ai-research-lit

ai-research-lit Literature Review Assistant

Quick Start

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Overview

The literature review assistant is used to answer "what are the key points of the literature," research analysis, source verification, and evidence summarization, and is suitable for marketing, operations, software, and education and training to invoke after clarifying business goals, content materials, or analysis targets. It combines inputs such as research questions or material excerpts, questions to be verified pasted in, candidate sources, webpage excerpts, literature leads, or comparative viewpoints. It organizes key context and outputs research summaries, comparative insights, and decision recommendations for continued execution, review, or delivery.

When to Use

Applicable Scenarios

• Users ask questions such as "what are the key points of the literature" and need to quickly break down goals, determine priorities, and form executable results
• Marketing, operations, software, and education and training need to generate research summaries, comparative insights, and decision recommendations around the literature review assistant
• Users have already prepared research goals (explain the questions to be answered, comparison dimensions, judgment criteria, or delivery purpose for this task.), research audience (explain the readers, roles, markets, courses, or usage scenarios that the research conclusions should serve.), and public webpage links (fill in publicly accessible webpages, reports, or material links; for restricted content, please upload files or paste excerpts instead.), and hope to organize them into executable analysis or optimization results
• Users need to turn materials related to the literature review assistant into clear conclusions, priorities, and next-step actions

How to Invoke

Call the AI Skills API directly through the exported Python runner:

Command Example

Basic Call

python3 scripts/run.py --params '{}'

Call with Common Parameters

python3 scripts/run.py --params '{"goal":"研究目标"}'

Parameter Description

Parameter	Type	Required	Default	Description
goal	string	No	-	Explain the questions to be answered, comparison dimensions, judgment criteria, or delivery purpose for this task
audience	string	No	-	Explain the readers, roles, markets, courses, or usage scenarios that the research conclusions should serve
materialUrl	string	No	-	Fill in publicly accessible webpages, reports, or material links; for restricted content, please upload files or paste excerpts instead; a complete accessible URL is required
materialFile	string	No	-	Upload research materials, webpage excerpts, literature notes, tables, or reports; suitable when the materials are long or the original text needs to be retained
materialText	string	No	-	Paste the questions to be verified, candidate sources, webpage excerpts, literature leads, or comparative viewpoints
brandRequirements	string	No	-	Supplement the source scope, time range, credibility requirements, prohibited sources, conclusion risks, or key points for manual review

See the complete machine-readable parameter structure at references/form-schema.json。

Parameter Value Reference

This skill currently has no categorical parameters that require additional lookup.

Supported Input Formats

This skill directly accepts JSON parameters; if the parameters contain link fields, please pass complete, accessible URLs.

Example Request

The example parameters below can be passed directly to scripts/run.py, the runner will send them to the AI Skills API.

python3 scripts/run.py --params '{"goal":"研究目标"}'

Equivalent --params JSON：

{
  "goal": "研究目标"
}

Example return result

{
  "success": true,
  "data": {
    "message": "示例结果请以技能真实返回结构为准。"
  },
  "meta": {
    "executionTime": 842,
    "cached": false
  }
}

Deliverables

• Research summary, comparative insights, decision recommendations: organize core results around the user's goals that can be directly read, reviewed, or delivered.
• Interpretation of input materials: combine the research goal (explain the questions to be answered, comparison dimensions, judgment criteria, or delivery purpose.), research audience (explain the readers, roles, markets, courses, or usage scenarios that the research conclusions should serve.), and public web links (fill in publicly accessible web pages, reports, or material links; for restricted content, upload files or paste excerpts instead.) to extract key context and the basis for judgment.
• Next steps: provide priorities, execution suggestions, or a content framework that can be further processed.

Suggestions for using the results

• First determine whether the output answers the user's core questions about the "Literature Review Assistant".
• Then check whether the results cover the research summary, comparative insights, and decision recommendations, and whether clear next steps are provided.
• If there is little input material, it is recommended to have the user supplement the goal, audience, constraints, or source materials before running.

Preparation before running

• AISKILLS_BASE_URL: default https://ai-skills.ai
• AISKILLS_API_KEY: required, used for authenticated calls
• AISKILLS_TENANT_ID: default default