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Starglass / Plugin

Keep the research
behind the answer.

Your AI account does the thinking. Starglass brings selected primary-source APIs and a careful research workflow into that session.

Starglass

Research from the record.

Starglass PluginPrivate pilot · invite-only

Your AI account. Primary sources within reach.

A research workflow for your own AI account, with selected public-record APIs and citation details wired in. Work through the evidence in your host session.

Target pilot price

$49per user / month

Pilot price hypothesis. Your AI subscription is separate; final pricing follows measured use.

Access is granted one person at a time during the private pilot. This plan is not available to purchase, and no directory listing is approved yet.

The workflow

A question becomes
a working record.

Frame the question, retrieve the record and test what the evidence supports. Your host keeps the conversation.

  1. 01

    Frame the question

    Agree on the scope in your AI account. Identify the records and facts that would answer the question.

  2. 02

    Work from the record

    Search a selected public-record system, then retrieve the record with citation details. Check dates and entity identifiers before drawing conclusions.

  3. 03

    Test the conclusion

    Look for conflicting evidence. Keep supported findings, open questions and next steps in your host session.

An honest preview

What is ready, and what comes next.

Live in the private pilot

Live for the private pilot at aculeus.ai/api/mcp. In operator testing on 2 October 2026, both supported AI hosts signed in, listed sources, searched a public registry, fetched a record with its citation receipt, and were refused after their connection was revoked.

The pilot workflow

Go to the primary record

Target selected official sources for contracts, corporate filings, legislation and other public records.

Keep the evidence in view

Read source text with a public URL, retrieval time, line locators and a representation hash.

Continue in your host

Keep the question, evidence ledger and next steps in your own host session. No Starglass research workspace is required.

Before wider access

Access is granted one person at a time. Directory listings are not approved yet, automatic sign-in renewal is still being verified, and pricing waits on measured service costs.

Your account, your limits

Your host account supplies the reasoning and manages session history. Starglass supplies bounded official-source acquisition, with no paid model, search or browser fallback. Source operations have a fixed allowance and no automatic overage. Your host's own usage limits still apply.

The existing hosted research plans remain available through a separate plan conversation.