# Weaviate

::::card-grid
:::card{title="Concepts" href="/guides/weaviate-concepts"}
Foundational concepts and architecture principles behind Weaviate's vector search and AI database capabilities.
:::

:::card{title="ResNet Image Vectorizer" href="/guides/weaviate-modules-img2vec-neural"}
:::

:::card{title="Example use cases and demos" href="/guides/weaviate-more-resources-example-use-cases"}
:::

:::card{title="More resources" href="/guides/weaviate-more-resources"}
:::

:::card{title="Index types and performance" href="/guides/weaviate-more-resources-performance"}
:::

:::card{title="How to write great bug reports" href="/guides/weaviate-more-resources-write-great-bug-reports"}
:::

:::card{title="Modules - an introduction" href="/guides/weaviate-tutorials-modules"}
Learn about Weaviate modules and enhance your data solutions with specialized features.
:::

:::card{title="Imports - Vector provision options" href="/guides/weaviate-tutorials-vector-provision-options"}
Explore vector provisioning options in Weaviate to tailor your data setup.
:::

:::card{title="Wikipedia with custom vectors" href="/guides/weaviate-tutorials-wikipedia"}
Learn to use Wikipedia with Weaviate for enriched data sources and insights.
:::
::::

## Related pages

- [Agents](./agents-index.md)
- [AI-assisted Weaviate code generation](./ai-assisted-vibe-coding-index.md)
- [APIs](./apis-index.md)
- [Authorization and authentication](./authorization-and-authentication-index.md)
- [Benchmarks](./benchmarks-index.md)
- [Best practices](./best-practices-index.md)
- [Client libraries](./clients-index.md)
- [Client Libraries / SDKs](./client-libraries-index.md)
- [Cloud](./cloud-index.md)
- [Cloud account management](./cloud-account-management-index.md)

# Agent Instructions

This portal answers questions programmatically. To receive a synthesized,
source-cited answer instead of crawling page by page, append the `?ask=`
query parameter to any page URL on this site:

    /guides/quickstart?ask=how+do+I+authenticate

Optional parameters:

- `&goal=<what-you-are-trying-to-do>` steers the answer toward your
  objective (e.g. `&goal=write+a+python+client`).
- `&version=<label>` scopes the answer to a mounted version when the
  portal publishes more than one.

The response is `text/markdown`: the answer followed by a `# Sources` list
of the portal pages it was grounded in. Status codes are the contract:

- `200` — the answer; `402` — the portal owner’s plan or answer credits are
  exhausted (surface this to your operator; do NOT retry); `429` — you are
  rate-limited; back off for the `Retry-After` seconds; `503` — the answer
  lane is temporarily unavailable; fall back to crawling the `.md` pages.

For the full corpus map read `llms.txt` at the site root; for the tool
surface (search + page fetch as MCP tools) see `/mcp`.