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https://github.com/agent-sh/agent-knowledge

Research guides and RAG indexes for AI agent development
https://github.com/agent-sh/agent-knowledge

ai ai-agents documentation embeddings knowledge-base llm rag research retrieval-augmented-generation vector-search

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Research guides and RAG indexes for AI agent development

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# agent-knowledge

Research guides and RAG indexes for AI agent development. Generated by [agentsys](https://github.com/agent-sh/agentsys) `/learn` command.

## Guides

| Topic | File | Sources |
|-------|------|---------|
| AI CLI Non-Interactive & Programmatic Usage | ai-cli-non-interactive-programmatic-usage.md | 52 |
| AI CLI Advanced Integration (MCP, SDKs, Cross-Tool) | ai-cli-advanced-integration-patterns.md | 38 |
| Skill/Plugin Distribution Patterns | skill-plugin-distribution-patterns.md | 40 |
| All-in-One + Modular Packages | all-in-one-plus-modular-packages.md | 40 |
| GitHub Org Project Management | github-org-project-management.md | 15 |
| GitHub Org Structure Patterns | github-org-structure-patterns.md | 18 |
| OSS Org Naming Patterns | oss-org-naming-patterns.md | 24 |
| CLI Browser Automation for Agents | cli-browser-automation-agents.md | — |
| Terminal Browsers & Agent Automation | terminal-browsers-agent-automation.md | — |
| Web Session Persistence for CLI Agents | web-session-persistence-cli-agents.md | — |

## Usage

These guides are designed for RAG (Retrieval-Augmented Generation). AI tools can reference them via `CLAUDE.md` / `AGENTS.md` index files that map trigger phrases to relevant guides.

## Source Metadata

Each guide has a corresponding `resources/-sources.json` with quality scores, URLs, and key insights per source.

## Contributing

Run `/learn --depth=deep` in agentsys to generate new guides.