meishiwhy/literature-mind/litmind-evidence

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LitMind Evidence Finder — 科研证据检索与归纳系统

Install

npx vskill@latest install meishiwhy/literature-mind/litmind-evidence

SKILL.md

LitMind Evidence Finder

输入一个科学观点，系统自动在 Knowledge Base 中寻找支持证据、反对证据和中性证据，并生成证据总结。

工作流程

  1. 用户输入研究观点
  2. ClaimRetriever 多路检索（语义 + LIKE）
  3. ClaimClassifier 判断关系（support/oppose/neutral）
  4. Evaluator 评估证据强度
  5. 输出结构化证据汇总

调用方式

Python API
python
from litmind_knowledge.service import KnowledgeBase
from litmind_evidence import EvidenceFinderService
from litmind_analyzer.providers import AnthropicProvider
kb = KnowledgeBase()
provider = AnthropicProvider()
service = EvidenceFinderService(kb=kb, llm_provider=provider)
result = service.find_evidence("Flatfoot increases MTP ROM")
print("Strength:", result.evidenceStrength)
print("Support:", len(result.support), "papers")
print("Oppose:", len(result.oppose), "papers")

输出字段

字段说明
evidenceStrengthStrongly/Moderately/Weakly Supported, Mixed/Insufficient Evidence
confidence置信度 0.0-1.0
support支持证据列表
oppose反对证据列表
neutral中性证据列表

Security

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Source

Popularity

Repository stars
102
Repository forks
2
7-day trend score
23

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