Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add sskarz/nanoclawbster --skill self-improvegit clone --depth 1 https://github.com/sskarz/nanoclawbsterWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/sskarz/nanoclawbster/self-improve)<a href="https://agentmods.dev/skills/sskarz/nanoclawbster/self-improve"><img src="https://agentmods.dev/badge/skills/sskarz/nanoclawbster/self-improve/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/sskarz/nanoclawbster/self-improve"><img src="https://agentmods.dev/badge/skills/sskarz/nanoclawbster/self-improve.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00050 | $0.01791 |
| Opus 5 | $0.00025 | $0.00896 |
| Sonnet 5 | $0.00010 | $0.00358 |
| Haiku 4.5 | $0.00005 | $0.00179 |
Grade A, and why
self-improve scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 177 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Self-Improvement Workflow
Write features, fix bugs, and create PRs for the NanoClawbster codebase. You work in an isolated dev workspace, push via Composio (GitHub Actions runs CI), and deploy after user approval.
Workspace Layout
/workspace/project → Live code (READ-ONLY)
/workspace/dev/nanobot → NanoClawbster git clone (edit here for nanobot changes)
/workspace/dev/<repo>/ → Other repos (clone with: git clone <url> /workspace/dev/<name>)
/workspace/group → Group files (READ-WRITE)
Never edit /workspace/project directly. All changes happen in /workspace/dev/nanobot.
Step-by-Step Workflow
0. Announce and Track
Before doing anything else:
-
Use
send_messageto tell the user what you're working on:"Working on: [brief description of the task]. I'll send you the PR link when done."
-
Use
TodoWriteto set up your full task list with ALL steps below as pending todos. This keeps you on track and lets the user see progress. Include a todo for creating the PR — this is mandatory.
Example todos:
- Sync dev workspace and create branch
- Read and understand relevant files
- Make the code changes
- Run local build check (tsc --noEmit)
- Push via Composio and create PR ← never skip this
- Verify CI passes on the PR
Mark each todo in_progress before starting it, completed immediately when done.
1. Sync Dev Workspace
cd /workspace/dev/nanobot
git checkout main
git pull origin main
npm install
If git pull fails because origin points to the local host path, fix it first:
git remote set-url origin https://github.com/sskarz/nanoclawbster.git
git pull origin main
2. Create a Branch
cd /workspace/dev/nanobot
git checkout -b feature/your-change-name
This branch is local only — Composio handles the GitHub branch when you push.
3. Read Before Editing
Before making changes, read the files you'll edit. Understand the existing patterns. Do not modify code you haven't read.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 10d ago First seen · 177 lines · 50 tokens per session scan A 48034889c87a
self-improve is a skill published in the GitHub repository sskarz/nanoclawbster (2 stars, last pushed 1mo ago), licensed MIT. It adds 50 tokens to every session and 1,791 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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autonomous-pr
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land-and-deploy
Merge PR, wait for CI, verify deploy, run canary. The complete landing pipeline.
ci-pipeline
Push current branch and return the pipeline tracking URL (GitLab or GitHub Actions).