biomni-general-agent

SkillAI & models

The largest open-source medical AI skills library for OpenClaw🦞.

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the biomni-general-agent skill

What this skill tells your AI

The instructions your AI receives, as published by freedomintelligence/openclaw-medical-skills in skills/biomni-general-agent/SKILL.md and read by ahel’s review.

name: biomni-general-agent description: Use the local Biomni checkout to orchestrate its 150+ biomedical tools, databases, and know-how workflows for complex research questions. allowed-tools:

read_file
run_shell_command

At-a-Glance

description (10-20 chars): Omni bio agent
keywords: multi-tool, know-how, tutorials, protocols, databases
measurable_outcome: Execute a Biomni workflow that touches ≥2 tool categories and returns a cited research summary or artifact within 15 minutes per request.

Workflow

Environment: cd repo && pip install . (or follow tutorials env set up). Activate the environment with required GPUs if using heavy models.
Select mode: Choose Standard (full stack), Light (API-only), or Commercial (license-safe) per task.
Plan tools: Query the Know-How library for relevant protocols/databases before executing.
Execute notebooks/scripts: Use repo/tutorials or CLI entrypoints to run pipelines; log tool versions.
Summarize: Provide outputs + citations pulled from the Know-How metadata.

Guardrails

Respect tool/data licenses when selecting Light vs Commercial mode.
Track provenance (tool versions, dataset snapshots) in final response.
Keep workflows modular—reuse Biomni recipes rather than ad-hoc scripts when possible.

References

Full capability list, tool inventory, and tutorial notebooks documented in README.md and repo/tutorials/.

Signals

GitHub stars: 3k
Forks: 412
Last commit: Jul 2026

ahel review

K1binfo
installs-packages
K1binfo
installs-packages (in repo/biomni/llm.py)
K1binfo
installs-packages (in repo/biomni/tool/bioimaging.py)
K1binfo
installs-packages (in repo/biomni/tool/cancer_biology.py)

Automated review, not a security audit. Ruleset v1+k2.

Advanced

Item type: skill
Key: biomni-general-agent
Source: github.com/freedomintelligence/openclaw-medical-skills

github.com/freedomintelligence/openclaw-medical-skills