expert-system-engineer SKILL.md skillA
expert-system-engineer from j-star-films-studios/vibecode-protocol-suite is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add j-star-films-studios/vibecode-protocol-suite/expert-system-engineer@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- j-star-films-studios/vibecode-protocol-suite
- Path
assets/.agent/skills/agent-engineering/expert-system-engineer/SKILL.md- Versions recorded
- 2
- Latest version
- v1.0.0, committed Aug 28, 2026
- First version recorded
- Aug 28, 2026
- Size
- 13,435 bytes
- Repository stars
- 26
- License
- ISC
Use when engineering knowledge-based expert systems using CommonKADS methodology, MYCIN/EMYCIN rule patterns, certainty factors, or backward-chaining inference engines.
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
# Expert System Engineering Full lifecycle methodology for engineering knowledge-based expert systems. Upstream phases use CommonKADS for organizational scoping and conceptual modeling. Downstream phases use generalized MYCIN/EMYCIN patterns for rule-based implementation. Follow all phases in order. For domain terminology, see [terminology.md](references/terminology.md). --- ## Phase 0: Suitability Assessment Determine whether the problem warrants an expert system before committing to the methodology. 1. **Classify the problem type**: - **Analytic** (classification, diagnosis, assessment, monitoring) — system interprets existing data - **Synthetic** (configuration, planning, scheduling, design) — system constructs a solution from components - **Neither** — redirect to a different approach 2. **Evaluate expert-system fit against alternatives**: | Criterion | Expert System Fit | Alternative | |---|---|---| | Domain has identifiable human experts | Required | If no experts → data-driven ML | | Knowledge is heuristic, judgmental | Strong fit | If purely algorithmic → conventional software | …
Read the whole file at its exact version.
How to install
mdr add j-star-films-studios/vibecode-protocol-suite/expert-system-engineer@sha256:c41e062a30f1ac4cThe line at the top of this page pins the label v1.0.0, 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_chifupsmp3liigcm)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Aug 28, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.0 latest | 2026-08-28 | a322d46 | 13,435 B | A | view · diff |
| v1.0.0 | 2026-08-28 | 97212a1 | 13,428 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 (13435 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
j-star-films-studios/vibecode-protocol-suite · 26 stars · license ISC · pushed 2026-10-17 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_chifupsmp3liigcm GET https://markdownregistry.com/api/v1/resolve?ref=j-star-films-studios/vibecode-protocol-suite/expert-system-engineer GET https://markdownregistry.com/api/v1/blob/c41e062a30f1ac4c78a5b615b230fba4eccb85a9bc365f9bffe79b45437b583a
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.