Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | Unranked | docs-cache-mcpmcp · ai-agents | A local MCP server that fetches official library documentation (llms.txt-first), caches it to disk, and serves relevant sections to coding agents… | No signals yet | No commit datelisted | No one-command install · Source |
| 1602 | Unranked | drawio-mcpmcp · ai-agents | An 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 yet | No commit datelisted | No one-command install · Source |
| 1603 | Unranked | dspyskill · ai-agents | Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford… | No signals yet | No commit datelisted | armory install dspy --cli claude |
| 1604 | Unranked | edumem-mcpmcp · ai-agents | An MCP server that gives LLM agents persistent, directory-scoped memory using markdown files, supporting workspace-specific notes and read-only shared… | No signals yet | No commit datelisted | No one-command install · Source |
| 1605 | Unranked | elektron-mcpmcp · ai-agents | Enables LLMs like Claude to control Elektron Digitone synthesizers via MIDI, supporting sound design with Wavetone engine and various filters… | No signals yet | No commit datelisted | No one-command install · Source |
| 1606 | Unranked | ephemeral-reasoning-mcpmcp · ai-agents | Provides an MCP server that decomposes complex problems into ordered, isolated reasoning contexts, yielding compressed summaries before discarding… | No signals yet | No commit datelisted | No one-command install · Source |
| 1607 | Unranked | eval-judgesubagent · ai-agents | LLM judge for plugin quality assessment. Scores skills on triggering accuracy, orchestration fitness, output quality, and scope calibration using… | No signals yet | No commit datelisted | armory install eval-judge --cli claude |
| 1608 | Unranked | fast-llm-agent-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 |
| 1609 | Unranked | fathommcp · ai-agents | Connects Fathom AI meeting data to LLMs via MCP, providing access to recordings, transcripts, and action items. | No signals yet | No commit datelisted | No one-command install · Source |
| 1610 | Unranked | fatsecret-mcpmcp · ai-agents | Provides LLM agents with read-only access to FatSecret's food and recipe database through MCP tools for searching foods and retrieving detailed… | No signals yet | No commit datelisted | No one-command install · Source |
| 1611 | Unranked | fine-tuning-with-trlskill · ai-agents | Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and… | No signals yet | No commit datelisted | armory install fine-tuning-with-trl --cli claude |
| 1612 | Unranked | fja-mcpmcp · ai-agents | An MCP server implementing the Flourishing-Justice-Autonomy (FJA) alignment framework, enabling FJA evaluation and fine-tuning of LLMs through… | No signals yet | No commit datelisted | No one-command install · Source |
| 1613 | Unranked | foundation-models-on-deviceskill · ai-agents | Apple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS… | No signals yet | No commit datelisted | armory install foundation-models-on-device --cli claude |
| 1614 | Unranked | gepettoskill · ai-agents | Creates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning features that… | No signals yet | No commit datelisted | armory install gepetto --cli claude |
| 1615 | Unranked | google-maps-docsmcp · ai-agents | Enhances 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 yet | No commit datelisted | No one-command install · Source |
| 1616 | Unranked | gptqskill · ai-agents | Post-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 yet | No commit datelisted | armory install gptq --cli claude |
| 1617 | Unranked | guidanceskill · ai-agents | Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with… | No signals yet | No commit datelisted | armory install guidance --cli claude |
| 1618 | Unranked | images-handlermcp · ai-agents | MCP 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 yet | No commit datelisted | No one-command install · Source |
| 1619 | Unranked | implementing-llms-litgptskill · ai-agents | Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral). Use when need clean model… | No signals yet | No commit datelisted | armory install implementing-llms-litgpt --cli claude |
| 1620 | Unranked | inference-shmcp · ai-agents | Agent runtime platform for running 150+ AI applications across image, video, audio, LLMs, and 3D. | No signals yet | No commit datelisted | No one-command install · Source |
| 1621 | Unranked | installmd-trymcp · ai-agents | Create guides as MCP servers to instruct coding agents to use your software | No signals yet | No commit datelisted | No one-command install · Source |
| 1622 | Unranked | instructorskill · ai-agents | Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and… | No signals yet | No commit datelisted | armory install instructor --cli claude |
| 1623 | Unranked | investigation-gamemcp · ai-agents | Mystery investigation game with LLM-driven suspects. | No signals yet | No commit datelisted | No one-command install · Source |
| 1624 | Unranked | kiro0x-fivemcp · ai-agents | LLM character consistency engine — enforce JSON personality and style constraints across interactions. | No signals yet | No commit datelisted | No one-command install · Source |
| 1625 | Unranked | knowledge-base-mcpmcp · ai-agents | Exposes a knowledge base to LLM clients through tools, resources, and prompts. | No signals yet | No commit datelisted | No one-command install · Source |
| 1626 | Unranked | knowledge-distillationskill · ai-agents | Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained… | No signals yet | No commit datelisted | armory install knowledge-distillation --cli claude |
| 1627 | Unranked | lamoom-pythonrules · ai-agents | Serves as reference for production prompt engineering library with load balancing of AI Models, API documentation, and usage patterns with examples. | No signals yet | No commit datelisted | armory install lamoom-python --cli claude |
| 1628 | Unranked | langchainskill · ai-agents | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+… | No signals yet | No commit datelisted | armory install langchain --cli claude |
| 1629 | Unranked | langchain-agentworkflow · ai-agents | Create LangGraph-based agent with modern patterns | No signals yet | No commit datelisted | armory install langchain-agent --cli claude |
| 1630 | Unranked | langchain-agent-2workflow · ai-agents | LangChain/LangGraph Agent Scaffold | No signals yet | No commit datelisted | armory install langchain-agent-2 --cli claude |
| 1631 | Unranked | langfuseskill · ai-agents | Expert in Langfuse - the open-source LLM observability platform. Covers tracing, prompt management, evaluation, datasets, and integration with… | No signals yet | No commit datelisted | armory install langfuse --cli claude |
| 1632 | 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 |
| 1633 | 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 |
| 1634 | 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 |
| 1635 | 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 |
| 1636 | 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 |
| 1637 | 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 |
| 1638 | 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 |
| 1639 | 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 |
| 1640 | 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 |
| 1641 | 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 |
| 1642 | 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 |
| 1643 | 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 |
| 1644 | 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 |
| 1645 | 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 |
| 1646 | 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 |
| 1647 | 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 |
| 1648 | 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 |
| 1649 | 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 |
| 1650 | 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 |
| 1651 | 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 |
| 1652 | 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 |
| 1653 | 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 |
| 1654 | 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 |
| 1655 | 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 |
| 1656 | 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 |
| 1657 | 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 |
| 1658 | 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 |
| 1659 | 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 |
| 1660 | 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 |
| 1661 | 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 |
| 1662 | 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 |
| 1663 | 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 |
| 1664 | 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 |
| 1665 | 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 |
| 1666 | 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 |
| 1667 | 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 |
| 1668 | 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 |
| 1669 | 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 |
| 1670 | 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 |
| 1671 | 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 |
| 1672 | 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 |
| 1673 | 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 |
| 1674 | 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 |
| 1675 | 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 |
| 1676 | 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 |
| 1677 | Unranked | openziti-llm-gatewaymcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1678 | Unranked | optimizing-attention-flashskill · ai-agents | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long… | No signals yet | No commit datelisted | armory install optimizing-attention-flash --cli claude |
| 1679 | Unranked | outlinesskill · ai-agents | Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and… | No signals yet | No commit datelisted | armory install outlines --cli claude |
| 1680 | Unranked | paperlessngx-mcpmcp · ai-agents | A privacy-first MCP server for Paperless-ngx that lets an LLM agent search, organize, tag, and reference documents without exposing full text unless… | No signals yet | No commit datelisted | No one-command install · Source |
| 1681 | Unranked | patinamcp · ai-agents | Affect-weighted persistent memory for LLM agents, served over MCP, enabling emotional memory coordinates, trace-based forgetting, hybrid search, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1682 | Unranked | patronus-aieval · ai-agents | Automated LLM evaluation and hallucination detection platform with a Python SDK and judge-model scoring. | No signals yet | No commit datelisted | No one-command install · Source |
| 1683 | Unranked | patterns-evaluator-optimizerworkflow · ai-agents | Workflow pattern using one LLM for generation and another for evaluation feedback loop. | No signals yet | No commit datelisted | armory install patterns-evaluator-optimizer --cli claude |
| 1684 | Unranked | patterns-orchestrator-workersworkflow · ai-agents | Central LLM dynamically delegates tasks to worker LLMs and synthesizes their combined results. | No signals yet | No commit datelisted | armory install patterns-orchestrator-workers --cli claude |
| 1685 | Unranked | pd2-lua-mcpmcp · ai-agents | Provides LLMs with access to Payday 2 Lua documentation and source code via 7 MCP tools, enabling precise mod development queries. | No signals yet | No commit datelisted | No one-command install · Source |
| 1686 | Unranked | peft-fine-tuningskill · ai-agents | Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when… | No signals yet | No commit datelisted | armory install peft-fine-tuning --cli claude |
| 1687 | Unranked | project-mcpmcp · ai-agents | MCP server that enables LLMs to read and analyze Microsoft Project schedules, including critical path, resources, and advanced construction planning… | No signals yet | No commit datelisted | No one-command install · Source |
| 1688 | Unranked | prompt-buildersubagent · ai-agents | Expert prompt engineering and validation system for creating high-quality prompts - Brought to you by microsoft/edge-ai | No signals yet | No commit datelisted | armory install prompt-builder --cli claude |
| 1689 | Unranked | prompt-cachingskill · ai-agents | Caching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation) Use when: prompt… | No signals yet | No commit datelisted | armory install prompt-caching --cli claude |
| 1690 | Unranked | prompt-engineersubagent · ai-agents | Use this agent when you need to design, optimize, test, or evaluate prompts for large language models in production systems. | No signals yet | No commit datelisted | armory install prompt-engineer --cli claude |
| 1691 | Unranked | prompt-engineer-2subagent · ai-agents | A specialized chat mode for analyzing and improving prompts. Every user input is treated as a prompt to be improved. It evaluates the prompt against a… | No signals yet | No commit datelisted | armory install prompt-engineer-2 --cli claude |
| 1692 | Unranked | prompt-engineer-3skill · ai-agents | Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt… | No signals yet | No commit datelisted | armory install prompt-engineer-3 --cli claude |
| 1693 | Unranked | prompt-engineeringskill · ai-agents | Expert guide on prompt engineering patterns, best practices, and optimization techniques. Use when user wants to improve prompts, learn prompting… | No signals yet | No commit datelisted | armory install prompt-engineering --cli claude |
| 1694 | Unranked | prompt-engineering-patternsskill · ai-agents | Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability. | No signals yet | No commit datelisted | armory install prompt-engineering-patterns --cli claude |
| 1695 | Unranked | promptotmcp · ai-agents | Prompt management platform for composing, versioning, and delivering LLM prompts via API and MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 1696 | Unranked | pthrower-stratamcp · ai-agents | AI ecosystem intelligence MCP server. Verified best practices, news, integrations, and MCP server directory across 22 AI ecosystems including Claude… | No signals yet | No commit datelisted | No one-command install · Source |
| 1697 | Unranked | python-llm-ml-workflow-cursorrules-prompt-filerules · ai-agents | Cursor rules for Python LLM & ML development with workflow integration. | No signals yet | No commit datelisted | armory install python-llm-ml-workflow-cursorrules-prompt-file --cli claude |
| 1698 | Unranked | pytorch-build-resolversubagent · ai-agents | PyTorch runtime, CUDA, and training error resolution specialist. Fixes tensor shape mismatches, device errors, gradient issues, DataLoader problems… | No signals yet | No commit datelisted | armory install pytorch-build-resolver --cli claude |
| 1699 | Unranked | qchingmcp · ai-agents | Generates true quantum randomness powered IChing hexagrams with LLM interpretation | No signals yet | No commit datelisted | No one-command install · Source |
| 1700 | Unranked | qq-onebot-mcpmcp · ai-agents | Enables MCP hosts to bridge with QQ via NapCat/OneBot 11, allowing whitelisted private messages to reach an agent with full tool access while group… | 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.