技能 paper-context-resolver

📦

paper-context-resolver

Name: paper-context-resolver
Author: lllllllama

内容修订 r2 安全 ⚙️ 外部命令

解决论文复现差距

当 README 文件遗漏某个关键论文细节时，AI 仓库复现常常会停滞。此技能会缩小问题范围，检查主要论文来源，并记录冲突，而不会替代 README 指引。

支持: Claude Codex Code(CC)

📊 75 合格

此技能属于一个技能包

一条命令安装完整技能包，获得任务所需的全部技能。

论文技能包 · 3 技能安装完整技能包

使用我的智能体安装

将此请求复制给你的智能体，其中包含权威 Skill 页面和清单。

智能体请求

Review the Skillstore skill "paper-context-resolver" from https://skillstore.io/skills/lllllllama-paper-context-resolver.md and its manifest at https://skillstore.io/api/skills/lllllllama-paper-context-resolver/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.

你的智能体仍应展示其计划，并按安全策略请求必要确认。

Agent 可读资源

当 AI Agent、爬虫或脚本需要干净上下文，而不是读取完整页面时，请使用这些链接。

Markdown 详情 GET /skills/lllllllama-paper-context-resolver.md 已签名 manifest GET /api/skills/lllllllama-paper-context-resolver/manifest 已签名 lockfile GET /api/skills/lllllllama-paper-context-resolver/lockfile

测试它

正在使用“paper-context-resolver”。 README is unclear about validation or test split for evaluation.

预期结果:

Use the paper-linked evaluation section to identify the split. Report the exact source, note whether README agrees, and avoid broader paper summary.

正在使用“paper-context-resolver”。 The repository has two checkpoints but no variant explanation.

预期结果:

Map each checkpoint to the closest paper variant when evidence exists. Label unsupported mappings as inference and list remaining uncertainty.

正在使用“paper-context-resolver”。 README preprocessing differs from the paper.

预期结果:

Record both instructions, explain the conflict, and keep README guidance as the default unless the user asks for a documented override.

安全审计

安全

v5 • 2026/8/8 打开版本化报告

Both static findings are false positives caused by Markdown backticks around a skill slug and a reference path in SKILL.md. No command execution, prompt injection, or other malicious intent was found.

已扫描文件

105

分析行数

复核项

已忽略误报

风险因素

⚙️ 外部命令 (2)

SKILL.md:9 SKILL.md:49

最新一次完成的静态与语义审计未检测到已确认的安全发现。这并不能证明该 Skill 没有副作用。

审计者: codex 查看审计历史 →

分享与引用此报告

分享版本化评估报告、中性徽章、嵌入卡片和引用。Skillstore 只报告证据，不判断该 Skill 是否安全。

打开版本化报告

复制报告链接

https://skillstore.io/skills/lllllllama-paper-context-resolver/audits/5?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_report

Markdown 徽章

[![Skillstore security assessment](https://skillstore.io/badges/skills/lllllllama-paper-context-resolver/security.svg)](https://skillstore.io/skills/lllllllama-paper-context-resolver?utm_source=security_passport_badge)

HTML 徽章

<a href="https://skillstore.io/skills/lllllllama-paper-context-resolver?utm_source=security_passport_badge"><img src="https://skillstore.io/badges/skills/lllllllama-paper-context-resolver/security.svg" alt="Skillstore security assessment" loading="lazy"></a>

嵌入卡片

<iframe src="https://skillstore.io/embed/skills/lllllllama-paper-context-resolver.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>

学术引用 (APA · BibTeX · CFF)

APA 引用

lllllllama. (2026). paper-context-resolver security audit report (audit version 5) [Author version unspecified]. Skillstore. https://skillstore.io/skills/lllllllama-paper-context-resolver/audits/5

BibTeX 引用

@techreport{lllllllama-lllllllama-paper-context-resolver-2026,
  author = {lllllllama},
  title = {paper-context-resolver security audit report (audit version 5)},
  institution = {Skillstore},
  year = {2026},
  number = {5},
  url = {https://skillstore.io/skills/lllllllama-paper-context-resolver/audits/5},
  note = {Author version unspecified}
}

CITATION.cff

cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "paper-context-resolver security audit report (audit version 5)"
version: "unspecified"
type: report
authors:
  - name: "lllllllama"
date-released: "2026-08-08"
url: "https://skillstore.io/skills/lllllllama-paper-context-resolver/audits/5"
identifiers:
  - type: other
    value: "skillstore:lllllllama-paper-context-resolver:audit:5"
    description: "Skillstore immutable audit report identifier"

Skillstore 评分

评分依据证据置信度: 高

架构

可维护性

内容

社区

规范符合性

你能构建什么

澄清评估划分

当 README 表述含糊而论文给出了协议细节时，确定模型应使用哪个数据集划分。

比较 README 和论文说明

在更改复现计划之前，记录仓库说明与论文之间的差异。

将检查点映射到变体

使用论文证据将检查点名称与模型变体或运行时假设关联起来。

试试这些提示

检查一个缺失细节

README does not say which dataset split to use. Check the linked paper only for that detail and note any conflict.

解决预处理歧义

The repository README gives incomplete preprocessing instructions. Use the primary paper to identify reproduction-relevant preprocessing steps and separate evidence from inference.

审查评估协议

Compare the README evaluation instructions with the paper protocol for the specific benchmark. Report only reproduction-critical differences and preserve README-first guidance.

追踪检查点假设

The checkpoint names do not clearly map to paper variants. Use primary paper sources to infer the mapping, state confidence, and record unresolved gaps.