Active system

ThothTerminal

A local-first research terminal for heterogeneous sources, canonical storage, structured analysis, and report-grade outputs. Thoth is built for people who need companies, supply chains, transcripts, and research artifacts to stay coherent as the corpus grows.

What ThothTerminal is already doing.

The product has moved well past a generic research dashboard. The repo now points to a deliberately structured terminal with ingestion, triage, transcripts, earnings, report work, and MCP exposure as part of one system.

Core system

One canonical research store

ThothTerminal centers the work on a canonical SQLite system of record rather than on scattered caches, duplicate databases, or prompt-only memory.

Operator surface

Web, desktop, MCP, and Discord

The same research system is exposed through the browser, a desktop shell, MCP tools, exports, and optional Discord workflows instead of fragmenting into unrelated interfaces.

Domain coverage

Companies, earnings, transcripts, supply chains

The current UI includes company pages, earnings views, transcript lookup, currency normalization, datasets, and supply-chain graph work.

Research output

Report-grade exports

The roadmap increasingly treats the research report as the canonical output surface, with versioned reports, knowledge assets, export history, and freshness review.

Why the architecture matters.

The strongest part of the ThothTerminal materials is not a slogan but the operating doctrine: one durable core, structured state, headless workflows where possible, and research outputs that can be audited instead of merely admired.

Local-first

Cheap enough to stay on

The design bias is toward a serious always-on terminal with bounded polling, explicit schemas, and low idle cost rather than heavyweight infrastructure.

Deterministic rails

Shared business logic over forks

Web, desktop, automation, and MCP surfaces are supposed to reuse the same logic and data contracts, so the system does not drift by interface.

Institutional direction

More than a dashboard

The long-term target described in the roadmap is an institutional intelligence system that can build and continuously refresh investment-grade views of companies, programs, and bottlenecks.