Predict likely bug locations from code patterns and complexity. Triggers on: predict bugs, find bugs, risky code, code risk, what might break, likely bugs, bug hotspots.
Scanned 9/2/2026
Install to Claude Code
npx -y skills add Smart-AI-Memory/attune-ai --skill bug-predict --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: bug-predict
description: "Predict likely bug locations from code patterns and complexity. Triggers on: predict bugs, find bugs, risky code, code risk, what might break, likely bugs, bug hotspots."
---
# Bug Prediction
**IMPORTANT: Start your response with a context preamble.**
Call `help_lookup(topic="bug-predict", mode="preamble")` and
display the returned `preamble` text as a blockquote. Then
tell the user they can say "tell me more" for a step-by-step
guide, or answer the scoping questions below to proceed.
If the MCP call fails, fall back to:
> **Bug Predict** — Predicts where bugs are most likely based on code patterns, complexity, and change frequency.
## Scoping
Before running, ask:
1. **Target path**: "Which files or directory should I
scan?" Default to `src/` if not specified.
2. **Severity filter**: "Show all findings, or only HIGH
severity?"
## Execution
Call the `bug_predict` MCP tool with the scoped path:
```
bug_predict(path="<user-specified path>")
```
Or via CLI:
```bash
uv run attune workflow run bug-predict --path <target>
```
### Shared command workspace (preferred)
When the generic command-workspace tools are available, open adapter
`bug-predict` with the validated target path and `all`/`high` severity filter.
The user's command invocation already authorizes this read-only scan: the
workspace enters running state immediately and has no confirmation action.
Run the existing `bug_predict` tool, publish optional `progress`, then publish
one `scan_result` carrying the real success flag, risk score, findings,
suggestions, or error. Present the terminal widget or its returned Markdown.
A failed run must render **did not complete**, never a false zero-findings
receipt. Fall back to the existing rich panel/Markdown behavior below when the
shared tools are unavailable.
## Output
**Prefer the rich panel.** If the tool response includes `panel_html`,
pass it to `mcp__visualize__show_widget` — the universal report panel
(title, score, findings/category sections; from
`attune.workflows.report_panel`). It shows an explicit "did not
complete" state on failure, never a false "clean". Fall back to the
markdown below when the widget surface is unavailable.
Present results as a markdown table grouped by severity
(HIGH first):
| File | Line | Pattern | Severity |
|------|------|---------|----------|
Include clickable file links and note any false
positives (see scanner-patterns for known false
positives like `subprocess_exec` matching
`dangerous_eval`).
## Detected Patterns
| Pattern | Severity | Description |
|---------|----------|-------------|
| `dangerous_eval` | HIGH | Use of eval() or exec() |
| `broad_exception` | MEDIUM | Bare except: or except Exception: |
| `incomplete_code` | LOW | TODO/FIXME comments |

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