Home / Subagents / autocontext-curator

autocontext-curator

jamditis/claude-skills-journalismSubagent

Validates and structures lesson candidates before persisting to lessons.json

ScannedSubagentSource: GitHub
426 stars +6 this week Updated 19d ago License MIT Context ≈24 tokens in your chat
76popular

Why this score

Stars18/35
Usage (forks)8/15
Upkeep25/25
License15/15
Owner history10/10

Popularity score: 76/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank

What it can use

  • Read and search files

Tools listed in the file: Read

The agent file

---
name: autocontext-curator
description: Validates and structures lesson candidates before persisting to lessons.json
tools:
  - Read
  - Write
  - Bash
---

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.

MIT license, from jamditis/claude-skills-journalism at commit e3e2172f760b.

Security

Scanned Oct 21, 2026 at commit e3e2172f760b, with Cisco's open-source skill-scanner.

None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.

A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan

Alternatives

Other makers' add-ons that do the same job, next to this one.

NameScoreStarsContextUpdated
This oneautocontext-curator jamditis/claude-skills-journalism · Subagent 76★ 426≈24 in chat19d ago
Context Curator jmagly/aiwg · Subagent Both about curator 57★ 224≈26 in chat16d ago
curator tigerless-labs/autoharness · Subagent Both about curator 83★ 11k≈36 in chat20d ago
component-curator yonatangross/orchestkit · Subagent Both about curator 58★ 296≈49 in chat16d ago
presentation-curator clxzl/claude-code-best-practice-cn · Subagent Both about curator 49★ 135≈15 in chat6mo ago
structural-tests-curator AgriciDaniel/anti-slop · Subagent Both about curator 54★ 63≈48 in chat2mo ago