---
name: Learn
slug: learn-5
category: Automation
description: Learn records a platform response for a report and updates local and global memory. Use it to capture accepted, duplicate, N/A, or severity-change outcomes and turn them into future hunting rules.
github: "https://github.com/H-mmer/pentest-agents/tree/main/.claude/skills/learn"
language: Python
stars: 804
forks: 156
install: "npx degit https://github.com/H-mmer/pentest-agents/tree/main/.claude/skills/learn ~/.claude/skills/learn"
installs_to: ~/.claude/skills/learn
source_path: .claude/skills/learn/SKILL.md
collection_size: 25
category_size: 1523
collection_url: "https://dirskills.com/collections/H-mmer/pentest-agents"
added: 2026-08-22T05:22:34.969Z
last_synced: 2026-08-22T05:22:34.969Z
canonical_url: "https://dirskills.com/skills/learn-5"
---

# Learn

Learn records a platform response for a report and updates local and global memory. Use it to capture accepted, duplicate, N/A, or severity-change outcomes and turn them into future hunting rules.

**Install:**

```bash
npx degit https://github.com/H-mmer/pentest-agents/tree/main/.claude/skills/learn ~/.claude/skills/learn
```

## README

Record platform response: $ARGUMENTS

1. Parse arguments and run: `uv run python3 $CLAUDE_PROJECT_DIR/tools/response_tracker.py log $ARGUMENTS`
2. Also update brain: `uv run python3 $CLAUDE_PROJECT_DIR/tools/brain.py log "Report response: $ARGUMENTS"`
3. Sync to global brain: `uv run python3 $CLAUDE_PROJECT_DIR/tools/global_brain.py sync-from-local`
4. Show updated insights: `uv run python3 $CLAUDE_PROJECT_DIR/tools/response_tracker.py insights`

## Top-Tier Learning Loop

Convert every platform response into a future hunting rule.

- If accepted: record the decisive proof artifact, impact framing, asset type, vuln variant, bounty tier, and why triage agreed.
- If duplicate: record the duplicated primitive and which uniqueness signal was missing.
- If N/A: record the exact sentence or policy clause that killed it.
- If informative: record the missing chain or business impact required to make it payable.
- If severity changed: record the evidence that moved it up or down.

End with one concrete update: a brain pattern, a never-submit rule, a report wording change, or a target ranking adjustment.