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 latestaiagents/agent-skills --skill reproduction-buildergit clone --depth 1 https://github.com/latestaiagents/agent-skillsWrote 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/latestaiagents/agent-skills/reproduction-builder)<a href="https://agentmods.dev/skills/latestaiagents/agent-skills/reproduction-builder"><img src="https://agentmods.dev/badge/skills/latestaiagents/agent-skills/reproduction-builder/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/latestaiagents/agent-skills/reproduction-builder"><img src="https://agentmods.dev/badge/skills/latestaiagents/agent-skills/reproduction-builder.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 | $0.00052 | $0.01900 |
| Opus 5 | $0.00026 | $0.00950 |
| Sonnet 5 | $0.00010 | $0.00380 |
| Haiku 4.5 | $0.00005 | $0.00190 |
Grade A, and why
reproduction-builder scanned grade A with 1 finding 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
# Minimal curl reproduction How it starts
The opening of the file, as written. The whole thing — 345 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Reproduction Builder
Create minimal, reliable reproduction cases for bugs.
When to Use
- Reporting bugs to maintainers
- Isolating intermittent issues
- Documenting bugs for your team
- Creating test cases from bugs
- Helping others understand an issue
The Minimal Reproduction
A minimal reproduction (repro) is:
- Minimal - Remove everything not needed to trigger the bug
- Complete - Contains everything needed to see the bug
- Verifiable - Others can run it and see the same issue
- Isolated - No external dependencies if possible
Building a Repro
Step 1: Identify the Symptom
## Bug Symptom
**What I expected:**
When I click "Submit", the form should save and show a success message.
**What actually happened:**
The page refreshes but nothing is saved. No error in UI.
**Error in console (if any):**
TypeError: Cannot read properties of undefined (reading 'id') at saveForm (form.js:45)
Step 2: Find the Trigger
Ask these questions:
- What action causes the bug?
- Does it happen every time?
- What conditions are required?
## Trigger Conditions
**Always happens when:**
- [ ] Form field "email" is empty
- [ ] User is not logged in
- [ ] Data was previously saved
**Sometimes happens when:**
- [ ] Network is slow
- [ ] Multiple tabs open
- [ ] After being idle for a while
**Never happens when:**
- [ ] All fields filled
- [ ] Fresh browser session
Step 3: Isolate Variables
Remove things one at a time until you find the minimum needed.
// Original code with bug
async function saveForm(data: FormData) {
const validated = await validateForm(data);
const enriched = await enrichWithUserData(validated);
const formatted = formatForAPI(enriched);
const response = await api.post('/forms', formatted);
await updateLocalCache(response);
showSuccessMessage();
analytics.track('form_saved');
return response;
}
// Isolated - which step fails?
async function saveFormDebug(data: FormData) {
console.log('1. Input:', data);
const validated = await validateForm(data);
console.log('2. Validated:', validated);
const enriched = await enrichWithUserData(validated);
console.log('3. Enriched:', enriched); // Bug here: enriched.user is undefined
const formatted = formatForAPI(enriched);
console.log('4. Formatted:', formatted);
// ... rest
}
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 · 345 lines · 52 tokens per session scan A d78460872c8d
reproduction-builder is a skill published in the GitHub repository latestaiagents/agent-skills (5 stars, last pushed 4mo ago), licensed MIT. It adds 52 tokens to every session and 1,900 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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