ai-systems-review SKILL.md skillA
ai-systems-review from nateslabach/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nateslabach/skills/ai-systems-review@git:20260929.63848e3Pins git:20260929.63848e3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nateslabach/skills
- Path
skills/ai-systems-review/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260929.63848e3, committed Sep 29, 2026
- Size
- 4,299 bytes
- Repository stars
- 6
- License
- MIT
Hostile self-review of recently written AI workflow code that then applies fixes (agents, tools, chat context, summarization, tokens, attachments). Use after generating AI systems code, or when asked to self-review and harden it. Not for PR peer review (code-review) or no-edit devil's-advocate attacks (adversarial-challenge). Prefer: adversarial-challenge → decide → this skill.
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-systems-review Hostile self-review of **your own** recent AI-powered workflow code, then harden it. Examples in the process are chat/context-heavy — map each section onto whatever subsystem actually changed (agents, tools, RAG, streaming, attachments, etc.). ## Not this skill | This skill | `adversarial-challenge` | `code-review` | | --- | --- | --- | | Hostile pass → **edit** top ≤5 | Attack design; **no edits** | Peer PR/diff → **verdict** | ## Operating rules - Setup: `git status` and `git diff` (staged + unstaged). If the tree is clean, ask which paths to review — do not wander the repo. - Adapt failure-mode prompts to the changed subsystem; do not force a summarization lens onto unrelated code. - Model/cost choices on OpenRouter: use the `openrouter` skill for live pricing and capability checks — do not invent slugs or prices. - After the prioritized list: **edit the working tree** for those ≤5 items. If an item is architectural or large multi-file, propose it and wait. Do not substitute pasteable blocks for real edits. - Preserve intended behavior; no drive-by refactors outside the list. ## Process ### 0. Setup …
Read the whole file at its exact version.
How to install
mdr add nateslabach/skills/ai-systems-review@sha256:2aa18073c57d7409The line at the top of this page pins the label git:20260929.63848e3, 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_ngazz63hxiizx636)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 29, 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 (4299 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
nateslabach/skills · 6 stars · license MIT · pushed 2026-09-29 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ngazz63hxiizx636 GET https://markdownregistry.com/api/v1/resolve?ref=nateslabach/skills/ai-systems-review GET https://markdownregistry.com/api/v1/blob/2aa18073c57d7409025a602800992c4a89e9c1ff15435b44cf59425f69e402b2
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.