Reproduces a bug before fixing it, then verifies the fix with a guarded test run. Use when a developer hits a runtime error, a failing test, or "almost-correct" AI-generated code. Trigger phrases include "调试这个bug", "debug this error", "修复这个报错", "为什么报错了", "agentic debug", "复现并修复", "这个测试红了".
Scanned 9/6/2026
Install to Claude Code
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---
name: agentic-debugger
description: Reproduces a bug before fixing it, then verifies the fix with a guarded test run. Use when a developer hits a runtime error, a failing test, or "almost-correct" AI-generated code. Trigger phrases include "调试这个bug", "debug this error", "修复这个报错", "为什么报错了", "agentic debug", "复现并修复", "这个测试红了".
---
# agentic-debugger
A debugging skill built on one rule: never fix blind. Reproduce first,
apply the smallest possible fix, then prove it with a guarded test run.
## When to use
- A runtime traceback or stack trace was pasted in.
- A test is red and the cause is unclear.
- AI-generated code "looks about right" but behaves wrong.
- The user says any of: 调试这个bug / debug this error / 修复这个报错 /
为什么报错了 / agentic debug / 复现并修复 / 这个测试红了.
## The loop
Follow these steps in order. Do not skip the reproduce step.
### 1. Locate — parse the trace
Read the pasted trace from stdin, or save it to a file and pass `--file`:
```bash
python scripts/parse_trace.py --file trace.txt
cat trace.txt | python scripts/parse_trace.py --format json
```
The report shows the failing `file:line`, the exception type, and the call
frames. Start your hypothesis from the deepest frame — that is where the
exception was raised.
### 2. Reproduce — build a minimal repro
```bash
python scripts/make_repro.py --file path/to/source.py --line <n> \
--test-cmd "pytest tests/ -q"
```
This writes `test_repro.py` next to the source, with a call skeleton to the
enclosing function and one failing assert. Fill in the inputs that drive the
code to the failing line, then confirm the test is RED. A bug you cannot
reproduce is a bug you cannot prove you fixed.
### 3. Fix — make the smallest change
Edit only what the hypothesis requires. If the fix needs three lines, fine;
if it touches three files, you are probably solving the wrong problem.
### 4. Verify — run the guarded test
```bash
python scripts/run_guard.py pytest path/to/test_repro.py -q
```
If the command is missing, `run_guard` prints the install hint. All tests
must be green before you move on. If it stays red, the hypothesis was wrong
— go back to step 1. Do not pile on more changes.
### 5. Regress — run the project's full suite
```bash
python scripts/run_guard.py <the project's normal test command>
```
If anything else turned red, the fix was too broad; narrow it.
Iterate steps 2-5 until the repro is green and the full suite stays green.
## Exit criteria
Deliver only when all of the following hold:
- There is a red-before / green-after reproduction for the reported failure.
- The fix is the minimum diff that makes it green.
- The full suite passes under `run_guard`.
## References
- `references/debug-loop.md` — the repro-first loop in detail, with
anti-patterns to avoid.
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