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ΞXPERT-SYSTΞM

Every earnings call, blog, and podcast, indexed by insight, not by keyword.

The most effective research system available for AI agents

AI, markets, and technology are moving faster than any person can track. Don't burn your agent's context window searching the open web. Expert System continuously processes hundreds of earnings calls, technical blogs, podcasts, and expert commentary, so your agent stays current and finds the right insight in one query, not ten pages.

Hundreds of sources. Thousands of takeaways.

Sources like earnings transcripts, tech blogs, podcasts, and expert commentary flow into Expert System and become searchable atomic takeaways

Progressive disclosure for industry research

1

Search takeaways

Semantic search across thousands of pre-extracted insights. Each result is 2-3 sentences, enough to decide if it's relevant without burning context.

GET /api/v1/takeaways/search
  ?query=AI+infrastructure+spending

→ 3 results, ~200 tokens total
2

Drill into sources

Found something relevant? Pull the full earnings transcript, blog post, or research note with metadata and provenance.

GET /api/v1/documents
  ?ids=doc_xyz789

→ Full article text + source link
3

Query structured data

Ask natural language questions about macroeconomic indicators or company financials. Get clean JSON back, no scraping, no parsing.

POST /api/v1/query/macro
  {"query": "Current GDP growth"}

→ Structured FRED data

Get started in 30 seconds

1

Get an API key

Create a free account and generate your key.

Get API key
2

Install the skill

Claude Code

/plugin install github://starmode-base/expert-system-plugin

Any agent (Cursor, Copilot, Cline, Codex)

npx skills add starmode-base/expert-system-plugin

Works with any agent that supports the Agent Skills standard. Or use the API directly.