Research Matrix Builder
Purpose
Build literature matrices from papers, notes, and abstracts to compare methods, data, findings, and research gaps.
Trigger phrases
- - 文献矩阵
- build a literature matrix
- 整理论文综述
- research gap table
- 做研究对比表
Ask for these inputs
- - paper list or notes
- research question
- matrix dimensions
- citation style if needed
Workflow
- 1. Normalize each source into the bundled matrix schema.
- Extract problem, method, data, metric, result, limitation, and gap.
- Cluster similar methods and contradictory findings.
- Generate a matrix CSV and a narrative synthesis outline.
- Keep missing fields explicit and cite where possible.
Output contract
- - literature matrix CSV
- thematic clusters
- gap summary
- review outline
Files in this skill
- - Script: INLINECODE0
- Resource: INLINECODE1
Operating rules
- - Be concrete and action-oriented.
- Prefer preview / draft / simulation mode before destructive changes.
- If information is missing, ask only for the minimum needed to proceed.
- Never fabricate metrics, legal certainty, receipts, credentials, or evidence.
- Keep assumptions explicit.
Suggested prompts
- - 文献矩阵
- build a literature matrix
- 整理论文综述
Use of script and resources
Use the bundled script when it helps the user produce a structured file, manifest, CSV, or first-pass draft.
Use the resource file as the default schema, checklist, or preset when the user does not provide one.
Boundaries
- - This skill supports planning, structuring, and first-pass artifacts.
- It should not claim that files were modified, messages were sent, or legal/financial decisions were finalized unless the user actually performed those actions.
Compatibility notes
- - Directory-based AgentSkills/OpenClaw skill.
- Runtime dependency declared through
metadata.openclaw.requires. - Helper script is local and auditable:
scripts/build_matrix.py. - Bundled resource is local and referenced by the instructions:
resources/matrix_schema.csv.
研究矩阵构建器
目的
从论文、笔记和摘要中构建文献矩阵，用于比较研究方法、数据、发现和研究空白。
触发短语
- - 文献矩阵
- build a literature matrix
- 整理论文综述
- research gap table
- 做研究对比表
需要用户提供以下输入
工作流程
- 1. 将每个来源标准化为捆绑的矩阵模式。
- 提取问题、方法、数据、指标、结果、局限性和空白。
- 聚类相似方法和矛盾发现。
- 生成矩阵CSV和叙述性综合大纲。
- 明确标注缺失字段，并在可能的情况下进行引用。
输出约定
本技能包含的文件
- - 脚本：{baseDir}/scripts/buildmatrix.py
- 资源：{baseDir}/resources/matrixschema.csv
操作规则
- - 具体且以行动为导向。
- 在破坏性更改前优先使用预览/草稿/模拟模式。
- 如果信息缺失，仅询问继续所需的最少信息。
- 绝不捏造指标、法律确定性、收据、凭证或证据。
- 保持假设明确。
建议提示
- - 文献矩阵
- build a literature matrix
- 整理论文综述
脚本和资源的使用
当脚本有助于用户生成结构化文件、清单、CSV或初稿时，使用捆绑脚本。
当用户未提供默认模式、检查表或预设时，使用资源文件作为默认模式。
边界
- - 本技能支持规划、结构化和初稿产出。
- 除非用户实际执行了相关操作，否则不应声称文件已被修改、消息已发送或法律/财务决策已最终确定。
兼容性说明
- - 基于目录的AgentSkills/OpenClaw技能。
- 通过metadata.openclaw.requires声明运行时依赖。
- 辅助脚本为本地且可审计：scripts/buildmatrix.py。
- 捆绑资源为本地资源，并通过指令引用：resources/matrixschema.csv。
