biomni-research-agent
SkillAI & modelsA general-purpose biomedical AI agent capable of executing complex research workflows using over 150 tools and databases.
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Details
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About this skill
The largest open-source medical AI skills library for OpenClaw🦞.
What this skill tells your AI
The instructions your AI receives, as published by freedomintelligence/openclaw-medical-skills in skills/biomni-research-agent/SKILL.md and read by ahel’s review.
name: biomni-research-agent description: Bio-Research Generalist license: MIT metadata: author: Stanford (Snap Lab) source: "https://github.com/snap-stanford/Biomni" version: "1.0.0" compatibility:
- system: Python 3.9+ allowed-tools:
- run_shell_command
- web_fetch
- python_repl keywords:
- biomni
- automation
- biomedical
- reasoning
- tools measurable_outcome: Execute complex research tasks with >95% success rate and validated tool usage.
Biomni (General Biomedical Agent)
A general-purpose biomedical AI agent capable of executing complex research workflows using over 150 tools and databases.
Biomni is a "General-Purpose" biomedical agent. Unlike specialized skills (e.g., just for folding proteins), Biomni acts as a high-level orchestrator that can break down complex open-ended research questions into solvable sub-tasks using a vast library of tools.
When to Use This Skill
- Complex Questions: "What are the potential drug targets for Alzheimer's related to mitochondrial dysfunction?"
- Multi-Step Research: Tasks requiring literature search, data retrieval, and analysis in sequence.
- Exploratory Analysis: When the exact path to the answer isn't known and requires "reasoning."
Core Capabilities
- Tool Use: Access to 150+ tools, 105 software packages, and 59 databases.
- Hypothesis Generation: Can formulate scientific hypotheses and plan experiments to test them.
- Plan & Execute: Breaks down queries into a dependency graph of tasks.
- Database QA: High accuracy (74.4%) in querying biomedical databases.
Workflow
- Query Parsing: The agent analyzes the user's natural language request.
- Tool Selection: It selects relevant tools (e.g., "Search GWAS Catalog", "Run GO Enrichment", "Fetch Uniprot Data").
- Execution Loop:
- Step 1: Get data.
- Step 2: Analyze data.
- Step 3: Refine plan based on intermediate results.
- Synthesis: Combines all findings into a comprehensive answer.
Example Usage
User: "Identify genes associated with Type 2 Diabetes that are also expressed in the pancreas and have approved drugs."
Agent Action:
- Tool:
OpenTargets-> Get T2D associated genes. - Tool:
GTEx-> Filter for high expression in Pancreas. - Tool:
DrugBank-> Intersect with drug targets. - Result: Returns a list of genes (e.g., GLP1R, DPP4) and their drugs.
Signals
- GitHub stars
- 3k
- Forks
- 412
- Last commit
- Jul 2026
Advanced
- Item type
- skill
- Key
biomni-research-agent- Source
- github.com/freedomintelligence/openclaw-medical-skills
github.com/freedomintelligence/openclaw-medical-skills
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