双引擎论文搜索 SKILL.md skillA
双引擎论文搜索 from xiaomacoltai/math-modeling-skill is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add xiaomacoltai/math-modeling-skill/双引擎论文搜索@git:20260815.5bb9419Pins git:20260815.5bb9419 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- xiaomacoltai/math-modeling-skill
- Path
dsh-plugin/math-modeling-agent/skills/math-modeling/tools/paper_search/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260815.5bb9419, committed Aug 15, 2026
- Size
- 1,921 bytes
- Repository stars
- 1,886
- License
- none declared
使用 OpenAlex 与 AnySearch 两个真实数据源并行搜索、交叉匹配和输出可追溯论文元数据。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 双引擎论文搜索 ## 数据源 - OpenAlex：结构化学术元数据。 - AnySearch Academic：学术垂直搜索，支持当前 MCP Markdown 响应解析。 默认并行调用两个引擎。DOI 相同的记录直接交叉验证；无 DOI 时仅在标题高度相似且年份相容时合并。同一引擎中标题规范化后相同的预印本与正式出版记录也会折叠，并优先保留引用信息和元数据更完整的记录。交叉匹配结果、OpenAlex 独有结果和 AnySearch 独有结果分开输出。 融合时按查询词覆盖率过滤和重排，相关性优先于引用量，避免高被引但主题无关的论文挤占结果。包含多个专业术语时，候选文献至少命中两个有效查询词；这一阈值兼顾缺少摘要的元数据，不能代替人工核验。物理、材料和光学主题应组合使用材料名、机理名与模型名，例如 `Sellmeier 4H-SiC Fabry-Perot`；结果过少时逐步放宽查询，不直接接受无关结果。 ## 使用 ```powershell python scripts/hybrid_scholar.py --query "robust optimization vehicle routing" --limit 10 --json ``` 如 AnySearch 需要鉴权： ```powershell $env:ANYSEARCH_API_KEY = "<密钥>" python scripts/hybrid_scholar.py --query "analytic hierarchy process" --limit 8 ``` 诊断单个引擎时可用 `--openalex-only` 或 `--anysearch-only`；正式文献检索默认不得只运行一个引擎。 ## 核验规则 1. 搜索结果只用于发现候选文献。 2. 引用前打开 DOI 或出版机构页面核对作者、题名、年份、期刊/会议、卷期页。 3. 不把引用量当作正确性的证明。 4. 不根据标题或摘要编造不存在的结论。 5. 输出中保留 `sources` 和 `cross_validated` 状态。
Read the whole file at its exact version.
How to install
mdr add xiaomacoltai/math-modeling-skill/双引擎论文搜索@sha256:3cf7a34e9762eedfThe line at the top of this page pins the label git:20260815.5bb9419, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_gxdndv3jx534dnw4)
7 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 15, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1921 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
xiaomacoltai/math-modeling-skill · 1,886 stars · license none declared · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gxdndv3jx534dnw4 GET https://markdownregistry.com/api/v1/resolve?ref=xiaomacoltai/math-modeling-skill/双引擎论文搜索 GET https://markdownregistry.com/api/v1/blob/3cf7a34e9762eedf781a7ff856a60f91c01e825cc2f016b78f85aa3c7770c91a
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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