform with session tracing, dataset management, and metric-based run comparison.No signals yetNo commit datelisted No one-command install · Source
3379Unrankedhormozi-mentor-agentmcp · databaseAnswers queries based on Alex Hormozi's YouTube content using local RAG with SQLite and vector embeddings.No signals yetNo commit datelisted No one-command install · Source
3380Unrankedhqq-quantizationskill · devopsHalf-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets…No signals yetNo commit datelisted armory install hqq-quantization --cli claude
3381Unrankedhypogenicskill · otherAutomated hypothesis generation and testing using large language models. Use this skill when generating scientific hypotheses from datasets, combining…No signals yetNo commit datelisted armory install hypogenic --cli claude
3382Unrankedimages-handlermcp · ai-agentsMCP server that grants text-only LLMs like DeepSeek the ability to 'see' images by leveraging a Cursor agent to convert images into text descriptions.No signals yetNo commit datelisted No one-command install · Source
3383Unrankedimplementing-llms-litgptskill · ai-agentsImplements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral). Use when need clean model…No signals yetNo commit datelisted armory install implementing-llms-litgpt --cli claude
3384Unrankedinference-shmcp · ai-agentsAgent runtime platform for running 150+ AI applications across image, video, audio, LLMs, and 3D.No signals yetNo commit datelisted No one-command install · Source
3385Unrankedinstallmd-trymcp · ai-agentsCreate guides as MCP servers to instruct coding agents to use your softwareNo signals yetNo commit datelisted No one-command install · Source
3386Unrankedinstructorskill · ai-agentsExtract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and…No signals yetNo commit datelisted armory install instructor --cli claude
3387Unrankedinvestigation-gamemcp · ai-agentsMystery investigation game with LLM-driven suspects.No signals yetNo commit datelisted No one-command install · Source
3388Unrankedinvisible-playwright-mcpmcp · browserThis MCP server exposes an anti-detect Firefox browser that passes bot-detection tests, allowing LLMs to automate web interactions with humanized…No signals yetNo commit datelisted No one-command install · Source
3389Unrankedkeephub-mcp-servermcp · back-endEnables LLMs to interact with the Keephub REST API for managing content, tasks, users, organizational charts, and form submissions through…No signals yetNo commit datelisted No one-command install · Source
3390Unrankedkiro0x-fivemcp · ai-agentsLLM character consistency engine — enforce JSON personality and style constraints across interactions.No signals yetNo commit datelisted No one-command install · Source
3391Unrankedknowledge-base-mcpmcp · ai-agentsExposes a knowledge base to LLM clients through tools, resources, and prompts.No signals yetNo commit datelisted No one-command install · Source
3392Unrankedknowledge-distillationskill · ai-agentsCompress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained…No signals yetNo commit datelisted armory install knowledge-distillation --cli claude
3393Unrankedlambda-labs-gpu-cloudskill · devopsReserved and on-demand GPU cloud instances for ML training and inference. Use when you need dedicated GPU instances with simple SSH access, persistent…No signals yetNo commit datelisted armory install lambda-labs-gpu-cloud --cli claude
3394Unrankedlamoom-pythonrules · ai-agentsServes as reference for production prompt engineering library with load balancing of AI Models, API documentation, and usage patterns with examples.No signals yetNo commit datelisted armory install lamoom-python --cli claude
3395Unrankedlangchainskill · ai-agentsFramework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+…No signals yetNo commit datelisted armory install langchain --cli claude
3396Unrankedlangchain-agentworkflow · ai-agentsCreate LangGraph-based agent with modern patternsNo signals yetNo commit datelisted armory install langchain-agent --cli claude
3397Unrankedlangchain-agent-2workflow · ai-agentsLangChain/LangGraph Agent ScaffoldNo signals yetNo commit datelisted armory install langchain-agent-2 --cli claude
3398Unrankedlangchain-docs-local-mcpmcp · back-endAn offline MCP server that provides LangChain and LangGraph documentation search via BM25 full-text search, enabling drop-in replacement for…No signals yetNo commit datelisted No one-command install · Source
3399Unrankedlangchain-mcp-clientmcp · otherListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
3400Unrankedlangfuseskill · ai-agentsExpert in Langfuse - the open-source LLM observability platform. Covers tracing, prompt management, evaluation, datasets, and integration with…No signals yetNo commit datelisted armory install langfuse --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