Borrowing it
Nothing to install: this file belongs to SiriusNEO/StarAgent. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/SiriusNEO/StarAgent/main/.agents/skills/staragent-simplify/SKILL.mdgit clone --depth 1 https://github.com/SiriusNEO/StarAgentWrote 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/siriusneo/staragent/staragent-simplify)<a href="https://agentmods.dev/skills/siriusneo/staragent/staragent-simplify"><img src="https://agentmods.dev/badge/skills/siriusneo/staragent/staragent-simplify/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/siriusneo/staragent/staragent-simplify"><img src="https://agentmods.dev/badge/skills/siriusneo/staragent/staragent-simplify.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 | $0.00068 | $0.01020 |
| Opus 5.5 | $0.00027 | $0.00408 |
| Sonnet 5.5 | $0.00014 | $0.00204 |
| Haiku 4.5 | $0.00007 | $0.00102 |
Grade A, and why
staragent-simplify 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 26d 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 — 72 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Simplify StarAgent
Prefer a few proven reductions over a broad rewrite. Optimize for less code, fewer states, and clearer ownership while preserving observable behavior unless the user explicitly authorizes a product change.
Establish Context
- Read
.agents/staragent-dev/SKILL.md,ARCHITECTURE.md, and the documentation that owns the area under review. - Inspect
git status, the active diff, and recent history before editing. Preserve unrelated and uncommitted user work. - Treat tmux as the runtime source of truth. Preserve Node scoping, local/remote parity, authentication boundaries, allowlisted execution, and Agent Session continuity.
- Start with the current diff and the largest relevant production files. Expand only when call-site evidence requires it.
Find Strong Candidates
Look for maintenance surface that costs more than it provides:
- Helpers, routes, fields, states, compatibility aliases, or configuration with no production consumer.
- Tests or documentation as the only consumer of behavior that is no longer a maintained contract.
- Multiple representations or caches for one fact, especially across Hub, Node, browser, and tmux state.
- Repeated normalization, proxy, rendering, or error-handling branches that can share one owner.
- Defensive copies, validators, locks, or fallbacks that protect no real trust or concurrency boundary.
- One-use wrappers that obscure a direct standard-library or framework operation.
- Hand-rolled parsing, retry, diff, or protocol machinery already covered by the Python standard library, a browser platform API, or an existing dependency.
- Comments and docs that restate implementation, describe removed behavior, or live above the layer that owns the contract.
Do not count formatting churn, renamed symbols, code moved into another wrapper, or a new dependency with equal glue as simplification.
Prove Each Candidate
- Search the exact symbol, route, wire key, CSS class, data attribute, or configuration name with
rg. - Classify every hit as production, test, documentation, generated output, or runtime state.
- Inspect dynamic consumers: Jinja-generated paths, delegated browser events, Node capability payloads, tmux command construction, and string-based registries may not look like normal calls.
- Check Git history when code looks historical or defensive; determine which failure or compatibility promise introduced it.
- State the simpler owner and the behavior that remains. Estimate net deletion including replacement glue, tests, and docs.
- Reject the candidate if it requires an unrequested feature decision, weakens a security boundary, or merely relocates complexity.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 26d ago First seen · 72 lines · 68 tokens per session scan A a724e1269f02
staragent-simplify is a skill published in the GitHub repository SiriusNEO/StarAgent (62 stars, last pushed 27d ago), licensed MIT. It adds 68 tokens to every session and 1,020 once invoked, about $0.0003 per session on Opus 5.5. 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 2026-10-02.
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