AI agent tools for multimodal
Short answer: Our top pick for multimodal: AnythingLLM, with the highest AgentPick Score (92/100) among tools tagged "multimodal". Runners-up: pyod (81) and UI-TARS-desktop (80). Compare what each does, its license and how recently it was updated below.
| # | Tool | What it does | Score | Stars | License | Updated |
|---|---|---|---|---|---|---|
| #1 | AnythingLLM | Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience | 92/100 | ★ 67k | MIT | 14 Oct 2026 |
| #2 | pyod | A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. 60+ detectors, benchmark-backed ADEngine orche… | 81/100 | ★ 10k | BSD-2-Clause | 12 Oct 2026 |
| #3 | UI-TARS-desktop | The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra | 80/100 | ★ 39k | Apache-2.0 | 9 Oct 2026 |
| #4 | ai | 🤖 Type-safe, provider-agnostic TypeScript AI SDK for streaming chat, tool calling, agents, and multimodal apps across OpenAI, Anthropic, Gemini, Reac… | 77/100 | ★ 3.2k | MIT | 14 Oct 2026 |
| #5 | DataDesigner | 🎨 NeMo Data Designer: Generate high-quality synthetic data from scratch or from seed data. | 74/100 | ★ 2.3k | Apache-2.0 | 14 Oct 2026 |
| #6 | datachain | The Context Layer for unstructured data: typed, versioned datasets over S3, GCS, Azure | 73/100 | ★ 2.8k | Apache-2.0 | 14 Oct 2026 |
| #7 | claude-real-video | Let Claude (or any LLM) actually watch a video — scene-aware, deduplicated frames + transcript, from a URL or local file. Runs locally, MIT. | 69/100 | ★ 2.2k | MIT | 8 Oct 2026 |
| #8 | UltraRAG | A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines | 67/100 | ★ 5.7k | Apache-2.0 | 14 Oct 2026 |
| #9 | claude-video-vision | Give Claude the ability to watch and understand videos — Claude Code plugin with frame extraction and multimodal audio analysis | 65/100 | ★ 1.4k | MIT | 14 Oct 2026 |
| #10 | SimpleMem | [ICML'26] SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal | 46/100 | ★ 3.8k | MIT | 24 Jul 2026 |
| #11 | second-brain | Second Brain is an agentic framework that acts as an operating system, using local file intelligence, workflow automation, and LLMs to complete tasks … | 34/100 | ★ 670 | MIT | 26 Sept 2026 |
Source: each project's public GitHub repository (description, stars, license, last push). Listed tools aren't tested or ranked by AgentPick.
How to choose
- Grant the narrowest permissions the server allows.
- Check whether it runs locally or calls a remote service.
- Prefer servers listed in the official MCP registry.
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