Borrowing it
Nothing to install: this file belongs to himanshusaini-afk/buggy. 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/himanshusaini-afk/buggy/main/.kiro/steering/buggy-debugging.mdgit clone --depth 1 https://github.com/himanshusaini-afk/buggyWrote 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/instructions/himanshusaini-afk/buggy/buggy-debugging)<a href="https://agentmods.dev/instructions/himanshusaini-afk/buggy/buggy-debugging"><img src="https://agentmods.dev/badge/instructions/himanshusaini-afk/buggy/buggy-debugging/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/instructions/himanshusaini-afk/buggy/buggy-debugging"><img src="https://agentmods.dev/badge/instructions/himanshusaini-afk/buggy/buggy-debugging.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 | $0.00572 | $0.00572 |
| Opus 5 | $0.00286 | $0.00286 |
| Sonnet 5 | $0.00114 | $0.00114 |
| Haiku 4.5 | $0.00057 | $0.00057 |
Grade A, and why
buggy buggy-debugging.md 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 4d 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 — 65 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Buggy — Proof-Carrying Debugging Workflow
When to Use
Use Buggy whenever:
- A user asks to "check for bugs", "find issues", or "debug" a function
- You're about to modify existing code (check it first)
- A test is failing and you need to understand why
- Code review reveals risky patterns (division, array access, unbounded math)
How to Use (via MCP tools)
Step 1: List functions in the target file
buggy_list_functions({ file_path: "src/target.ts", project_path: "/path/to/project" })
Step 2: Analyze the file for syntax issues
buggy_analyze({ file_path: "src/target.ts", project_path: "/path/to/project" })
Step 3: Investigate a specific function
buggy_investigate({
function_id: "processPayment",
file_path: "src/target.ts",
project_path: "/path/to/project",
preconditions: ["amount > 0"],
postconditions: ["result >= 0", "result.status !== undefined"]
})
Step 4: Interpret and act on results
When status is confirmed_and_repaired:
- Explain the proof certificate to the user in plain English
- Show what input triggers the bug
- Present the approved patch and ask if they want to apply it
- Apply using str_replace if they confirm
When status is unconfirmed:
- Tell the user no bug was found with the given specifications
- Suggest stronger postconditions if the specs seem weak
Writing Good Specifications
When inferring specs from code context:
- Look for function return types → postconditions about the result type
- Look for parameter constraints (> 0, non-null, length checks) → preconditions
- Look for documented invariants (JSDoc @throws, @returns) → postconditions
- Common patterns:
- Division → add "denominator !== 0" and "!isNaN(result)"
- Array access → add "index >= 0 && index < array.length"
- Money/prices → add "result >= 0"
- String operations → add "result !== undefined && result !== null"
Explaining Results to Users
When presenting a proof certificate:
- Lead with the IMPACT: "This function can return a negative price when..."
- Show the TRIGGER: "Specifically, when discount is 150%, the result is -50"
- Explain the FIX: "The approved patch clamps the discount to [0, 100]"
- Note the CONFIDENCE: "Overfitting score: 8% (very likely a genuine fix)"
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.
- 4d ago First seen · 65 lines · 572 tokens per session scan A 7d26c53ca976
buggy buggy-debugging.md is an instructions file published in the GitHub repository himanshusaini-afk/buggy (0 stars, last pushed 3d ago), licensed MIT. It adds 572 tokens to every session, about $0.0029 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 2026-09-08.
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