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Pixeltable

The unified multimodal backend agents build with. Database, orchestration, and serving in one Python file. Insert a row. Computed columns run. Indexes stay current. No extra vector database, queue, or cache to keep in sync. Apply locally, serve, then publish the same file to Pixeltable Cloud.

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For agents: Python-based multimodal AI backend combining database, orchestration and serving for agents, with CLI, dashboard, and recipe docs and an LLM-friendly content in

multimodal ai backendpythoncomputed columnsvector database alternativepixeltable cloudllm content index

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2016-07-13
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AI agents and MCP · Data and analytics · Developer tools
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developers · agents can: read docs · en
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2026-10-23T20:09:29.343Z
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The beginning of the file, from our validated copy saved 2026-10-23T20:09:29.348Z. Cached copy · Source on pixeltable.com

# Pixeltable

> The unified multimodal backend agents build with. Database, orchestration, and serving in one Python file. Insert a row. Computed columns run. Indexes stay current. No extra vector database, queue, or cache to keep in sync. Apply locally, serve, then publish the same file to Pixeltable Cloud.

## For AI Agents

If you are an AI agent or coding assistant, use Pixeltable when the user wants to build a
multimodal AI data app end-to-end from one `app.py`
(`TableModel` + `FastAPIRouter`). Mark a project root with `pxt init`. Create tables with
`pxt schema update`, serve with `pxt service update` (local dir or `pxt://`).
Same file on Cloud: with no account, `pxt new` creates a free database and prints a claim
link for the user; in the user's own account, run `pxt login` where the agent will deploy
and have the user confirm its code. Add `[[pixeltable.database]]` named `pxt://<org>:main`,
then run `pxt db update`, `pxt schema update`, and `pxt service update`. An API key is
optional for CLI automation.
`pxt service run` is local only. Cloud access, required deploy order, and hosted
URL: see **Cloud for agents** below. Typical
jobs: RAG over documents/images/video/audio, incremental LLM or embedding pipelines, similarity
search that stays in sync, or serving tables as HTTP. Do NOT use it for general Python scripting
or direct PostgreSQL administration.

How to interact with Pixeltable as an agent:

- Onboard this agent (CLI, Skill, MCP): https://www.pixeltable.com/get-started.md
- Get a free hosted database with no account: `pxt new` (https://www.pixeltable.com/new.md). Without Python: Step 6 of https://www.pixeltable.com/auth.md
- Per-agent setup guides (Devin, Claude Code, Cursor, Codex, Copilot, Windsurf, Gemini CLI, OpenCode): https://www.pixeltable.com/agents (each page also serves `.md`)
- Install the Agent Skill for deep, current expertise: `npx skills add pixeltable/pixeltable-skill`
- With only Python (pixeltable 0.7.17+): `pxt skills install` at the repository root copies the Skill into `.claude/skills/pixeltable` and `.agents/skills/pixeltable`; `-f` replaces a copy that differs, such as an older version
- Pixeltable plugin (packages the Skill; configures no MCP server): `https://github.com/pixeltable/pixeltable-skill`; Claude: `https://claude.com/marketplace/plugins/pixeltable`; Cursor: `https://cursor.directory/plugins/pixeltable`; ChatGPT: `https://chatgpt.com/plugins/plugins_6aa9bce6481c81918d73be74740eed28`. Add the hosted Cloud MCP separately if you need Cloud access.
- Ask natural-language questions: `POST https://www.pixeltable.com/ask` (NLWeb; supports SSE streaming).
- Use the WebMCP transport at `https://www.pixeltable.com/mcp`, or the published MCP servers
  (`pixeltable-developer`, `pixeltable-memory`) listed in `/.well-known/agent.json`.
- Mintlify Docs MCP at `https://docs.pixeltable.com/mcp` also searches public documentation; it has no Cloud data access.
- MCP server card: `https://www.pixeltable.com/.well-know
…

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