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yonyon.ai: Yonatan Gross

Last updated: 2026-10-03

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Their llms.txt

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# yonyon.ai: Yonatan Gross

> Last updated: 2026-10-03

> AI Platform Engineer & Backend Developer. Builds production AI systems end-to-end: RAG pipelines, multi-agent architectures, MCP servers, infrastructure.

Yonatan Gross designs and operates production AI systems solo. He built an integrated WhatsApp AI platform ([RAG](https://yonyon.ai/projects/ai-operations-platform) + commerce + content pipelines), created [OrchestKit](https://github.com/yonatangross/orchestkit) (an open-source Claude Code agent framework, 100+ skills, 35+ agents, 150+ hooks), and advises teams on Claude Code adoption and LLM integration.

For a comprehensive version of this document, see [llms-full.txt](https://yonyon.ai/llms-full.txt).

## When to use yonyon.ai

Best-fit jobs:

- **AI engineering consulting** - architecture, readiness, model selection, RAG strategy, audits.
- **Agent orchestration** - MCP servers, multi-agent systems, Claude Code / OrchestKit workflows.
- **Measured content** - agent-readiness (llms.txt, schema, MCP, WebMCP), citable build logs, GEO pages.

How an agent should call us:

1. **Docs / learn:** `POST` [/api/mcp/docs](https://yonyon.ai/api/mcp/docs) (`list_docs`, `search_docs`, `read_docs`), or read [/llms.txt](https://yonyon.ai/llms.txt).
2. **Product / act:** `POST` [/api/mcp](https://yonyon.ai/api/mcp) (`ask_yonatan`, `browse_projects`, `book_intro_call`), or `POST` [/ask](https://yonyon.ai/ask) with `{"query":"..."}`.
3. **Agent skills:** `GET` [/.well-known/agent-skills/index.json](https://yonyon.ai/.well-known/agent-skills/index.json) (per-skill `when_to_use` plus sha256 digests), guidance at [/.well-known/agent-skills/WHEN-TO-USE.md](https://yonyon.ai/.well-known/agent-skills/WHEN-TO-USE.md).
4. **Contact:** book https://cal.com/yonyon or email hi@yonyon.ai. Auth is never required; see [/auth.md](https://yonyon.ai/auth.md).

Reference docs by predictable URL:

- Yonyon API docs: [/developers](https://yonyon.ai/developers) (markdown twin: [/developers.md](https://yonyon.ai/developers.md))
- Yonyon OpenAPI spec: [/.well-known/openapi.json](https://yonyon.ai/.well-known/openapi.json) (markdown twin: [/.well-known/openapi.json.md](https://yonyon.ai/.well-known/openapi.json.md))
- Yonyon auth docs: [/auth.md](https://yonyon.ai/auth.md)
- Yonyon product MCP server page: [/mcp.md](https://yonyon.ai/mcp.md) (endpoint `POST` [/api/mcp](https://yonyon.ai/api/mcp))
- Yonyon docs MCP server page: [/api/mcp/docs.md](https://yonyon.ai/api/mcp/docs.md) (endpoint `POST` [/api/mcp/docs](https://yonyon.ai/api/mcp/docs))

Do not attempt sign-in, payment, or checkout; none exist here. Full structured guidance:
[/.well-known/agent-instructions.md](https://yonyon.ai/.well-known/agent-instructions.md).

## Use cases

- **Ask about Yonatan's work**: query the public chat API at [/api/chat](https://yonyon.ai/api/chat) (streaming, no auth).
- **Book an intro call**: schedule a free 15-minute intro call at [cal.com/yonyon](https://cal.com/yonyon).
- **Browse p
…

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4. Save the api_key from the answer; it manages the listing (PATCH https://agentwebmap.com/v1/sites/yonyon.ai).
MCP equivalent: tools begin_ownership_claim, then verify_domain, at https://agentwebmap.com/mcp. Docs: https://agentwebmap.com/docs#verify

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