docs: update process and contributor guidance
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# RA-OS Agent Workflow (Open Source)
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This file is the source of truth for AI agents and contributors working in this repository.
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## Scope
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- This workflow applies to `ra-h_os` only.
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- Do not require private-repo docs, handoffs, or backlog files to complete work here.
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## Working Rules
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1. Start from `main` and create a branch:
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- `feat/<short-name>`
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- `fix/<short-name>`
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- `docs/<short-name>`
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2. Keep changes small and reviewable.
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3. If behavior changes, update docs in the same PR.
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4. Do not commit directly to `main`.
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## Standard Dev Loop
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1. Reproduce/define the problem.
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2. Implement the minimal correct change.
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3. Run local checks.
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4. Update docs and screenshots if needed.
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5. Open PR with clear summary and test notes.
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## Required Checks
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```bash
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npm run type-check
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npm run lint
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npm run build
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```
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## Docs Map
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- `README.md` - product overview + quick start
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- `docs/README.md` - docs index
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- `docs/4_tools-and-guides.md` - MCP tools + guides
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- `docs/6_ui.md` - UI behavior
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- `docs/8_mcp.md` - MCP setup and troubleshooting
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- `docs/development/process.md` - contributor process
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- `docs/development/docs-process.md` - docs maintenance process
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## Upstream Relationship
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- `ra-h_os` accepts direct contributions.
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- Maintainers may sync relevant changes between public and private repos.
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- Public contributions should remain attributable and not be overwritten.
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# RA-OS - Knowledge Management System
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# RA-OS
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## What This Is
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LLM-powered knowledge management system built for emergence and flexibility. This is the **open source, self-hosted version** with BYO (bring your own) API keys.
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Open-source, local-first knowledge graph app with MCP integration.
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## Tech Stack
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- Next.js 15 + TypeScript + Tailwind CSS
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- SQLite + sqlite-vec (vector search)
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- Anthropic (Claude) + OpenAI (GPT) models via Vercel AI SDK
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- 3-panel UI: Nodes | Focus | Helpers
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## Core Stack
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- Next.js 15 + TypeScript + Tailwind
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- SQLite + sqlite-vec
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- BYO API keys (OpenAI/Anthropic)
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## Quick Start
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## Run Locally
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```bash
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git clone https://github.com/bradwmorris/ra-h_os.git
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cd ra-h_os
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npm run dev
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```
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Open http://localhost:3000 and enter your API keys (OpenAI + Anthropic).
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## Source of Truth for Workflow
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- `AGENTS.md` - agent and contributor workflow
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- `CONTRIBUTING.md` - PR and contribution policy
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## Agent System
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**Orchestrator (Easy Mode):** GPT-5 Mini - DEFAULT - fast, cheap orchestration
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**Orchestrator (Hard Mode):** Claude Sonnet 4.5 - deep reasoning (toggle via UI)
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**Oracle (Wise ra-h):** GPT-5 - complex workflows, multi-step planning
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**Delegates:** GPT-4o mini - spawned for write operations, extraction, batch tasks
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## Key Paths
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- `src/services/database/` - data layer
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- `src/tools/` - MCP tool implementations
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- `src/config/guides/` - built-in guide content
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- `app/api/` - API routes
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Tools available: queryNodes, queryEdge, searchContentEmbeddings, webSearch, think, executeWorkflow, createNode, updateNode, createEdge, updateEdge, youtubeExtract, websiteExtract, paperExtract
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## Workflows System
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- **Code-first registry:** Defined in `src/services/workflows/registry.ts`
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- **Integrate workflow:** Database-wide connection discovery for focused nodes
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- 5-step process: plan → ground → search → contextualize → append
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- Finds 3-8 strong connections across your database
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## Database
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- SQLite at `~/Library/Application Support/RA-H/db/rah.sqlite`
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- Schema defined in `docs/2_schema.md`
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- Health check: `GET /api/health/db`
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## Key Files
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- `src/services/agents/` - Agent executors and delegation
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- `src/tools/` - All available tools
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- `src/config/prompts/` - Agent system prompts
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- `src/services/workflows/` - Workflow definitions
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- `src/components/` - React components
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## Documentation
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- `docs/0_overview.md` - System overview
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- `docs/1_architecture.md` - Architecture details
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- `docs/2_schema.md` - Database schema
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- `docs/4_tools-and-workflows.md` - Tools reference
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## Contributing
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See `CONTRIBUTING.md` for guidelines. Issues and PRs welcome!
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## License
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MIT - see LICENSE file
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## Docs
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- `docs/README.md`
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- `docs/0_overview.md`
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- `docs/2_schema.md`
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- `docs/4_tools-and-guides.md`
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- `docs/6_ui.md`
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- `docs/8_mcp.md`
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+5
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# Contributing
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This is the open source mirror of a private repository. Features are developed privately and synced here.
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This is the open source build of RA-H. It accepts direct contributions, and maintainers may sync relevant changes with a private upstream.
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**Full docs:** [ra-h.app/docs](https://ra-h.app/docs)
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- **Doc improvements** – typos, clarifications, examples
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- **Small enhancements** – that don't require architectural changes
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For larger features, open an issue first. Major features are typically implemented in the private repo and synced here.
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For larger features, open an issue first so scope and direction are clear.
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## Setup
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All three must pass.
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Agent/contributor workflow: see `AGENTS.md`.
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## Code Style
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- TypeScript with strict types (avoid `any`)
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## What Happens to Your Contribution
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1. We review and merge here
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2. If applicable, we port to the private repo
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2. If applicable, maintainers port the change to the private repo
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3. Future syncs won't overwrite your contribution
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## License
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@@ -208,8 +208,9 @@ Without sqlite-vec, everything works except semantic/vector search.
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---
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## More
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## Community
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- **Discord:** [discord.gg/3cpQj6Jtc9](https://discord.gg/3cpQj6Jtc9) — ask questions, share your setup, get help
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- **Full docs:** [ra-h.app/docs/open-source](https://ra-h.app/docs/open-source)
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- **Issues:** [github.com/bradwmorris/ra-h_os/issues](https://github.com/bradwmorris/ra-h_os/issues)
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- **License:** MIT
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@@ -7,7 +7,7 @@ Docs should be short, accurate, and easy to scan. Prefer clarity over completene
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- `README.md` — one-page product + quick start.
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- `docs/README.md` — docs index (add new docs here).
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- `docs/0_overview.md` — product overview + core concepts.
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- `docs/4_tools-and-workflows.md` — MCP tools + guides.
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- `docs/4_tools-and-guides.md` — MCP tools + guides.
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- `docs/8_mcp.md` — setup + troubleshooting for MCP.
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## Update Rules
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@@ -1,11 +1,13 @@
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# Development Process (RA-OS)
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This repo is the open-source build of RA-H. Keep changes focused, reviewable, and easy to sync upstream.
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This repo is the open-source build of RA-H. Keep changes focused, reviewable, and easy to maintain.
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`AGENTS.md` is the source of truth for agent/contributor workflow in this repository.
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## Branching
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- Create a feature branch off `main` for all changes.
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- Use short, descriptive names: `docs-...`, `fix-...`, `feat-...`.
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- Use short, descriptive names: `docs/<short-name>`, `fix/<short-name>`, `feat/<short-name>`.
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- Avoid direct commits to `main`.
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## Local Setup
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@@ -43,6 +45,6 @@ npm run build
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## Sync Policy (Private Upstream)
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- Changes land in `ra-h_os` first.
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- If a change should exist in the private repo, it will be ported upstream.
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- `ra-h_os` accepts direct contributions.
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- Maintainers may port relevant changes between public and private repos.
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- Public contributions will not be overwritten by syncs.
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