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biomni-research-agent

维护者 FreedomIntelligence · 最近更新 2026年4月1日

biomni-research-agent:BioMni research-focused agent ,支持 literature,database,、 analysis integration。

OpenClawNanoClaw选题发现精读整理biomni-research-agent🧠 bioos extended suiteresearch infrastructure & agentsbiomni

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/biomni-research-agent

维护者
FreedomIntelligence
许可
MIT
最近更新
2026年4月1日

技能摘要

来自 SKILL.md 的关键信息

2 min

核心说明

  • general-purpose biomedical AI agent capable of executing complex 科研工作流 ,使用 over 150 tools 、 databases。
  • Biomni是一个General-Purpose" biomedical agent. Unlike specialized skills (e.g.,just ,用于 folding proteins),Biomni acts as high-level orchestrator that can break down complex open-ended research questions into solvable sub-tasks ,使用 vast 库 of tools。
  • Complex Questions:"What are potential drug targets ,用于 Alzheimer's related to mitochondrial dysfunction。
  • Multi-Step Research:Tasks requiring literature search,data retrieval,、 analysis in sequence。
  • Exploratory Analysis:When exact path to answer isn't known 、 requires "reasoning。

原始文档

SKILL.md 摘录

Core Capabilities

  1. Tool Use: Access to 150+ tools, 105 software packages, and 59 databases.
  2. Hypothesis Generation: Can formulate scientific hypotheses and plan experiments to test them.
  3. Plan & Execute: Breaks down queries into a dependency graph of tasks.
  4. Database QA: High accuracy (74.4%) in querying biomedical databases.

Workflow

  1. Query Parsing: The agent analyzes the user's natural language request.
  2. Tool Selection: It selects relevant tools (e.g., "Search GWAS Catalog", "Run GO Enrichment", "Fetch Uniprot Data").
  3. Execution Loop:
    • Step 1: Get data.
    • Step 2: Analyze data.
    • Step 3: Refine plan based on intermediate results.
  4. 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:

  1. Tool: OpenTargets -> Get T2D associated genes.
  2. Tool: GTEx -> Filter for high expression in Pancreas.
  3. Tool: DrugBank -> Intersect with drug targets.
  4. Result: Returns a list of genes (e.g., GLP1R, DPP4) and their drugs.

适用场景

  • **Complex Questions**:"What are potential drug targets ,用于 Al。

不适用场景

  • Do not treat this catalog entry as substitute ,用于 full upstream workflow。

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