Rag Project Sync

RAG Project Sync — End-of-Session Project Memory Sync

Review what happened this session and push project-relevant learnings to the project-level LightRAG knowledge graph.

Workflow

Step 1: Review the session

Scan the conversation for project-specific items worth persisting:

• Architecture decisions — component design, data flow changes, API structure
• Conventions established — naming patterns, file organization, coding standards
• Dependencies added/changed — new packages, version bumps, API integrations
• Config changes — env vars, build settings, deployment config
• Requirements clarified — business rules, constraints, edge cases discovered
• Gotchas found — non-obvious behaviors, platform quirks, workarounds needed

Step 2: Filter ruthlessly

Remove anything that:

• Is already in the codebase (code, comments, configs)
• Is in git history (commits, diffs)
• Was already stored via /rag-project-remember this session
• Is personal (not project-specific) — redirect to /rag-sync instead
• Is ephemeral (current branch state, temp files)

Step 3: Format entries

Format each item using the /rag-project-remember format:

[TYPE] Title — YYYY-MM-DD

What: ...
Why: ...
Files: ... (if applicable)

Step 4: Confirm with user

Present the list:

> Ready to sync 2 items to project memory: > 1. [ARCHITECTURE] API routes use controller pattern with service layer — 2026-04-01 > 2. [CONVENTION] All database queries go through repository classes — 2026-04-01 > > Proceed? (y/n)

Wait for confirmation before inserting.

Step 5: Insert each item

node -e "
const BASE = 'http://YOUR_LIGHTRAG_HOST:YOUR_PROJECT_PORT';
const API_KEY = process.env.LIGHTRAG_API_KEY || 'YOUR_API_KEY';
(async () => {
  const res = await fetch(BASE + '/documents/text', {
    method: 'POST',
    headers: {
      'Content-Type': 'application/json',
      'X-API-Key': API_KEY
    },
    body: JSON.stringify({
      file_source: 'DESCRIPTION_HERE',
      text: 'CONTENT_HERE'
    })
  });
  console.log('Status:', res.status);
})();
"

Step 6: Report

> Synced 2 items to project LightRAG.

Quality bar

Only store things that would save 5+ minutes in a future session working on this project.

Good examples:

• "The payment service requires idempotency keys — without them, duplicate charges occur"
• "Tests must run against the staging database, not local SQLite (schema divergence)"

Bad examples:

• "Added a new component called UserCard"
• "Fixed lint errors"
• "Installed express"

Infrastructure

• Server: YOUR_LIGHTRAG_HOST:YOUR_PROJECT_PORT
• Auth: X-API-Key header (auth-enabled mode)
• Env var: LIGHTRAG_API_KEY

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: butchokoy25
• Source: butchokoy25/lightrag-claude-skills
• License: MIT

Install and usage instructions live in the source repository linked above.