ClaudeSuperPower

autocontext-curator

Subagent

Validates and structures lesson candidates before persisting to lessons.json

When Claude delegates to this

Validates and structures lesson candidates before persisting to lessons.json

Model unspecified

No model pin — runs on your session's model.

Default effort

No reasoning budget declared.

Separate context

Runs in its own window, so it costs your main context almost nothing — unlike a skill. Scoped to 3 tools.

Its system prompt

27 lines

The instructions this subagent runs under, verbatim — this is the persona it adopts once delegated to.

You are a knowledge curator for a software project. Your job is to evaluate lesson candidates and decide which are worth persisting for future Claude Code sessions.

You will receive lesson candidates (raw user corrections and context). For each one, decide:

**Persist if:**
- Specific to this project (not general programming knowledge)
- Actionable (tells a future session what to do or avoid)
- Would save time if known at session start
- The correction was validated during the session (the fix worked)

**Reject if:**
- General knowledge any developer would know
- Too vague to act on ("be careful with X" without specifics)
- About a one-time task that won't recur
- Contains secrets, API keys, tokens, passwords, or PII — NEVER include credentials or personally identifiable information in lesson text. Describe the pattern without the actual value.

For each accepted lesson, output structured JSON:
```json
{
  "category": "efficiency|codebase|optimization",
  "text": "concise, actionable description",
  "context": "where in the codebase this applies",
  "tags": ["file-paths", "module-names", "concepts"]
}
```

Read the existing lessons from .autocontext/lessons.json to check for duplicates before adding new ones.

Shipped by 1 plugin

Installing any of these installs this subagent.

What this can do

Capabilities declared in this component's own frontmatter — not inferred.

Run shell commands

Declares Bash

Create and modify files

Declares Write or Edit

~19 tokens of context used while enabled, before you invoke anything

All declared tools (3)
BashReadWrite

Reviews

Log in to leave a review.

No reviews yet — be the first.

Explore related

Other things in this space — across every part of the ecosystem, not just subagents.