Platform guide

What an AI-agent distribution platform should do

Agent distribution is the operational loop between verified product facts, the public sources agents consult, and repeatable evidence of what those agents returned.

01

Separate the control plane from each channel

A registry stores standardized metadata. A marketplace may add search, ratings, installation, or hosting. A repository proves code and release history. A distribution platform should coordinate evidence across those surfaces without pretending to own them.

The core record is a canonical fact ledger: product name, URL, jobs, live interfaces, repository, packages, and verification evidence. Channel drafts should be derived from that ledger and shown to the owner before publication.

02

Prioritize observed opportunities

A long checklist treats every directory as equally important. An observed-source workflow first runs target prompts, groups the sources providers consult, checks whether the product is present, and recommends the shortest truthful action.

If a listing exists but generic queries do not return it, improve supported metadata or verify directory search?not resubmit it. If it does not exist, give the owner a bounded submission prompt and exact verification target.

03

Close the loop with evidence

After an approved change, rerun the same controls and retain the result. Show which provider searched, which query surfaced the source, whether the product was included, and whether the answer mentioned or recommended it.

Technical readiness, directory publication, retrieval, recommendation, and invocation are adjacent but non-interchangeable outcomes. A platform should preserve those boundaries.

Verification layer

Primary sources

These links support the definitions and product facts above. They do not constitute independent endorsement.

Primary source ↗

Deploy to Agents public product facts

Machine-readable product facts, public surfaces, limitations, and verification links.

https://deploytoagents.com/llms.txt
Primary source ↗

Official MCP Registry: About

Primary documentation for the Registry's public metadata and downstream discovery role.

https://modelcontextprotocol.io/registry/about
Primary source ↗

OpenAI web-search response events

Primary reference for retaining search queries, opened pages, and consulted source URLs.

https://platform.openai.com/docs/api-reference/responses-streaming/response/refusal/delta?lang=curl
Measure before you claim

See what agents can observe today.

Start from one public URL. Keep technical readiness, retrieval, recommendation, and invocation as separate evidence.

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