Borrowing it
Nothing to install: this file belongs to rajbos/ai-engineering-fluency. 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/rajbos/ai-engineering-fluency/main/.github/prompts/improve-mutation-score.prompt.mdgit clone --depth 1 https://github.com/rajbos/ai-engineering-fluencyWrote 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/commands/rajbos/ai-engineering-fluency/improve-mutation-score)<a href="https://agentmods.dev/commands/rajbos/ai-engineering-fluency/improve-mutation-score"><img src="https://agentmods.dev/badge/commands/rajbos/ai-engineering-fluency/improve-mutation-score/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/commands/rajbos/ai-engineering-fluency/improve-mutation-score"><img src="https://agentmods.dev/badge/commands/rajbos/ai-engineering-fluency/improve-mutation-score.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 | $0.00024 | $0.01240 |
| Opus 5.5 | $0.00010 | $0.00496 |
| Sonnet 5.5 | $0.00005 | $0.00248 |
| Haiku 4.5 | $0.00002 | $0.00124 |
Grade A, and why
improve-mutation-score 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 yesterday.
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 — 156 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Improve Mutation Score — Issue Recommendations
You are running in GitHub Copilot CLI inside a GitHub Actions workflow. The mutation testing job has just finished and produced a Stryker report. Your job is to read that report, decide which surviving mutants are genuinely worth killing, and open a single GitHub issue with concrete recommendations.
You must not modify source or test files in this run. Open an issue only.
Step 1 — Locate the mutation report
The report is at the path given in the Context Paths section below
(typically vscode-extension/reports/mutation/mutation.json). If the file does
not exist or has zero mutants, exit cleanly without opening an issue and print:
NO_REPORT — nothing to recommend.
Step 2 — Parse the report
The Stryker JSON has the structure:
{
"files": {
"out/src/foo.js": {
"mutants": [
{ "id": "...", "mutatorName": "...", "replacement": "...",
"location": { "start": { "line": N, "column": N }, "end": { ... } },
"status": "Survived", "description": "..." }
]
}
}
}
Compute:
total,killed,survived,timedOut,noCoveragescore = killed / (killed + survived + timedOut) * 100
Map compiled JS paths back to TypeScript sources:
| Compiled path | TypeScript source |
|---|---|
out/src/tokenEstimation.js |
src/tokenEstimation.ts |
out/src/sessionParser.js |
src/sessionParser.ts |
out/src/workspaceHelpers.js |
src/workspaceHelpers.ts |
out/src/claudecode.js |
src/claudecode.ts |
out/src/utils/dayKeys.js |
src/utils/dayKeys.ts |
out/src/utils/errors.js |
src/utils/errors.ts |
out/vscode-extension/src/utils/html.js |
vscode-extension/src/utils/html.ts |
For unmapped paths, infer the TypeScript path by replacing out/ with vscode-extension/ and .js with .ts.
Step 3 — Triage surviving mutants
For each Survived mutant, read a few lines of TypeScript context around its
location and classify it as one of:
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.
- yesterday First seen · 156 lines · 24 tokens per session scan A 721db13d57c1
improve-mutation-score is a command published in the GitHub repository rajbos/ai-engineering-fluency (119 stars, last pushed yesterday), licensed MIT. It adds 24 tokens to every session and 1,240 once invoked, about $0.0001 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 2026-10-26.
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