agentdb-learning-plugins
Train AgentDB Learning Plugins
Teams need practical guidance for reinforcement learning agents in AgentDB. This skill provides templates, training workflows, and evaluation patterns for learning plugins.
Install with my Agent
Copy this request to your Agent. It includes the canonical Skill page and manifest.
Review the Skillstore skill "agentdb-learning-plugins" from https://skillstore.io/skills/dnyoussef-agentdb-learning-plugins.md and its manifest at https://skillstore.io/api/skills/dnyoussef-agentdb-learning-plugins/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.Your Agent should still show its plan and request any confirmation required by the security policy.
Agent-readable resources
Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.
Test it
Using "agentdb-learning-plugins". I need a learning plugin for discrete navigation decisions.
Expected outcome:
The skill recommends Q-Learning for efficient value learning, or SARSA when safer exploration is more important.
Using "agentdb-learning-plugins". I have logged expert trajectories and cannot test in the live environment.
Expected outcome:
The skill points to Decision Transformer because it supports offline learning from historical sequences.
Using "agentdb-learning-plugins". Training is slow after I collect many experiences.
Expected outcome:
The skill suggests batch training, replay sampling, and fewer incremental epochs before deeper optimization work.
Security Audit
SafeStatic analysis flagged Markdown backticks, documentation links, a relative SQLite example path, and one ordinary use-case bullet. Review found no prompt injection, hidden execution, credential access, or data exfiltration intent in SKILL.md.
Risk Factors
⚙️ External commands (50)
🌐 Network access (2)
Share & cite this report
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Copy report link
https://skillstore.io/skills/dnyoussef-agentdb-learning-plugins/audits/10?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_reportMarkdown badge
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<a href="https://skillstore.io/skills/dnyoussef-agentdb-learning-plugins?utm_source=security_passport_badge"><img src="https://skillstore.io/badges/skills/dnyoussef-agentdb-learning-plugins/security.svg" alt="Skillstore security assessment" loading="lazy"></a>Embed card
<iframe src="https://skillstore.io/embed/skills/dnyoussef-agentdb-learning-plugins.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>Academic citations (APA · BibTeX · CFF)
APA citation
DNYoussef. (2026). agentdb-learning-plugins security audit report (audit version 10) [Author version unspecified]. Skillstore. https://skillstore.io/skills/dnyoussef-agentdb-learning-plugins/audits/10BibTeX citation
@techreport{dnyoussef-dnyoussef-agentdb-learning-plugins-2026,
author = {DNYoussef},
title = {agentdb-learning-plugins security audit report (audit version 10)},
institution = {Skillstore},
year = {2026},
number = {10},
url = {https://skillstore.io/skills/dnyoussef-agentdb-learning-plugins/audits/10},
note = {Author version unspecified}
}CITATION.cff
cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "agentdb-learning-plugins security audit report (audit version 10)"
version: "unspecified"
type: report
authors:
- name: "DNYoussef"
date-released: "2026-07-09"
url: "https://skillstore.io/skills/dnyoussef-agentdb-learning-plugins/audits/10"
identifiers:
- type: other
value: "skillstore:dnyoussef-agentdb-learning-plugins:audit:10"
description: "Skillstore immutable audit report identifier"
Compare variants
2 installable variantsEach author remains a separate installable skill. The recommended variant is ranked by Skillstore evidence.
Why this variant is first
dnyoussef-agentdb-learning-plugins
2026-08-21
ruvnet-agentdb-learning-plugins
2026-08-21
Skillstore Score
Why this score Evidence Confidence: HighWhat You Can Build
Choose a Learning Template
Compare AgentDB templates and select an algorithm for a new learning plugin.
Build an Experience Pipeline
Plan how an agent stores states, actions, rewards, and outcomes for later training.
Improve Training Workflows
Use replay, batch training, and evaluation guidance to refine an existing plugin.
Try These Prompts
Use this skill to help me choose an AgentDB learning plugin template for my task. Explain the recommended algorithm and first CLI steps.
Help me design the experience fields for an AgentDB learning plugin. Include state, action, reward, next state, and completion status.
Use this skill to outline a training workflow for my AgentDB plugin. Include batch size, epochs, validation, and evaluation checkpoints.
Compare Decision Transformer, Actor-Critic, replay, and incremental learning for my agent. Recommend a strategy with tradeoffs and risks.
Best Practices
- Start with the simplest algorithm that matches the action space and safety requirements.
- Store complete experience records so training and evaluation can use consistent signals.
- Evaluate learned decisions against held-out scenarios before using them in production agents.
Avoid
- Do not choose advanced algorithms before defining rewards and success criteria.
- Do not train only on successful episodes if failures are important for safety.
- Do not treat confidence scores as production guarantees without separate validation.
Frequently Asked Questions
What does this skill help me build?
Does it create plugin files by itself?
Which algorithms are covered?
Can beginners use it?
Does it require network access?
Can it guarantee better agent behavior?
Developer Details
Author
DNYoussefLicense
MIT
Skillstore revision
r1
Version notice
The author did not declare a version.
Repository
https://github.com/DNYoussef/ai-chrome-extension/tree/main/.claude/skills/agentdb-learningRef
0519034dad657fb1f7706e0550e962beeda73fdf
Maintenance freshness
7/20/2026
Usage
3 downloads · 252 views
File structure
📄 SKILL.md