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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

3,606 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
3601Unrankedverl-rl-trainingskill · back-endProvides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL…No signals yetNo commit datelisted armory install verl-rl-training --cli claude
3602Unrankedvoice-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
3603Unrankedwireshark-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
3604Unrankedwolframalpha-llm-mcpmcp · ai-agentsListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
3605Unrankedzahabpricemcp · otherLive gold and silver prices for 37 countries with installment calculators for Saudi Arabia.No signals yetNo commit datelisted No one-command install · Source
3606Unrankedzod-validation-expertskill · front-endExpert in Zod — TypeScript-first schema validation. Covers parsing, custom errors, refinements, type inference, and integration with React Hook Form…No signals yetNo commit datelisted armory install zod-validation-expert --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