Individual skill
self-improve
Improve the agent itself, or audit its recent performance - better skills, prompts, workflows, and config, plus a quality/reliability/memory-hygiene review of what it did and what failed
skills/self-improve/SKILL.md
Source commit 25575a6be3bfab41925964de55654056a2fe0c39
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- Last checked
- Nov 6, 2026
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- Repository last updated
- Nov 7, 2026
- License
- MIT
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- ai-agents Repository topic
- claude-code Repository topic
- agent-framework Repository topic
- agents Repository topic
- ai Repository topic
- anthropic Repository topic
- claude Repository topic
- harness Repository topic
- llm Repository topic
- automation Repository topic
- meta Declared skill tag
- security Derived category
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> **${var}** — Mode selector, optionally with a focus area, as `mode` or `mode:focus`.
> - **empty** or **`improve`** → improve mode: find and fix the highest-impact issue from recent logs, then propose + apply the fix via PR (default).
> - **`improve:<area>`** (or a bare area like `notifications`) → improve mode focused on that specific area (e.g. `heartbeat`, `notifications`, `memory`).
> - **`audit`** → audit mode: review what the agent did, what failed, and what to improve; save a full review and apply safe, obvious fixes directly.
> - **`audit:<area>`** → audit mode focused on that specific area (e.g. `reliability`, `memory`).
## Setup (both modes)
Parse `${var}` into a **mode** and an optional **focus area**:
- Split on the first `:` — the part before is the mode, the part after is the focus.
- If the mode is `audit` → run the **Mode: audit** branch below (focus = optional area to concentrate the review on).
- If the mode is `improve` or empty → run the **Mode: improve** branch below (focus = optional area to fix).
- If the token is neither keyword but non-empty (e.g. `notifications`) → treat it as **improve** mode with the whole `${var}` as the focus area (backward compatibility).
Then: