bug-predict SKILL.md skillA
bug-predict from smart-ai-memory/attune-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add smart-ai-memory/attune-ai/bug-predict@git:20260902.d668714Pins git:20260902.d668714 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- smart-ai-memory/attune-ai
- Path
.agents/skills/bug-predict/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260902.d668714, committed Sep 2, 2026
- First version recorded
- Apr 3, 2026
- Size
- 2,805 bytes
- Repository stars
- 10
- License
- Apache-2.0
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 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 …
Read the whole file at its exact version.
How to install
mdr add smart-ai-memory/attune-ai/bug-predict@sha256:eefd82eac36d7ef6The line at the top of this page pins the label git:20260902.d668714, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_2hhksmj2ucrg7p6k)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Apr 3, 2026 and Sep 2, 2026, about one every 38 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260902.d668714 latest | 2026-09-02 | d668714 | 2,805 B | A | view · diff |
| git:20260628.4fd65a5 | 2026-06-28 | 4fd65a5 | 2,053 B | A | view · diff |
| git:20260625.f0bf509 | 2026-06-25 | f0bf509 | 1,674 B | A | view · diff |
| git:20260406.799b6b7 | 2026-04-06 | 799b6b7 | 1,660 B | A | view · diff |
| git:20260403.5827f35 | 2026-04-03 | 5827f35 | 1,379 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2805 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
smart-ai-memory/attune-ai · 10 stars · license Apache-2.0 · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_2hhksmj2ucrg7p6k GET https://markdownregistry.com/api/v1/resolve?ref=smart-ai-memory/attune-ai/bug-predict GET https://markdownregistry.com/api/v1/blob/eefd82eac36d7ef66c3ff9c3a65c6ecce490820e1bfd180815e113fd182c01ad
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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