source-first

Local-first research-agent workflows for defensible formal research outputs, with source-first gates, bounded routing, skill receipts, and delivery guards.

If you can read ~100 lines of python, you understand agents

Reader-first source intelligence and MCP server for YouTube, Bilibili, RSSHub, and RSS, with grounded search, published reader docs, public CLI/TypeScript SDK surfaces, and plugin-grade builder bundles.

Public AoA connector skeleton for local, provenance-aware XDA search, graph, claim, and answer evidence.

Public AoA connector skeleton for local Stack Overflow search, graph, claim, and answer evidence.

Derived knowledge substrate for AoA: source-linked graph and retrieval projections that preserve provenance without replacing source truth.

Source-linked audits of KPI and non-GAAP metric comparability across reporting periods.

Make your existing information usable. Skills and offline tools for source-first, evidence-based answers.