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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
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

1,737 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
1701Unrankedquantizing-models-bitsandbytesskill · ai-agentsQuantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or…No signals yetNo commit datelisted armory install quantizing-models-bitsandbytes --cli claude
1702Unrankedrckl88-seracademcp · ai-agentsDrop-in OpenAI-compatible routing proxy that audits LLM costs and routes to cheapest quality models.No signals yetNo commit datelisted No one-command install · Source
1703Unrankedreact-runtimemcp · ai-agentsMCP server implementing ReAct reasoning-acting loops with tools like search, lookup, and finish, supporting both fixture and OpenAI LLMs for…No signals yetNo commit datelisted No one-command install · Source
1704Unrankedreadability-mcpmcp · ai-agentsTransforms already-rendered HTML into LLM-friendly Markdown with metadata, using Mozilla Readability, Turndown, and DOMPurify. No outbound requests…No signals yetNo commit datelisted No one-command install · Source
1705Unrankedrecosearchmcp · ai-agentsA deterministic MCP server that governs read-only queries across multiple data sources, returning answers with full provenance (every row cited) or a…No signals yetNo commit datelisted No one-command install · Source
1706Unrankedreflexion-kitmcp · ai-agentsMCP-native TypeScript implementation of the Reflexion verbal RL loop for language agents, providing tools to start tasks, act, evaluate, reflect, and…No signals yetNo commit datelisted No one-command install · Source
1707Unrankedregex-vs-llm-structured-textskill · ai-agentsDecision framework for choosing between regex and LLM when parsing structured text — start with regex, add LLM only for low-confidence edge cases.No signals yetNo commit datelisted armory install regex-vs-llm-structured-text --cli claude
1708Unrankedrelative-interpreter-mcpmcp · ai-agentsAn MCP server that enables LLMs to act as an interpreter for the Relative service, providing tools for navigating, reading, editing, executing, and…No signals yetNo commit datelisted No one-command install · Source
1709Unrankedresearch-synthesizersubagent · ai-agentsUse this agent when you need to consolidate and synthesize findings from multiple research sources or specialist researchers into a unified…No signals yetNo commit datelisted armory install research-synthesizer --cli claude
1710Unrankedrostromcp · ai-agentsTurn any LLM into a multimodal powerhouse that can generate images, music, videos, 3D models and more on the fly.No signals yetNo commit datelisted No one-command install · Source
1711Unrankedrt96-hub-prompt-testermcp · ai-agentsEnables AI assistants to test and compare LLM prompts across different providers with side-by-side comparisons, token tracking, and cost calculation…No signals yetNo commit datelisted No one-command install · Source
1712Unrankedrulithmcp · ai-agentsAn external reasoning board for LLM agents that provides exact arithmetic, deductive closure, and evidence tracking, ensuring every claim is derived…No signals yetNo commit datelisted No one-command install · Source
1713Unrankedrwkv-architectureskill · ai-agentsRNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN (sequential). Linux…No signals yetNo commit datelisted armory install rwkv-architecture --cli claude
1714Unrankedscicomp-docs-agentmcp · ai-agentsMCP server for searching and querying Aalto SciComp documentation (Triton HPC guides). Provides tools for finding pages, reading docs, and searching…No signals yetNo commit datelisted No one-command install · Source
1715Unrankedsenior-prompt-engineerskill · ai-agentsWorld-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development. Expertise in Claude…No signals yetNo commit datelisted armory install senior-prompt-engineer --cli claude
1716Unrankedserving-llms-vllmskill · ai-agentsServes LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference…No signals yetNo commit datelisted armory install serving-llms-vllm --cli claude
1717Unrankedsglangskill · ai-agentsFast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding, agentic…No signals yetNo commit datelisted armory install sglang --cli claude
1718Unrankedshin-bot-litellmmcp · ai-agentsAccess 100+ LLM providers through a unified interface for model comparison and multi-provider workflows.No signals yetNo commit datelisted No one-command install · Source
1719Unrankedsilicon-samplingmcp · ai-agentsMCP server that implements a cognitive survey response framework by storing persona information in a modular database and allowing LLMs to selectively…No signals yetNo commit datelisted No one-command install · Source
1720Unrankedsimpo-trainingskill · ai-agentsSimple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No…No signals yetNo commit datelisted armory install simpo-training --cli claude
1721Unrankedskein-toolkit-mcp-servermcp · ai-agentsA local MCP SSE server that proxies Cloudflare Workers AI and provides multi-step task orchestration, integrating with LiteLLM to enable AI-assisted…No signals yetNo commit datelisted No one-command install · Source
1722Unrankedsl-mcpmcp · ai-agentsMCP server for Sapling (sl) that gives LLMs structured access to Sapling repos with built-in safety guardrails.No signals yetNo commit datelisted No one-command install · Source
1723Unrankedslime-rl-trainingskill · ai-agentsProvides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM models, implementing custom data…No signals yetNo commit datelisted armory install slime-rl-training --cli claude
1724Unrankedsquatch-codebook-mcpmcp · ai-agentsEnables reasoning over local notes using a hyperdimensional codebook, supporting queries, related notes, walks, and analogies without an LLM.No signals yetNo commit datelisted No one-command install · Source
1725Unrankedtemporal-knowledge-substratemcp · ai-agentsAn MCP server that lets LLM agents accumulate organizational knowledge across sessions, scoped by domain, backed by Neo4j with enforced structural…No signals yetNo commit datelisted No one-command install · Source
1726Unrankedtemurkhan13-bash-vetmcp · ai-agentsValidates LLM-generated shell commands against 24 destructive-pattern rules across 8 risk families before execution.No signals yetNo commit datelisted No one-command install · Source
1727Unrankedtool-scoutmcp · ai-agentsMCP proxy server with semantic tool search for LLM coding agents. It reduces context window usage by activating only relevant tools based on user…No signals yetNo commit datelisted No one-command install · Source
1728Unrankedtool-use-tool-search-with-embeddingsworkflow · ai-agentsScale Claude applications to thousands of tools using semantic embeddings for dynamic tool discovery.No signals yetNo commit datelisted armory install tool-use-tool-search-with-embeddings --cli claude
1729Unrankedtot-enginemcp · ai-agentsMCP server for Tree-of-Thoughts search engine enabling deliberate problem solving with LLM agents via BFS, DFS, and beam search policies.No signals yetNo commit datelisted No one-command install · Source
1730Unrankedtraining-llms-megatronskill · ai-agentsTrains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B…No signals yetNo commit datelisted armory install training-llms-megatron --cli claude
1731Unrankedtsforge-mcpmcp · ai-agentsA zero-dependency MCP server exposing 15 timestamp tools that LLMs compute unreliably, including cron edge cases, the Excel 1900 leap-year bug…No signals yetNo commit datelisted No one-command install · Source
1732Unrankedtypescript-llm-tech-stack-cursorrules-prompt-filerules · ai-agentsCursor rules for TypeScript development with LLM tech stack integration.No signals yetNo commit datelisted armory install typescript-llm-tech-stack-cursorrules-prompt-file --cli claude
1733Unrankedunslothskill · ai-agentsExpert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimizationNo signals yetNo commit datelisted armory install unsloth --cli claude
1734Unrankeduvxwebsearchmcpmcp · ai-agentsA zero-config web search and fetch MCP server for LLM agents, featuring multi-backend metasearch, persistent rolling cache, and structured error…No signals yetNo commit datelisted No one-command install · Source
1735Unrankedvoice-agentsskill · ai-agentsVoice agents represent the frontier of AI interaction - humans speaking naturally with AI systems. The challenge isn't just speech recognition and…No signals yetNo commit datelisted armory install voice-agents --cli claude
1736Unrankedwireshark-mcpmcp · ai-agentsEnables LLMs to perform automated network forensics, threat hunting, and traffic analysis using Wireshark/TShark.No signals yetNo commit datelisted No one-command install · Source
1737Unrankedwolframalpha-llm-mcpmcp · ai-agentsListed on mcp.so; Armory has only its name so far.No signals yetNo 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.

Leaderboard · Armory