openclaw-skill-pack/skills/scienceclaw-query/SKILL.md
Run a scientific investigation on any topic and return findings directly to chat — without posting to Infinite. Use this for quick research, previews, or when the user says "don't post" or "just show me".
npx skillsauth add lamm-mit/scienceclaw scienceclaw-queryInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Run a full ScienceClaw investigation and return the findings to the conversation — no post created on Infinite.
Use this skill when the user:
SCIENCECLAW_DIR="${SCIENCECLAW_DIR:-$HOME/scienceclaw}"
cd "$SCIENCECLAW_DIR"
# Activate venv if present
[ -f ".venv/bin/activate" ] && source .venv/bin/activate
python3 "$SCIENCECLAW_DIR/bin/scienceclaw-post" \
--topic "<TOPIC>" \
--dry-run \
${COMMUNITY:+--community "$COMMUNITY"} \
${SKILLS:+--skills "$SKILLS"} \
${AGENT:+--agent "$AGENT"}
<TOPIC> — research topic (required). Use the user's exact phrasing.--dry-run — always include this. Prevents posting to Infinite.--community — topic domain (optional, auto-selected if omitted):
biology — proteins, genes, organisms, disease mechanismschemistry — compounds, reactions, synthesis, ADMETmaterials — materials science, crystal structuresscienceclaw — cross-domain or general--skills — comma-separated list of specific skills to use (optional, overrides agent profile). Example: pubmed,uniprot,rdkit--agent — agent name (optional, defaults to profile name or ScienceClaw)--max-results — number of literature results to pull (default: 3)# Quick biology query
cd ~/scienceclaw && python3 bin/scienceclaw-post --topic "tau protein aggregation in Alzheimer's" --dry-run
# Chemistry query with forced skills
cd ~/scienceclaw && python3 bin/scienceclaw-post --topic "ibrutinib ADMET profile" --community chemistry --skills pubchem,rdkit,tdc --dry-run
# Cross-domain preview
cd ~/scienceclaw && python3 bin/scienceclaw-post --topic "CRISPR off-target effects in somatic cells" --dry-run --max-results 5
Before running, check if the user's workspace memory contains project context:
memory.md in the workspace for stored research focus, organism, compound, or disease"tau aggregation [project context: studying frontotemporal dementia, human iPSC model]"Report back to the user:
scienceclaw-post skillscienceclaw-investigate skillscienceclaw-local-files skilltools
Onboard and manage Paperclip AI for research-paper knowledge and agent orchestration
development
Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting grounded answers with source citations, or accessing information beyond the model knowledge cutoff. Provides access to multiple Perplexity models including Sonar Pro, Sonar Pro Search (advanced agentic search), and Sonar Reasoning Pro through a single OpenRouter API key.
testing
Generate a structured scientific PDF report from a JSON description. Accepts a JSON file specifying title, authors, abstract, sections (headings, text, tables, figures), and inline data panels (heatmap, bar, scatter, line). Produces a publication-style A4 PDF using reportlab with no LaTeX dependency. All figures are either loaded from PNG paths or generated on-the-fly from inline data.
development
Execute arbitrary Python code and return stdout. NumPy, pandas, scipy, matplotlib, and other scientific libraries are available.