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what is jig fr?

luyi14-bits/jig — explained in plain English

Analysis updated 2026-05-18

87PythonAudience · developerComplexity · 4/5LicenseSetup · moderate

tl;dr

Jig is an alpha-stage Python framework for orchestrating teams of AI agents, built around DeepSeek models with a pre-execution safety check on every tool call.

vibe map

mindmap
  root((jig))
    What it does
      Multi agent orchestration
      Pre execution tool checks
      Graph based workflows
      Streaming responses
    Tech stack
      Python
      DeepSeek
      OpenAI
      FastAPI
    Use cases
      Coding pipelines
      Code review agents
      Security review
      Custom agent creation
    Audience
      Developers
      AI framework builders

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what do people make with this?

VIBE 1

Build a pipeline of specialized AI agents, such as coding, code review, and security review, that hand work off to each other.

VIBE 2

Add a safety check that intercepts and validates every tool call an agent tries to make before it executes.

VIBE 3

Define a custom agent role in a SKILL.md file and have it load automatically into the framework.

VIBE 4

Route simple steps to a cheaper model and complex steps to a stronger one to control API costs.

what's the stack?

PythonDeepSeekOpenAIFastAPI

how it stacks up fr

luyi14-bits/jigamazon-science/cyber-zeropatdolitse/piia-engram
Stars878787
LanguagePythonPythonPython
Setup difficultymoderatehardeasy
Complexity4/54/52/5
Audiencedeveloperresearcherdeveloper

Figures from each repo's GitHub metadata at analysis time.

how do i run it?

Difficulty · moderate time til it works · 30min

Requires a DeepSeek or OpenAI API key and is still alpha software, so expect rough edges.

Permissive open-source license, free to use, modify, and distribute including for commercial purposes.

in plain english

Jig is a Python framework for building and coordinating multiple AI agents that work together on a task. It is written specifically with DeepSeek's models in mind, though it also supports OpenAI and can be extended to other providers. The project is in an early alpha stage (version 0.5.0), so the README is upfront that it is not yet meant for production use. The core idea is a safety layer called ToolGuard, which checks every tool call an agent wants to make before it actually runs, rather than after. Jig also includes a four-layer memory system, a graph-based way to arrange how agents pass work to each other, and support for streaming responses back to the user as they are generated. A cost-aware router picks cheaper or faster models for simpler steps to help manage spending. Out of the box, Jig comes with twelve preset agents covering roles like project management, coding, code review, test-driven development, security review, and DevOps, each defined through a markdown file called SKILL.md. You can use these as they are, edit them, or write your own agent by creating a new SKILL.md file that describes the agent's role, its step-by-step workflow, and any rules it should follow. Once added to the skills folder, Jig picks the new agent up automatically. Getting started involves installing the package with pip, setting an API key as an environment variable, and calling a Python function with the task you want done. The dispatcher then routes that request through the appropriate agents. The project ships with documentation covering a technical whitepaper, a user guide for the command line and FastAPI server, and a comparison against other agent frameworks like LangGraph and CrewAI. It includes 117 automated tests. The license is MIT.

prompts (copy fr)

prompt 1
Write a SKILL.md file for a Jig agent that reviews Python pull requests for security issues.
prompt 2
Show me how to install Jig and run a first pipeline that reviews code changes in a src/ folder.
prompt 3
Explain how Jig's ToolGuard intercepts tool calls before execution and how I'd configure it.
prompt 4
How do I set up Jig with DeepSeek as the model provider and configure the API key?

Frequently asked questions

what is jig fr?

Jig is an alpha-stage Python framework for orchestrating teams of AI agents, built around DeepSeek models with a pre-execution safety check on every tool call.

What language is jig written in?

Mainly Python. The stack also includes Python, DeepSeek, OpenAI.

What license does jig use?

Permissive open-source license, free to use, modify, and distribute including for commercial purposes.

How hard is jig to set up?

Setup difficulty is rated moderate, with roughly 30min to a first successful run.

Who is jig for?

Mainly developer.

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