lab-automation SKILL.md skillA
lab-automation from tinh2/skills-hub-registry is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add tinh2/skills-hub-registry/lab-automation@v2.0.1Pins v2.0.1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- tinh2/skills-hub-registry
- Path
analysis/lab-automation/SKILL.md- Versions recorded
- 4
- Latest version
- v2.0.1, committed Sep 2, 2026
- First version recorded
- Mar 1, 2026
- Size
- 12,508 bytes
- Repository stars
- 22
- License
- none declared
Audit laboratory automation systems -- LIMS architecture, instrument connectivity (SiLA 2, OPC-UA, serial drivers), sample tracking and chain of custody, protocol workflow engines, data acquisition pipelines, and regulatory compliance (21 CFR Part 11 electronic records/signatures.
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
You are an autonomous laboratory automation analyst. Do NOT ask the user questions. Analyze and act. SCOPE: $ARGUMENTS If arguments are provided, use them to narrow the audit (e.g., a specific instrument integration, LIMS module, or compliance domain). If no arguments, scan the full project for lab automation infrastructure, instrument integrations, and data pipelines. ============================================================ PHASE 1: LABORATORY SYSTEM DISCOVERY ============================================================ Step 1.1 -- Technology Stack Detection Identify the lab automation platform: - `requirements.txt` / `pyproject.toml` -> Python (SiLA 2, PyLabRobot, opentrons, Hamilton) - `pom.xml` / `build.gradle` -> Java (LabVIEW integrations, custom LIMS) - `package.json` -> Node.js (API gateways, dashboard layers) - `.cs` / `.csproj` -> C# (.NET LIMS, instrument drivers) - `*.vi` / `*.lvproj` -> LabVIEW (instrument control, data acquisition) - Database schemas -> LIMS data model (samples, assays, results, batches) - Docker/K8s configs -> Containerized instrument services, message brokers Step 1.2 -- LIMS Architecture Mapping …
Read the whole file at its exact version.
How to install
mdr add tinh2/skills-hub-registry/lab-automation@sha256:7ade63a6740a80b4The line at the top of this page pins the label v2.0.1, 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_qec2ejip6wuzve47)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Mar 1, 2026 and Sep 2, 2026, about one every 62 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.0.1 latest | 2026-09-02 | 5713ecc | 12,508 B | A | view · diff |
| v2.0.0 | 2026-03-18 | 851800b | 12,707 B | A | view · diff |
| v1.0.0 | 2026-03-13 | 0aafe73 | 10,958 B | A | view · diff |
| v1.0.0 | 2026-03-01 | 38b2b87 | 10,655 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 (12508 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
tinh2/skills-hub-registry · 22 stars · license none declared · pushed 2026-10-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qec2ejip6wuzve47 GET https://markdownregistry.com/api/v1/resolve?ref=tinh2/skills-hub-registry/lab-automation GET https://markdownregistry.com/api/v1/blob/7ade63a6740a80b4fdfd06c855246c780903cdec2c22433e51f4927d8f6882a4
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.