# Protoperfect (protoperfect.io)

Builds client brands and products while publishing research on how AI agents should be granted authority.

- Atlas card: https://inite.ai/en/atlas/protoperfect.io
- Site: https://protoperfect.io
- For: Clients commissioning brand, product or system design, and teams studying supervised AI agents with authority controls.
- Categories: sales
- Use 0/100 · alive 100/100

## Used for

- review AI-proposed design edits before they are applied
- find where personal information is exposed online
- set rules for what an agent remembers as fact

## Price

Not read yet.

## For developers

- OpenAPI: https://protoperfect.io/openapi.json (3 paths)
- MCP server: io.protoperfect/labs (namespace; open on 2026-10-27, 4 tools)
- Read 2026-10-27

## MCP server, measured daily

Server: https://protoperfect.io/api/mcp, checked every day since 2026-10-27 (6 checks).

- Answered: measuring, 6 daily checks so far
- Median first answer: 664 ms
- Sign-in: none
- Context its tool definitions take: about 403 tokens (4 tools)
- Tool definitions: A, 96/100
- Failing "params_described": 1 of 4 tools
- Method: https://inite.ai/en/atlas/mcp/report

## Your data

- Certifications stated: none
- Training on your data: no (https://protoperfect.io/privacy)
- Read 2026-10-27

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Source: INITE Atlas, https://inite.ai/en/atlas/protoperfect.io. JSON: https://inite.ai/api/atlas/protoperfect.io. MCP: https://inite.ai/api/mcp (atlas_lookup).