# Walnai LLC (walnai.com)

Consults on and builds AI adoption across websites, marketing, operations and data, including walnbot, which turns site content into a knowledge base for AI assistants.

- Atlas card: https://inite.ai/en/atlas/walnai.com
- Site: https://walnai.com
- For: organizations across industries adopting AI in websites, marketing, operations, data or finance
- Categories: dev
- Use 0/100 · alive 100/100

## Used for

- make a website answer visitor questions with a chat assistant
- publish business content so AI assistants can cite it
- connect AI tools to existing software and platforms

## Price

Not read yet.

## For developers

- API docs: https://walnai.com/developers
- MCP server: com.walnai/website (namespace; open on 2026-10-21, 16 tools)
- Read 2026-10-21

## MCP server, measured daily

Server: https://walnai.com/mcp, checked every day since 2026-10-21 (13 checks).

- Answered: 100% of daily checks
- Median first answer: 219 ms
- Sign-in: none
- Context its tool definitions take: about 2207 tokens (16 tools)
- Tool definitions: B, 83/100
- Failing "annotations": 16 of 16 tools
- Method: https://inite.ai/en/atlas/mcp/report

## Your data

- Certifications stated: none
- Read 2026-10-21

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