data-driven-design SKILL.md skillB
data-driven-design from marcinfinitesimal533/claude-skills-for-computational-designers is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add marcinfinitesimal533/claude-skills-for-computational-designers/data-driven-design@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- marcinfinitesimal533/claude-skills-for-computational-designers
- Path
skills/data-driven-design/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Mar 26, 2026
- Size
- 36,955 bytes
- Repository stars
- 3
- License
- MIT
GIS integration, sensor data, occupancy analytics, space syntax analysis, urban data analytics, climate data processing, and API data sources for evidence-based AEC computational design.
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
# Data-Driven Design This skill provides comprehensive guidance on integrating quantitative data into every stage of the architectural and urban design process. It covers geospatial data, environmental sensing, occupancy analytics, spatial network analysis, climate processing, urban datasets, and the APIs that serve them. The goal is to replace intuition-only design with evidence-based reasoning while preserving creative agency. --- ## 1. Data-Driven Design Philosophy ### 1.1 Evidence-Based vs. Intuition-Based Design Traditional design relies heavily on precedent, aesthetic judgment, and professional intuition. These are valuable but unverifiable. Evidence-based design augments intuition with measurable inputs: | Dimension | Intuition-Based | Evidence-Based | |---|---|---| | Site analysis | Walkthrough, photos | GIS layers, sensor grids, satellite imagery | | Program sizing | Rules of thumb | Occupancy analytics, utilization studies | | Circulation | Designer judgment | Space syntax integration/choice values | | Orientation | Sun path intuition | EPW-parsed radiation/temperature analysis | | Massing | Formal exploration | Daylight/energy simulation feedback loops | …
Read the whole file at its exact version.
How to install
mdr add marcinfinitesimal533/claude-skills-for-computational-designers/data-driven-design@sha256:3505192cd70a22bdThe 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_b2xninhwhn2nlchg)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Mar 26, 2026.
Audit of the latest version
- fail: Frontmatter declares a name
- pass: Frontmatter block present
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (36955 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
marcinfinitesimal533/claude-skills-for-computational-designers · 3 stars · license MIT · pushed 2026-10-13 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_b2xninhwhn2nlchg GET https://markdownregistry.com/api/v1/resolve?ref=marcinfinitesimal533/claude-skills-for-computational-designers/data-driven-design GET https://markdownregistry.com/api/v1/blob/3505192cd70a22bd2b32d6a2c97874880753b5b052241cff8278fbb0f746408a
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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