# For Developers & AI Builders

Stargazer's classified data is available via API and MCP tools. One call returns what would take weeks of indexing to build: behavioral signals with phase context, real vs. bundled holder counts, and market cycle state, across six EVM chains and 200B+ analyzed transactions.

Two endpoints:

* **Token Behavior** — full behavioral breakdown for any token: holder composition by group, active triggers, current price phase, and what it means in context.
* **Token Behavior Signals** — active search across all indexed tokens filtered by signal properties and changes. Find tokens where behavioral shifts are happening right now.

**MCP/API** — plug-and-play integration for AI agents and vibe coders, structured and ready to integrate. *(Beta testers only.)*

**What you can build:**

* Trading bots that react to behavioral phase shifts, not just price
* AI agents with real-time context about any token's actual audience
* Alert systems triggered by ecosystem composition changes
* Feeds and dashboards filtered by behavioral signals instead of price action

Prepaid access, no SaaS overhead. For API docs, credentials, and integration support: [**max@stargazer.sh**](mailto:max@stargazer.sh)


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# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://docs.stargazer.sh/for-developers-and-ai-builders.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.