Agent skill

Agentdb Learning Plugins

by aiskillstore in aiskillstore/marketplace

Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms.

No licenceAuto-check passedAI & LLM Engineering

Install Agentdb Learning Plugins

skills CLI
$ npx skills add aiskillstore/marketplace --skill agentdb-learning-plugins -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install aiskillstore/marketplace agentdb-learning-plugins --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ruvnet/agentdb-learning-plugins .claude/skills/agentdb-learning-plugins && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
agentdb-learning-plugins
GitHub stars
430
Used in
7 other repos
Token cost
~3k tokens
SKILL.md length
454 words
Files
2
Skills in repo
1,085
Repo updated
First seen
Licence
None found

At a glance

Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms.

  • Works in 12 steps: Decision Transformer (Recommended) → Q-Learning → SARSA → …
  • Building self-learning agents
  • SKILL.md covers What This Skill Does, Prerequisites, Quick Start with CLI and Quick Start with API, plus 5 more sections
  • Calls npx

What it does

Agentdb Learning Plugins is an agent skill from aiskillstore/marketplace. Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building self-learning agents, implementing RL, or optimizing agent behavior through experience.

Its SKILL.md is about 3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `skill-report.json`).

It sits in AI & LLM Engineering, covering Reinforcement learning. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.

When your agent uses it

  • Building self-learning agents
  • Implementing RL
  • Optimizing agent behavior through experience

Example prompts

  • “/agentdb-learning-plugins”

Requirements

  • Node.js

Workflow steps

12 steps, taken from the step headings in SKILL.md.

  1. Decision Transformer (Recommended)
  2. Q-Learning
  3. SARSA
  4. Actor-Critic
  5. Active Learning
  6. Adversarial Training
  7. Curriculum Learning
  8. Federated Learning
  9. Multi-Task Learning
  10. Collect Experiences
  11. Train Model
  12. Evaluate Performance

What it can do on your machine

Read from SKILL.md and the folder at commit 4ac52da. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • npx

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • github.com
    • agentdb.ruv.io

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Agentdb Learning Plugins loads about 3k tokens when it runs. Until then it costs about 73 tokens; SKILL.md has 454 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~73
When it runs · the whole SKILL.md, loaded when a task matches
~3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 454 words (~2,979 tokens).

“Provides access to 9 reinforcement learning algorithms via AgentDB's plugin system. Create, train, and deploy learning plugins for autonomous agents that improve through experience. Includes offline RL (Decision Transformer), value-based learning (Q-Learning), policy gradients (Actor-Critic), and advanced techniques.”

— opening of SKILL.md by aiskillstore
name
agentdb-learning-plugins

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in skills/ruvnet/agentdb-learning-plugins of aiskillstore/marketplace.

  • SKILL.md
  • skill-report.json

Open the folder on GitHubat commit 4ac52da

Used in 11 other repositories

We found 48 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 7 other GitHub owners. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Agentdb Learning Plugins next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Agentdb Learning Plugins compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Agentdb Learning Plugins this skillaiskillstore/marketplace4307 repos~3kAutomated safety check: PassNone
Hugging Face LLM Trainerhuggingface/skills11k3 repos~7.2kAutomated safety check: PassApache-2.0
Train RlOpenPipe/ART11k—~2.4kAutomated safety check: PassApache-2.0
Qwopus27b Rl TrainingR6410418/Jackrong-llm-finetuning-guide1.7k—~830Automated safety check: PassApache-2.0
Fine Tuning With TrlOrchestra-Research/AI-Research-SKILLs13k7 repos~2.9kAutomated safety check: PassMIT
Optim AgentOptim-Agent/optim-agent800—~1.3kAutomated safety check: PassMIT

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Questions about Agentdb Learning Plugins

What does Agentdb Learning Plugins do?

Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Agentdb Learning Plugins is an agent skill from aiskillstore/marketplace. Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms.

When should I use Agentdb Learning Plugins?

Agentdb Learning Plugins fits situations like: building self-learning agents; implementing RL; optimizing agent behavior through experience.

How do I install Agentdb Learning Plugins in Claude Code?

Run `npx skills add aiskillstore/marketplace --skill agentdb-learning-plugins -a claude-code`. Or copy the skill folder (skills/ruvnet/agentdb-learning-plugins in aiskillstore/marketplace) into .claude/skills/agentdb-learning-plugins in your project. Claude Code loads it when a task matches its description.

How do I install Agentdb Learning Plugins in Codex?

Run `npx skills add aiskillstore/marketplace --skill agentdb-learning-plugins -a codex`. Or copy the skill folder (skills/ruvnet/agentdb-learning-plugins in aiskillstore/marketplace) into .agents/skills/agentdb-learning-plugins in your project. Codex loads it when a task matches its description.

Can I use Agentdb Learning Plugins in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aiskillstore/marketplace --skill agentdb-learning-plugins -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agentdb-learning-plugins, .gemini/skills/agentdb-learning-plugins, .github/skills/agentdb-learning-plugins and .opencode/skills/agentdb-learning-plugins in your project.

What does Agentdb Learning Plugins need to run?

Going by SKILL.md and its folder, Agentdb Learning Plugins needs the command-line tools its instructions call (npx). Our summary lists: Node.js.

Does Agentdb Learning Plugins access the network?

SKILL.md names 2 domains. As links in the text: github.com and agentdb.ruv.io. This is read from the text; nothing was executed.

Is Agentdb Learning Plugins safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Agentdb Learning Plugins use?

No licence was found for Agentdb Learning Plugins or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Agentdb Learning Plugins use?

About 3k tokens (SKILL.md is roughly 12k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Agentdb Learning Plugins?

Skills that share tags, products or a category with Agentdb Learning Plugins: Hugging Face LLM Trainer (huggingface/skills, 11k stars), Train Rl (OpenPipe/ART, 11k stars), Qwopus27b Rl Training (R6410418/Jackrong-llm-finetuning-guide, 1.7k stars) and Fine Tuning With Trl (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Agentdb Learning Plugins?

aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,085 skills in this directory. The repository was last updated on October 7, 2026.

Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.