双引擎论文搜索

双引擎论文搜索 is a skill for Claude Code, Codex from XiaoMaColtAI/math-modeling-skill. It costs 36 tokens per session (522 once invoked), scanned A, original, no licence file.

A paper-search method that uses OpenAlex and AnySearch, which are services containing scholarly publication records. It searches both sources, matches their results, and returns traceable paper details.

In plain words
What is it for?
Use it to find research papers and produce metadata such as titles, authors, and publication details with source tracking.
Why use it?
It reduces reliance on one search source and makes the publication information easier to check.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Not installable on its own: it runs a file from its repository that does not travel with it. Clone the repository, or install whatever ships that file. The line is python scripts/hybrid_scholar.py --query "robust optimization vehicle routing" --limit 10 --json.

Install

Getting it into your agent

There is no command for this one: it runs only inside a plugin, and the catalogue could not identify which plugin ships it. The source is linked below.

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for 双引擎论文搜索

README.md
[![agentmods](https://agentmods.dev/badge/skills/xiaomacoltai/math-modeling-skill/paper_search.svg)](https://agentmods.dev/skills/xiaomacoltai/math-modeling-skill/paper_search)
Your own site
<a href="https://agentmods.dev/skills/xiaomacoltai/math-modeling-skill/paper_search"><img src="https://agentmods.dev/badge/skills/xiaomacoltai/math-modeling-skill/paper_search.svg" alt="Measured on agentmods" height="20"></a>
Per session 36 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 522 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00036 $0.00522
Opus 5 $0.00018 $0.00261
Sonnet 5 $0.00007 $0.00104
Haiku 4.5 $0.00004 $0.00052

Measured 6d ago against content hash 3cf7a34e9762, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

双引擎论文搜索 scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

dsh-plugin/math-modeling-agent/skills/math-modeling/tools/paper_search/SKILL.md · 39 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 39 lines · 36 tokens per session scan A 3cf7a34e9762

Subscribe to this mod's changes

双引擎论文搜索 is a skill published in the GitHub repository XiaoMaColtAI/math-modeling-skill (1,117 stars, last pushed today), with no licence file. It adds 36 tokens to every session and 522 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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