ai-debt-detector SKILL.md skillA
ai-debt-detector from fridrichmethod/awesome-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fridrichmethod/awesome-skills/ai-debt-detector@git:20260712.2ff971bPins git:20260712.2ff971b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fridrichmethod/awesome-skills
- Path
skills/ai-debt-detector/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260712.2ff971b, committed Jul 12, 2026
- Size
- 3,387 bytes
- Repository stars
- 15
- License
- a license file GitHub does not identify
Use after generating code, after accepting AI suggestions, or when reviewing AI-written modules. Also use when code works but feels brittle, when error handling seems thin, when orphaned resources or missing cleanup are suspected, or when the agent claims done but hidden debt may exist. Catches the specific failure patterns AI agents produce that humans would not.
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
# AI Debt Detector ## Overview AI agents generate code that passes the happy path but hides debt: missing error handling, orphaned resources, ignored failure modes, hallucinated packages, silent architectural drift. This skill forces a targeted audit for the exact patterns AI agents get wrong. ## When to Use - After any AI code generation session (20+ lines produced) - Before merging AI-generated PRs - When code works but something feels off - After vibe-coding sprints where debt accumulates fastest - When the agent claims done without showing verification ## Process After code generation, scan for these AI-specific debt patterns: 1. **FAILURE MODES** - What happens when this fails? - Network timeout? Disk full? Permission denied? Null input? - Is there a try/catch? Does it catch SPECIFIC errors or swallow everything? - Are resources cleaned up on failure? (streams closed, connections returned, temp files deleted) 2. **ORPHANS** - What gets created but never cleaned up? - Temp files, event listeners, intervals, subscriptions, connections - Are there corresponding cleanup/dispose/close calls for every open/create? …
Read the whole file at its exact version.
How to install
mdr add fridrichmethod/awesome-skills/ai-debt-detector@sha256:ec0d825f4bc8c953The line at the top of this page pins the label git:20260712.2ff971b, 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_k6afykazfhunchrq)
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Versions
The registry has recorded 1 version of this file, committed on Jul 12, 2026.
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 (3387 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
fridrichmethod/awesome-skills · 15 stars · license a license file GitHub does not identify · pushed 2026-10-18 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_k6afykazfhunchrq GET https://markdownregistry.com/api/v1/resolve?ref=fridrichmethod/awesome-skills/ai-debt-detector GET https://markdownregistry.com/api/v1/blob/ec0d825f4bc8c953c009ac8d2f1e05ab39e57bbbb24eee80c1cb5681ff680778
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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