scientific-schematics SKILL.md skillA

scientific-schematics from k-dense-ai/scientific-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add k-dense-ai/scientific-agent-skills/scientific-schematics@v1.10

Pins v1.10 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
k-dense-ai/scientific-agent-skills
Path
skills/scientific-schematics/SKILL.md
Versions recorded
8
Latest version
v1.10, committed Oct 1, 2026
First version recorded
Jul 26, 2026
Size
20,304 bytes
Repository stars
56,497
License
MIT

Generates scientific diagram drafts using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.7 Flash for quality review. Refines when the review requests improvement, with at most two generations. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations.

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

# Scientific Schematics and Diagrams

## Overview

Scientific schematics and diagrams transform complex concepts into clear visual representations for publication. **This skill uses Nano Banana 2 AI for diagram generation with Gemini 3.7 Flash quality review.**

**How it works:**
- Describe your diagram in natural language
- Nano Banana 2 generates a PNG draft from the specified components and relationships
- **Gemini 3.7 Flash reviews quality** against document-type thresholds
- **Smart iteration**: Refines when the score or verdict requests improvement
- Saved drafts and a review log for manual verification
- No coding, templates, or manual drawing required

**Local review thresholds by document type** (heuristics chosen by this helper, not publisher acceptance criteria):
| Document Type | Threshold | Description |
|---------------|-----------|-------------|
| journal | 8.5/10 | Nature, Science, peer-reviewed journals |
| conference | 8.0/10 | Conference papers |
| thesis | 8.0/10 | Dissertations, theses |
| grant | 8.0/10 | Grant proposals |
| preprint | 7.5/10 | arXiv, bioRxiv, etc. |
| report | 7.5/10 | Technical reports |
| poster | 7.0/10 | Academic posters |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add k-dense-ai/scientific-agent-skills/scientific-schematics@sha256:e15d761ef88013c9

The line at the top of this page pins the label v1.10, 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_tpq4d4nyqtro65va.svg)](https://markdownregistry.com/a/art_tpq4d4nyqtro65va)

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

Versions

The registry has recorded 8 versions of this file, between Jul 26, 2026 and Oct 1, 2026, about one every 10 days.

versioncommittedcommitsizeaudit
v1.10 latest2026-10-01 a92663a 20,304 BA view · diff
v1.92026-09-30 a0aea74 17,738 BA view · diff
v1.82026-09-30 ce9e6e9 17,738 BA view · diff
v1.72026-09-02 1e5eeff 17,377 BA view · diff
v1.62026-07-31 4226ca8 16,419 BA view · diff
v1.52026-07-31 bd99c01 16,419 BA view · diff
v1.42026-07-29 f1b60f8 15,607 BA view · diff
v1.32026-07-26 2f2022d 15,607 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 (20304 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

k-dense-ai/scientific-agent-skills · 56,497 stars · license MIT · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_tpq4d4nyqtro65va
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/scientific-schematics
GET https://markdownregistry.com/api/v1/blob/e15d761ef88013c98fd5b19cc144aba7336e20dbadf340db17bd1ba2227d1d69

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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Every file in k-dense-ai/scientific-agent-skills

Other files named scientific-schematics

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