Rag remember
Skill butchokoy25/lightrag-claude-skills/skills/rag-remember
Persistent memory for Claude Code via LightRAG knowledge graphs — 7 skills + 2 auto-hooks
npx -y skills add butchokoy25/lightrag-claude-skills --skill rag-rememberAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 2 stars2 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
What its author says it does
Copied from the file, not written here
Store a fact, decision, or observation into the personal LightRAG knowledge graph immediately
SKILL.md
2.6 KB, as published. Nobody here has run it
RAG Remember — Store to Personal Knowledge Graph
Store a specific fact, decision, or observation into your personal LightRAG knowledge graph. Use mid-session when something worth remembering comes up.
Formatting rules
Format each entry as:
[TYPE] Title — YYYY-MM-DD
What: Brief description of the fact or decision
Why: The reasoning or context behind it
Files: Relevant file paths (if applicable)
Entry types
| Type | Use for |
|---|---|
DECISION | Architecture choices, tool selections, approach decisions |
FEEDBACK | User corrections, preferences, "do this / don't do that" |
CONFIG | Server settings, env vars, ports, credentials (NO actual secrets) |
PROJECT | Project status, goals, deadlines, stakeholders |
PERSON | People, roles, contact preferences, working styles |
REFERENCE | URLs, docs, external resources, where to find things |
INSIGHT | Debugging lessons, performance findings, non-obvious learnings |
How to store
node -e "
const BASE = process.env.LIGHTRAG_SERVER_URL || 'http://YOUR_LIGHTRAG_HOST:YOUR_PERSONAL_PORT';
(async () => {
const auth = await fetch(BASE + '/auth-status').then(r => r.json());
const token = auth.access_token;
const res = await fetch(BASE + '/documents/text', {
method: 'POST',
headers: {
'Content-Type': 'application/json',
'Authorization': 'Bearer ' + token
},
body: JSON.stringify({
file_source: '[TYPE] Title — YYYY-MM-DD',
text: 'Full content here with What/Why/Files structure'
})
});
const data = await res.json();
console.log('Status:', res.status);
})();
"
After inserting
- Confirm to the user: "Stored: [TYPE] Title"
- Do NOT dump the raw API response
- If the insert fails, tell the user and suggest trying again
What NOT to store
- Ephemeral task details — current conversation context, in-progress work steps
- Code from the codebase — it's already in the repo; store the decision, not the code
- Duplicates — query first if unsure whether something is already stored
- Credentials or secrets — never store API keys, passwords, tokens
- Git history — use
git log/git blameinstead
Infrastructure
- Server:
YOUR_LIGHTRAG_HOST:YOUR_PERSONAL_PORT - Auth: Bearer token from
/auth-status(guest/disabled mode) - Env var:
LIGHTRAG_SERVER_URL