AgentIndex icon
AgentIndex
ToolsMCP ServersHOTCategoriesTrendingNewBest ListsCompareGuides
Submit Tool
ToolsMCP ServersHOTCategoriesTrendingNewBest ListsCompare
Home/
Multi-Agent/
pydantic-deepagents
pydantic-deepagents logo

pydantic-deepagents

Active·★ 1.1k·MIT·Updated 2026-10-20
★ Trending

pydantic-deep is a deep-agent framework built on pydantic-ai, with planning, filesystem and subagent capabilities. Its features, as listed in the README, are multiple backends (in-memory StateBackend, LocalBackend, DockerSandbox and CompositeBackend), toolsets for todos, console, subagents and skills, file uploads, a skills system with markdown prompts, structured output through Pydantic models, automatic conversation summarization, human-in-the-loop confirmation and streaming.

The project is modular: backends come from the separate `pydantic-ai-backend` package and the todo toolset from `pydantic-ai-todo`, both usable with any pydantic-ai agent. Install with `pip install pydantic-deep` (add the `[sandbox]` extra for Docker sandboxes). The quick start creates an agent with `create_deep_agent()`, builds dependencies with `create_default_deps(backend)` and runs `agent.run(...)`; further examples cover `output_type` for structured results, `run_with_files()` for uploads and a summarization processor that triggers at a token threshold such as 100k and keeps the last 20 messages.

© 2026 AgentIndex.app|Built by a 10-year iOS Developer.
Best by use caseAboutContactAdvertisePrivacy PolicyTerms of UseQYSGitHubBuy me a coffee ☕

Browse by Category

MCP ServersCode AssistantWorkflow AutomationRAG / Knowledge BaseMulti-AgentBrowser AutomationLLM InfraDev ToolingObservability

Not affiliated with Anthropic, OpenAI or Microsoft.

Guides

The README notes that the summarization feature is expected to move into pydantic-ai core and that the project will migrate to it, and it points to a full demo app with a chat interface. The license is MIT and the repository was last pushed on 2026-10-06. This review is based on the README and repository data; we have not run it ourselves.

This write-up is based on the project's README and public repository data. We have not hand-tested the tool. Data as of 2026-10-20.

License
MIT
Latest release
0.3.50 · 2026-10-06
Last commit
2026-10-20
Contributors
17
Forks
140
Open issues and PRs
2
First published
2025-11-29
PyPI package
pydantic-deep 0.3.50 · 46,342 downloads last week

Source: GitHub, npm and PyPI public APIs.

#AI Agents#LLM Framework#Pydantic#Task Planning#Developer Tools#Coding
$ Install
$ pip install pydantic-deep
↗ Visit site★ GitHub
01

Features

01Multiple Backends for state and file management
02Rich Toolsets including Todo, Console, SubAgent, and Skills
03File Uploads for agent processing
04Extensible Skills System with markdown prompts
05Structured Output with type-safe Pydantic models
02

Why choose it

+Planning, subagents, skills and filesystem tools on top of pydantic-ai, with typed Pydantic output
+Several backends from in-memory to a Docker sandbox, available as separate reusable packages
+Automatic conversation summarization and human-in-the-loop confirmation
+`pip install pydantic-deep`, a full demo app and documentation site; MIT
03

Trade-offs

!Tied to the pydantic-ai ecosystem, so it only helps if you already use or accept pydantic-ai
!The README says the summarization feature will move to pydantic-ai core and be migrated, so that API may change
!Last push was 2026-10-06, and the README is a feature tour with few details on limits or evaluation
04

Maintenance check

ActiveChecked: 2026-10-18
Last commit
2026-10-06
Commits, last 90 days
59
Releases, last 90 days
13
Latest release
0.3.50 (2026-10-06)
Open issues
1
Recent issues with at least one comment
4/8
Commits per week, last 12 weeks
Commits per week, last 12 weeks: 3, 0, 0, 0, 0, 0, 0, 0, 0, 22, 0, 0

Oldest week on the left; the latest four weeks are orange. Source: GitHub commit activity.

05

Compatibility

Pydantic-AI
Native Foundation
Verified via docs
Docker
Sandbox Backend
Verified via docs
06

Quick start

1
$ pip install pydantic-deep
07

Use cases

↳Building sophisticated AI agents with advanced planning and sub-agent capabilities.
↳Developing AI applications that require processing user-uploaded files and data.
↳Automating complex workflows with structured output and human-in-the-loop support.
08

Alternatives

⚡Top VS:
VSPocketFlow★11.3k→VSagentic-cursorrules★646→VSconcord-mcp★617→

Comments

Log in to leave a comment

No comments yet. Be the first!

On this page
01Features02Why choose it03Trade-offs04Maintenance check05Compatibility06Quick start

Status rule: archived on GitHub = Archived; last commit within 90 days = Active; 91 to 365 days = Slowing; older = Stale. All figures come from the GitHub API on the date shown.

Most discussed open issues

  • #115 Dependency Dashboard0 comments · 2026-05-24

Issue titles are quoted from GitHub. Open the link to check whether a problem still applies to the version you use.

VS
piyaz
★196
→
PocketFlow logo
PocketFlow★ 11.3k
Pocket Flow: 100-line LLM framework. Let Agents build Agents!
VSCompare→
agentic-cursorrules logo
agentic-cursorrules★ 646
A practical approach to managing multiple AI agents in Cursor through strict file-tree partitioning and domain boundaries.
VSCompare→
concord-mcp logo
concord-mcp★ 617
Live messaging for coding agents
VSCompare→
piyaz logo
piyaz★ 196
The agentic workspace where people and AI coding agents work together on every project.
VSCompare→
CrewAI logo
CrewAI★ 60.0k
Framework for orchestrating role-playing, autonomous AI agents. By working together, your Crew can tackle complex tasks.
VSCompare→
adk-python logo
adk-python★ 22.0k
An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.
VSCompare→
Pydantic AI logo
Pydantic AI★ 20.8k
GenAI Agent Framework, the Pydantic way. A Python agent framework designed for production with type safety at its core.
VSCompare→
voidly-pay logo
voidly-pay★ 10
Off-chain credit ledger + hire marketplace for AI agents. Ed25519-signed envelopes, atomic settlement, hire-and-release escrow. https://voidly.ai/pay
VSCompare→
See all alternatives →
07
Use cases
08Alternatives
vstorm-co /
pydantic-deepagents
↗

MIT deep-agent framework on pydantic-ai with planning, filesystem backends, subagents and skills

1.1k140MIT
Last commit3d ago
StatusActive
CategoryMulti-Agent
Contributors17
Latest release0.3.50
Links
Documentation↗Discussion↗Issues↗Releases↗
Cloud Infrastructure
Ad

Deploy on DigitalOcean

Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.

Claim $200 Free Credit