Back to Details

research

Compare original and translation side by side

🇺🇸

Original

English
🇨🇳

Translation

Chinese

Research

研究

Search and browse intelligence from the Expert System API. The system ingests public company earnings transcripts, tech blogs, X posts, podcast transcripts, economics analysis, and business strategy content, then processes it into atomic takeaways and synthesized research insights.
搜索并浏览来自Expert System API的情报。该系统会收录上市公司财报电话会议记录、科技博客、X帖子、播客文稿、经济分析以及商业战略内容，随后将其处理为独立要点与综合研究见解。

Rules

规则

  • Always cite sources. Every claim backed by Expert System data must include the source name and a direct link from the takeaway or document metadata. Never present retrieved information without attribution.
  • If the API returns an error or empty results, tell the user plainly rather than guessing.
  • If no API key is configured, tell the user they need an API key to use Expert System and can get one at expert-system.starmode.dev/account/api-keys. Do not attempt the request without a key.
  • If the API returns a 401, the key may be invalid or expired. Direct the user to expert-system.starmode.dev/account/api-keys to check or regenerate their key.
  • Cross-reference with other skills. If the user's question would benefit from financial or macroeconomic data, use the 
    financials
    or 
    macro
    skills alongside this one.
  • 始终标注来源：所有由Expert System数据支撑的结论必须包含来源名称，以及来自要点或文档元数据的直接链接。绝不能在未注明出处的情况下呈现检索到的信息。
  • 若API返回错误或空结果：直接告知用户，切勿猜测内容。
  • 若未配置API密钥：告知用户需要API密钥才能使用Expert System，可前往expert-system.starmode.dev/account/api-keys获取。无密钥时请勿发起请求。
  • 若API返回401错误：密钥可能无效或已过期。引导用户前往expert-system.starmode.dev/account/api-keys检查或重新生成密钥。
  • 与其他技能交叉引用：若用户的问题需要金融或宏观经济数据，可搭配使用
    financials
    或
    macro
    技能。

Authentication

认证

All requests require a Bearer token. Get an API key at: https://expert-system.starmode.dev/account/api-keys
Claude Code plugin users: Your API key is configured automatically when you enable the plugin. The key is available as 
${user_config.api_key}
.
All other agents: Set the 
EXPERT_SYSTEM_API_KEY
environment variable in your shell profile or 
.env
file.
Include on all requests: 
Authorization: Bearer <api_key>
所有请求均需要Bearer令牌。可在以下地址获取API密钥：https://expert-system.starmode.dev/account/api-keys
Claude Code插件用户：启用插件时会自动配置API密钥，密钥可通过
${user_config.api_key}
获取。
所有其他Agent：在shell配置文件或
.env
文件中设置
EXPERT_SYSTEM_API_KEY
环境变量。
所有请求需包含：
Authorization: Bearer <api_key>

Workflows

工作流

Ad-hoc Research

临时研究

When the user asks about a specific topic, company, technology, or event:
  1. Search — 
    GET /takeaways/search
    with a natural-language query. Use 
    recent=true
    to favor newer content. Returns titles, summaries, and IDs.
  2. Read takeaways — 
    GET /takeaways?ids=...
    to get full text, references, and document URLs.
  3. Read sources (if needed) — 
    GET /documents?ids=...
    for the full source text.
当用户询问特定话题、公司、技术或事件时：
  1. 搜索 — 调用
    GET /takeaways/search
    接口，传入自然语言查询词。设置
    recent=true
    以优先返回最新内容。接口返回标题、摘要及ID。
  2. 读取要点 — 调用
    GET /takeaways?ids=...
    接口获取完整文本、参考资料及文档URL。
  3. 读取源文档（若需要） — 调用
    GET /documents?ids=...
    接口获取源文档完整内容。

News Briefing

新闻简报

When browsing for what's new or running as a recurring job:
  1. Research insights — 
    GET /research
    for AI-synthesized insights (highest signal).
  2. Recent takeaways — 
    GET /takeaways/recent
    for the latest raw takeaways.
  3. Drill down — Fetch by ID to go deeper on anything interesting.
当浏览最新内容或执行周期性任务时：
  1. 研究见解 — 调用
    GET /research
    接口获取AI生成的综合见解（最高信息价值）。
  2. 近期要点 — 调用
    GET /takeaways/recent
    接口获取最新的原始要点。
  3. 深入挖掘 — 通过ID获取内容，对感兴趣的主题进行深入了解。

API Reference

API参考

Base URL: 
https://expert-system.starmode.dev/api/v1
基础URL：
https://expert-system.starmode.dev/api/v1

Semantic Search — 
GET /takeaways/search

语义搜索 — 
GET /takeaways/search

ParamRequiredDefaultNotes
query
yes—Natural-language search string
limit
no10Max 100
recent
no—
true
for time-weighted reranking
参数是否必填默认值说明
query
是—自然语言搜索字符串
limit
否10最大值100
recent
否—设置为
true
时按时间权重重新排序

Takeaways by ID — 
GET /takeaways

通过ID获取要点 — 
GET /takeaways

ParamRequiredNotes
ids
yesComma-separated IDs, max 50
参数是否必填说明
ids
是逗号分隔的ID列表，最多50个

Recent Takeaways — 
GET /takeaways/recent

近期要点 — 
GET /takeaways/recent

ParamRequiredDefaultNotes
limit
no10Max 100
参数是否必填默认值说明
limit
否10最大值100

Documents by ID — 
GET /documents

通过ID获取文档 — 
GET /documents

ParamRequiredNotes
ids
yesComma-separated IDs, max 50
参数是否必填说明
ids
是逗号分隔的ID列表，最多50个

Research Insights — 
GET /research

研究见解 — 
GET /research

ParamRequiredDefaultNotes
limit
no4Max 100
date
no—Filter to single day (YYYY-MM-DD)
cursor
no—Pagination cursor from previous response
参数是否必填默认值说明
limit
否4最大值100
date
否—按单日筛选（格式：YYYY-MM-DD）
cursor
否—来自上一次响应的分页游标

Output

输出

All endpoints return JSON. Parse and format results clearly for the user's question.
所有接口均返回JSON格式数据。需解析结果并根据用户的问题清晰格式化输出。