Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3401 | Unranked | langgraphskill · front-end | Expert in LangGraph - the production-grade framework for building stateful, multi-actor AI applications. Covers graph construction, state management… | No signals yet | No commit datelisted | armory install langgraph --cli claude |
| 3402 | Unranked | langsmith-observabilityskill · observability | LLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets… | No signals yet | No commit datelisted | armory install langsmith-observability --cli claude |
| 3403 | Unranked | langsmith-tracing-3rules · observability | Configure LangSmith tracing environment variables for Claude Code observability. Sends conversation traces to LangSmith for monitoring and analysis… | No signals yet | No commit datelisted | armory install langsmith-tracing-3 --cli claude |
| 3404 | Unranked | langtraceobservability · observability | Open-source, OpenTelemetry-compliant LLM observability tool by Scale3Labs. It traces calls to all major LLM providers and frameworks with a… | No signals yet | No commit datelisted | No one-command install · Source |
| 3405 | Unranked | linkedin-prospecting-csv-managermcp · search | Manages LinkedIn prospecting CSV files with deduplication and search, reducing LLM token usage by offloading file operations. | No signals yet | No commit datelisted | No one-command install · Source |
| 3406 | Unranked | llama-cppskill · ai-agents | Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when… | No signals yet | No commit datelisted | armory install llama-cpp --cli claude |
| 3407 | Unranked | llama-factoryskill · ai-agents | Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support | No signals yet | No commit datelisted | armory install llama-factory --cli claude |
| 3408 | Unranked | llama-mcp-servermcp · ai-agents | MCP server bridging Claude Code to local llama.cpp. Run local LLMs alongside Claude for experimentation, testing, and cost-effective inference. | No signals yet | No commit datelisted | No one-command install · Source |
| 3409 | Unranked | llamaguardskill · devops | Meta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances… | No signals yet | No commit datelisted | armory install llamaguard --cli claude |
| 3410 | Unranked | llamaindexskill · search | Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector… | No signals yet | No commit datelisted | armory install llamaindex --cli claude |
| 3411 | Unranked | llm-app-patternsskill · ai-agents | Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring. Use when… | No signals yet | No commit datelisted | armory install llm-app-patterns --cli claude |
| 3412 | Unranked | llm-architectsubagent · devops | Use when designing LLM systems for production, implementing fine-tuning or RAG architectures, optimizing inference serving infrastructure, or managing… | No signals yet | No commit datelisted | armory install llm-architect --cli claude |
| 3413 | Unranked | llm-bridge-mcpmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3414 | Unranked | llm-evaluationskill · observability | Master comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing. | No signals yet | No commit datelisted | armory install llm-evaluation --cli claude |
| 3415 | Unranked | llm-gateway-mcp-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3416 | Unranked | llm-mcpmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3417 | Unranked | llm-model-providers-mcpmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3418 | Unranked | llm-opsskill · database | LLM Operations -- RAG, embeddings, vector databases, fine-tuning, prompt engineering avancado, custos de LLM, evals de qualidade e arquiteturas de IA… | No signals yet | No commit datelisted | armory install llm-ops --cli claude |
| 3419 | Unranked | llm-redteam-specialistsubagent · ai-agents | Use this agent when you need to red-team a Large Language Model deployment — jailbreak probes, prompt injection harness design, output-safety… | No signals yet | No commit datelisted | armory install llm-redteam-specialist --cli claude |
| 3420 | Unranked | llm-routermcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3421 | Unranked | llm-video-mcpmcp · ai-agents | Enables coding agents to watch and analyze videos by extracting scene-aware frames, transcribing speech, and generating shot timelines, all… | No signals yet | No commit datelisted | No one-command install · Source |
| 3422 | Unranked | llm-wiki-harnessmcp · ai-agents | Enables building and querying a local wiki knowledge base from raw source files via MCP tools and a PyQt viewer. | No signals yet | No commit datelisted | No one-command install · Source |
| 3423 | Unranked | llmlingmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3424 | Unranked | llms-maintainersubagent · ai-agents | LLMs.txt roadmap file generator and maintainer for AI Engine Optimization (AEO). Use after build completion, content changes, or when setting up AI… | No signals yet | No commit datelisted | armory install llms-maintainer --cli claude |
| 3425 | Unranked | llmtxtmcp · search | Provides standardized documentation retrieval for LLMs by accessing llms.txt files directly from source websites or a central repository, delivering… | No signals yet | No commit datelisted | No one-command install · Source |
| 3426 | Unranked | lms-ssh-client-mcpmcp · back-end | Enables LLMs to securely SSH into remote servers, execute commands, and manage files via SFTP including listing, reading, writing, deleting, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3427 | Unranked | load-dango-pipelineworkflow · ai-agents | Sets context for model training by referencing pipeline files, establishing working context, and preparing for pipeline work with relevant… | No signals yet | No commit datelisted | armory install load-dango-pipeline --cli claude |
| 3428 | Unranked | load-llms-txtworkflow · ai-agents | Loads LLM configuration files to context, importing specific terminology, model configurations, and establishing baseline terminology for AI… | No signals yet | No commit datelisted | armory install load-llms-txt --cli claude |
| 3429 | Unranked | localragmcp · search | Provides a search_docs tool for MCP clients to perform local semantic search over indexed files using embeddings, enabling grounded answers from… | No signals yet | No commit datelisted | No one-command install · Source |
| 3430 | Unranked | long-contextskill · database | Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long documents… | No signals yet | No commit datelisted | armory install long-context --cli claude |
| 3431 | Unranked | lowcode-mcpmcp · ai-agents | Converts lowcode component documentation into an authoritative, branch-versioned source that LLMs can retrieve hierarchically, enabling agents to… | No signals yet | No commit datelisted | No one-command install · Source |
| 3432 | Unranked | lucid-apple-mcpmcp · ai-agents | MCP server that gives Claude and local LLMs access to Apple's on-device frameworks — Vision OCR, NSDataDetector, and Apple Intelligence… | No signals yet | No commit datelisted | No one-command install · Source |
| 3433 | Unranked | luna-system-adamcp · search | Self-hosted personal AI assistant with RAG memory, specialist plugins, and multi-modal capabilities for privacy-first conversational AI. | No signals yet | No commit datelisted | No one-command install · Source |
| 3434 | Unranked | lunaryobservability · observability | Open-source LLM observability and prompt management platform. It tracks conversations, errors, costs, and user feedback for production AI… | No signals yet | No commit datelisted | No one-command install · Source |
| 3435 | Unranked | machship-mcpmcp · ai-agents | Integrates the Machship freight management platform with MCP-compatible LLMs, enabling shipment creation, quotes, labels, and carrier management via… | No signals yet | No commit datelisted | No one-command install · Source |
| 3436 | Unranked | mamba-architectureskill · front-end | State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with… | No signals yet | No commit datelisted | armory install mamba-architecture --cli claude |
| 3437 | Unranked | manim-mcp-ragmcp · search | Enables creating Manim animations via natural language commands using DeepSeek API, with a RAG system for Manim documentation retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
| 3438 | Unranked | mcp-builderskill · back-end | Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools… | No signals yet | No commit datelisted | armory install mcp-builder --cli claude |
| 3439 | Unranked | mcp-cataloguemcp · ai-agents | A browse-first MCP middleware that provides an LLM-friendly catalogue for discovering and invoking tools across multiple upstream MCP servers… | No signals yet | No commit datelisted | No one-command install · Source |
| 3440 | Unranked | mcp-client-for-ollamamcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3441 | Unranked | mcp-codebase-context-servermcp · ai-agents | A self-hosted MCP server that gives LLMs intelligent, semantic access to your codebase, enabling code search, recent changes, and function… | No signals yet | No commit datelisted | No one-command install · Source |
| 3442 | Unranked | mcp-get-llm-txtmcp · back-end | Access up-to-date API documentation efficiently. | No signals yet | No commit datelisted | No one-command install · Source |
| 3443 | Unranked | mcp-gladiamcp · back-end | Enables LLMs to transcribe, analyze, and translate audio/video content through Gladia's API. | No signals yet | No commit datelisted | No one-command install · Source |
| 3444 | Unranked | mcp-incident-respondermcp · ai-agents | An AI-native incident response server that exposes diagnostic tools (system status, error logs, ticket creation) via MCP, enabling LLM agents to… | No signals yet | No commit datelisted | No one-command install · Source |
| 3445 | Unranked | mcp-langchain-ts-clientmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3446 | Unranked | mcp-llmmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3447 | Unranked | mcp-llms-txtmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3448 | Unranked | mcp-llms-txt-explorermcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3449 | Unranked | mcp-local-llamamcp · ai-agents | MCP server that delegates mechanical tasks like summarization, classification, extraction, and drafting to a local Llama.cpp LLM, serving as a… | No signals yet | No commit datelisted | No one-command install · Source |
| 3450 | Unranked | mcp-local-mssql-servermcp · database | Exposes SQL Server stored procedures as tools for LLM clients (Claude Desktop, VS Code, Cursor, etc.) enabling direct database interaction through… | No signals yet | No commit datelisted | No one-command install · Source |
| 3451 | Unranked | mcp-local-ragmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3452 | Unranked | mcp-obsidian-localmcp · back-end | Local MCP server to access Obsidian vault via the obsidian-local-rest-api, with semantic search and project memory using Ollama embeddings. | No signals yet | No commit datelisted | No one-command install · Source |
| 3453 | Unranked | mcp-ollama-account-rotation-2mcp · back-end | MCP server that transparently routes Ollama Cloud API requests across multiple user-owned accounts, handling quota exhaustion, rate limits, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3454 | Unranked | mcp-project-searchmcp · database | A project search MCP server based on Milvus vector database, supporting semantic search, hybrid search, and exact scalar queries. | No signals yet | No commit datelisted | No one-command install · Source |
| 3455 | Unranked | mcp-rag-server-2mcp · back-end | Enables document ingestion, semantic search, and retrieval-augmented generation via MCP tools and REST API, using vector embeddings and intelligent… | No signals yet | No commit datelisted | No one-command install · Source |
| 3456 | Unranked | mcp-repo2llm-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3457 | Unranked | mcp-server-for-llmmcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3458 | Unranked | mcp-server-ollama-deep-researchermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3459 | Unranked | mcp-sse-langchain-examplemcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3460 | Unranked | mcp-typescript-sdkmcp · ai-agents | A TypeScript SDK for building MCP servers and clients, providing standardized context provision for LLMs through tools, resources, and prompts. | No signals yet | No commit datelisted | No one-command install · Source |
| 3461 | Unranked | mcpindexmcp · ai-agents | Enables LLMs to automatically discover and invoke suitable MCP tools, eliminating the need to manually find and configure suitable MCP tools for every… | No signals yet | No commit datelisted | No one-command install · Source |
| 3462 | Unranked | mem-contextmcp · search | Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB… | No signals yet | No commit datelisted | No one-command install · Source |
| 3463 | Unranked | merabylabs-promptarchitect-mcpmcp · ai-agents | Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use. | No signals yet | No commit datelisted | No one-command install · Source |
| 3464 | Unranked | metrillmmcp · ai-agents | Benchmark local LLM models for speed, quality, and hardware fitness with a shareable score and public leaderboard. | No signals yet | No commit datelisted | No one-command install · Source |
| 3465 | Unranked | microsoft-markitdownmcp · ai-agents | MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption. | No signals yet | No commit datelisted | No one-command install · Source |
| 3466 | Unranked | miles-rl-trainingskill · other | Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4… | No signals yet | No commit datelisted | armory install miles-rl-training --cli claude |
| 3467 | Unranked | milvus-mcpmcp · database | MCP server for Milvus vector database enabling vector search, text search, and hybrid search operations. | No signals yet | No commit datelisted | No one-command install · Source |
| 3468 | Unranked | ml-engineersubagent · devops | Use this agent when building production ML systems requiring model training pipelines, model serving infrastructure, performance optimization, and… | No signals yet | No commit datelisted | armory install ml-engineer --cli claude |
| 3469 | Unranked | ml-engineer-2skill · observability | Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and… | No signals yet | No commit datelisted | armory install ml-engineer-2 --cli claude |
| 3470 | Unranked | mle-reviewersubagent · observability | Production machine-learning engineering reviewer for data contracts, feature pipelines, training reproducibility, offline/online evaluation, model… | No signals yet | No commit datelisted | armory install mle-reviewer --cli claude |
| 3471 | Unranked | mlx-mcp-servermcp · ai-agents | Bridges Claude Code and Claude Desktop to a locally-running LLM, optimized for MLX LM on Apple Silicon with support for any OpenAI-compatible backend. | No signals yet | No commit datelisted | No one-command install · Source |
| 3472 | Unranked | model-pruningskill · ai-agents | Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving… | No signals yet | No commit datelisted | armory install model-pruning --cli claude |
| 3473 | Unranked | model-routermcp · ai-agents | Cost-aware multi-LLM routing MCP server that automatically routes tasks to free models first with fallback to paid, using task difficulty… | No signals yet | No commit datelisted | No one-command install · Source |
| 3474 | Unranked | moe-trainingskill · other | Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs… | No signals yet | No commit datelisted | armory install moe-training --cli claude |
| 3475 | Unranked | morph-cloudinfra · devops | Hypervisor-level snapshotting cloud for agent inference: fork and snapshot VM state for fast agent branching. | No signals yet | No commit datelisted | No one-command install · Source |
| 3476 | Unranked | motion-advancedskill · front-end | Advanced motion patterns for React / Next.js — drag & drop, gestures, text animations, SVG path drawing, custom hooks, imperative sequences… | No signals yet | No commit datelisted | armory install motion-advanced --cli claude |
| 3477 | Unranked | mukundakatta-citecitemcp · search | Inject, parse, and strip citation markers in RAG outputs for reliable source attribution. | No signals yet | No commit datelisted | No one-command install · Source |
| 3478 | Unranked | multi-llm-cross-check-mcp-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3479 | Unranked | my-heb-proxymcp · back-end | Provides tools for LLMs to search H-E-B stores, coupons, products, and weekly ads using reversed-engineered APIs. | No signals yet | No commit datelisted | No one-command install · Source |
| 3480 | Unranked | nemo-curatorskill · ai-agents | GPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16× faster), quality filtering (30+… | No signals yet | No commit datelisted | armory install nemo-curator --cli claude |
| 3481 | Unranked | nemo-evaluator-sdkskill · back-end | Evaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when needing scalable… | No signals yet | No commit datelisted | armory install nemo-evaluator-sdk --cli claude |
| 3482 | Unranked | nemo-guardrailsskill · ai-agents | NVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination detection… | No signals yet | No commit datelisted | armory install nemo-guardrails --cli claude |
| 3483 | Unranked | nest-llm-aigentmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3484 | Unranked | nest-llm-argentmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3485 | Unranked | network-chroniclesrules · ai-agents | Presents detailed implementation plan for AI-driven game characters with technical specifications for LLM integration, character guidelines, and… | No signals yet | No commit datelisted | armory install network-chronicles --cli claude |
| 3486 | Unranked | new-relic-ai-monitoringobservability · observability | New Relic AI Monitoring instruments LLM calls end-to-end. It traces model invocations, measures token costs, and surfaces anomalies via the New Relic… | No signals yet | No commit datelisted | No one-command install · Source |
| 3487 | Unranked | newageflyfish-max-volthqmcp · back-end | Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking… | No signals yet | No commit datelisted | No one-command install · Source |
| 3488 | Unranked | nexlink-telecom-mcp-server-2mcp · ai-agents | MCP server that enables local LLMs to safely interact with Nexlink Telecom's NOC database, providing tools for network status, diagnostics, bandwidth… | No signals yet | No commit datelisted | No one-command install · Source |
| 3489 | Unranked | next-type-llmrules · ai-agents | Cursor rules for Next.js development with Type LLM integration. | No signals yet | No commit datelisted | armory install next-type-llm --cli claude |
| 3490 | Unranked | nirholas-llm-energy-docs-extractormcp · ai-agents | Fetches and transforms llms.txt documentation files from websites into organized markdown documents with automatic parsing, caching, and multiple… | No signals yet | No commit datelisted | No one-command install · Source |
| 3491 | Unranked | noesismcp · ai-agents | A cognitive optimization engine exposed as an MCP server that amplifies LLM reasoning through self-consistency sampling, MCTS, Dung argumentation… | No signals yet | No commit datelisted | No one-command install · Source |
| 3492 | Unranked | nowait-reasoning-optimizerskill · ai-agents | Implements the NOWAIT technique for efficient reasoning in R1-style LLMs. Use when optimizing inference of reasoning models (QwQ, DeepSeek-R1… | No signals yet | No commit datelisted | armory install nowait-reasoning-optimizer --cli claude |
| 3493 | Unranked | ollama-mcp-bridgemcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3494 | Unranked | ollama-mcp-hostmcp · back-end | Hosts local MCP servers on Windows, enabling connection of local AI models (like Gemma) to external tools without cloud dependency. | No signals yet | No commit datelisted | No one-command install · Source |
| 3495 | Unranked | ollama-web-search-mcpmcp · back-end | Exposes Ollama's web search API as a web_search tool for Claude Code, enabling web searches (including sites other backends miss) with query and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3496 | Unranked | ollama-web-tools-mcpmcp · back-end | MCP server exposing web_search, web_fetch, and cluesift_domain_fetch tools with configurable Ollama API keys and HTTP or stdio transport. | No signals yet | No commit datelisted | No one-command install · Source |
| 3497 | Unranked | omni-video-studio-mcpmcp · ai-agents | Enables AI agents to edit video using text-based proxies, motion graphics via Hyperframes, and advanced FFmpeg rendering, turning any LLM IDE into a… | No signals yet | No commit datelisted | No one-command install · Source |
| 3498 | Unranked | onecontextmcp · search | Ship enterprise-grade RAG pipelines to millions of users. | No signals yet | No commit datelisted | No one-command install · Source |
| 3499 | Unranked | open-brain-mcpmcp · database | A self-hosted second brain MCP server that enables capturing thoughts with deduplication and semantic search using local embeddings and PostgreSQL… | No signals yet | No commit datelisted | No one-command install · Source |
| 3500 | Unranked | openeuler-mcp-os-labmcp · ai-agents | A read-only system observability and OS algorithm lab MCP server for openEuler/Linux, encapsulating memory, filesystem, process, and CPU info into… | No signals yet | No commit datelisted | No 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.