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AgentDB Learning Plugins

Guides Claude in creating and training self-improving agents using AgentDB's nine reinforcement learning algorithms.

Dev & CodingAdvanced★ 333⑂ 27AI score 8/10Last updated: Jul 28, 2026

What it does

Packages the AgentDB learning-plugin system into an actionable reference so Claude can build agents that improve from experience.

  • Covers 9 algorithms (Decision Transformer, Q-Learning, SARSA, Actor-Critic, curiosity-driven, active, adversarial, curriculum, federated, multi-task) with strengths, use cases, and sample config JSON
  • CLI usage: npx agentdb@latest create-plugin, list-templates, list-plugins, plugin-info
  • End-to-end TypeScript workflow: store experiences → train → evaluate with reasoning retrieval
  • Advanced patterns: experience replay, prioritized replay, multi-agent training, incremental learning
  • Troubleshooting for non-convergence, overfitting, and slow training

Who it's for

  • Developers building autonomous agents on the agentic-flow / AgentDB stack
  • Teams wanting to mine logged agent runs to improve future behavior
  • Engineers with basic RL knowledge who need ready-made implementation boilerplate

Example uses

  1. "Train an agent from historical logs" → scaffold a Decision Transformer plugin and set training params
  2. "My training loss won't drop" → apply the lower learning rate / validation split troubleshooting steps
  3. "Share experience across multiple agents" → store patterns per agent domain and train one shared model

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/spencermarx/open-code-review/HEAD/.claude/skills/agentdb-learning/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

↓ If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
↓ Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the .claude/skills/agentdb-learning folder from the GitHub repo spencermarx/open-code-review into my ~/.claude/skills/agentdb-learning-plugins/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/spencermarx/open-code-review.git /tmp/open-code-review && mkdir -p ~/.claude/skills && cp -r /tmp/open-code-review/.claude/skills/agentdb-learning ~/.claude/skills/

⚠ This is a third-party skill. Check the source repository before installing.

  1. Open a terminal and confirm Node.js 18+ with node -v.
  2. Clone the repo: git clone https://github.com/spencermarx/open-code-review.git
  3. Create the skills folder: mkdir -p ~/.claude/skills
  4. Copy the skill: cp -r open-code-review/.claude/skills/agentdb-learning ~/.claude/skills/
  5. Restart Claude Code and verify the skill is listed.
  6. Sanity-check the toolchain with npx agentdb@latest list-templates before real use.
View source on GitHub ↗License: Apache-2.0