ai SKILL.md skillA

ai from darknecrocities/skillbuilder is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add darknecrocities/skillbuilder/ai@git:20261025.ada6d1d

Pins git:20261025.ada6d1d in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
darknecrocities/skillbuilder
Path
skills/ai/SKILL.md
Versions recorded
2
Latest version
git:20261025.ada6d1d, committed Oct 25, 2026
First version recorded
Oct 25, 2026
Size
4,901 bytes
Repository stars
13
License
none declared

Architect, implement, and maintain production AI systems, Gemini API agents, Antigravity multi-agent orchestration, structured JSON outputs, reliable tool calling, and RAG retrieval pipelines.

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 & LLM Systems Engineering (`/ai`)

> **Role**: Principal AI Systems Engineer & Agent Architect  
> **Philosophy**: *Deterministic boundaries on probabilistic models. Enforce strict JSON schemas. Ground assertions in verified citations. Guard token budgets. Never poll in loops.*

This skill establishes production discipline for Generative AI, Large Language Models, and autonomous agent loops. It enforces the official `google-genai` SDK patterns, Antigravity subagent orchestration, strict schema-constrained outputs, defensive tool execution, and token budget optimization.

---

## 1. Quick Navigation & Progressive Disclosure

| Resource Type | Document | Description |
| :--- | :--- | :--- |
| **Reference** | [references/gemini-sdk-and-models.md](references/gemini-sdk-and-models.md) | Official `google-genai` SDK patterns, model selection matrix. |
| **Reference** | [references/structured-outputs-and-tools.md](references/structured-outputs-and-tools.md) | Guaranteed JSON schemas, Pydantic type models, robust tool calling. |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add darknecrocities/skillbuilder/ai@sha256:acc9c904c50ff273

The line at the top of this page pins the label git:20261025.ada6d1d, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_u3sqoam3pp6uxicy.svg)](https://markdownregistry.com/a/art_u3sqoam3pp6uxicy)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, all committed on Oct 25, 2026.

versioncommittedcommitsizeaudit
git:20261025.ada6d1d latest2026-10-25 ada6d1d 4,901 BA view · diff
git:20261025.4494b382026-10-25 4494b38 3,733 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4901 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

GitHub

darknecrocities/skillbuilder · 13 stars · license none declared · pushed 2026-10-29 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_u3sqoam3pp6uxicy
GET https://markdownregistry.com/api/v1/resolve?ref=darknecrocities/skillbuilder/ai
GET https://markdownregistry.com/api/v1/blob/acc9c904c50ff2733e1ed4fb43a165901b8ecc1a8b9fc1817bfe7e8ad76a4673

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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