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materials-new-crystal-generation
95 / 100 · Low risk
Fine to try.
By pdl-openair/OpenAIR (GitHub) · coding · 16 stars · scanned at commit cb37612
Orchestrate the DEMO (Diffusion-based Evolutionary Multi-objective Optimization) pipeline on MatterGen for inorganic crystal discovery. Use whenever the user wants to RUN/CONFIGURE/DEBUG/EXTEND the evolutionary loop, modify a running search (tighten constraints, down-rank structures, inject priors), inspect progress (Pareto front, population), evaluate a CIF, debug a stalled run, or explain a result. Triggers: "跑一轮进化", "evolve 2D dielectric crystals", "find a ternary semiconductor with bandgap …
Works with any agent that supports SKILL.md skills.
What this skill can do
Connects to the internet
The author does not mention this.
Found in 18 places.
Show 15 more
- skills/materials/materials-new-crystal-generation/scripts/probe_mcp.py, line 38
import urllib.request - skills/materials/materials-new-crystal-generation/scripts/probe_mcp.py, line 42
req = urllib.request.Request( - skills/materials/materials-new-crystal-generation/scripts/probe_mcp.py, line 52
with urllib.request.urlopen(req, timeout=timeout) as resp: - skills/materials/materials-new-crystal-generation/scripts/submit_run.py, line 19
import urllib.request - skills/materials/materials-new-crystal-generation/scripts/submit_run.py, line 28
req = urllib.request.Request( - skills/materials/materials-new-crystal-generation/scripts/submit_run.py, line 38
with urllib.request.urlopen(req, timeout=timeout) as resp: - skills/materials/materials-new-crystal-generation/scripts/test_cppred_clscores.py, line 5
import urllib.request - skills/materials/materials-new-crystal-generation/scripts/test_cppred_clscores.py, line 16
req = urllib.request.Request( - skills/materials/materials-new-crystal-generation/scripts/test_cppred_clscores.py, line 24
with urllib.request.urlopen(req, timeout=timeout) as r: - skills/materials/materials-new-crystal-generation/scripts/test_flux_clscores.py, line 6
import urllib.request - skills/materials/materials-new-crystal-generation/scripts/test_flux_clscores.py, line 18
req = urllib.request.Request( - skills/materials/materials-new-crystal-generation/scripts/test_flux_clscores.py, line 26
with urllib.request.urlopen(req, timeout=timeout) as r: - skills/materials/materials-new-crystal-generation/scripts/test_mcps.py, line 127
import urllib.request - skills/materials/materials-new-crystal-generation/scripts/test_mcps.py, line 206
req = urllib.request.Request( - skills/materials/materials-new-crystal-generation/scripts/test_mcps.py, line 216
with urllib.request.urlopen(req, timeout=timeout) as resp:
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'materials-new-crystal-generation' ] || [ -L ~/.agents/skills/'materials-new-crystal-generation' ]; then echo 'A skill folder named materials-new-crystal-generation already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/pdl-openair/OpenAIR' "$d" && git -C "$d" checkout --quiet 'cb37612d98d6155a133121a1f0d7cd3e06c985a8' -- 'skills/materials/materials-new-crystal-generation' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/materials/materials-new-crystal-generation' ~/.agents/skills/'materials-new-crystal-generation' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'materials-new-crystal-generation' ~/.claude/skills/'materials-new-crystal-generation' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for pdl-openair/OpenAIR shows the score of its lowest-scoring skill.
[](https://zalavijaysinh.github.io/skilltrust/repos/pdl-openair/OpenAIR/)
Score history
| Date | Version | Score |
|---|
| 2026-11-11 | cb37612 | 95 |