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task-orchestrator
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task-orchestrator

Active·★ 209·MIT·Updated 2026-10-22

Task Orchestrator is an AI coding assistant orchestration framework designed to prevent context pollution and token exhaustion. It enables AI to work on complex projects by implementing persistent memory, summary-based handoffs, and sub-agent isolation, achieving significant token reduction and instant session resumes.

task-orchestrator sits in the RAG / Knowledge Base category, so it is usually better judged by workflow fit, deployment style, and team needs than by isolated features alone. Based on the available metadata, it leans most clearly toward Persistent Memory. A representative use case is Managing long-running AI agent tasks.. The listed license is MIT. GitHub stars are currently 209. Relevant tags include AI Orchestration, Context Management.

This write-up is based on the project's README and public repository data. We have not hand-tested the tool.

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Guides
#AI Orchestration#Context Management#Token Efficiency#AI Agents#Workflow Automation#Task Management#Persistent Memory#Dependency Management
$ Install
$ docker pull ghcr.io/jpicklyk/task-orchestrator:latest
↗ Visit site★ GitHub
01

Features

01Persistent Memory
02Token Efficiency
03Hierarchical WorkItems
04Note Schemas
05Role-Based Workflow
02

Why choose it

+Persistent Memory
+Token Efficiency
+Managing long-running AI agent tasks.
+Supports 5 platforms or runtime environments.
03

Trade-offs

!The final decision should still be made through side-by-side comparison with similar tools.
04

Compatibility

Docker
Container Runtime
Verified via docs
Claude Code
AI Client
Verified via docs
MCP Protocol
Protocol
Verified via docs
Kotlin
Language
Verified via docs
SQLite
Database
Verified via docs
05

Quick start

1
$ docker pull ghcr.io/jpicklyk/task-orchestrator:latest
06

Use cases

↳Managing long-running AI agent tasks.
↳Preventing AI context window exhaustion.
↳Building complex software projects with AI.
↳Coordinating AI sub-agents.
↳Ensuring AI remembers project state across sessions.
07

Alternatives

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jpicklyk /
task-orchestrator
↗

A light touch MCP task orchestration server for AI agents. Persistent project tracking and context storage across sessions. Defines planning floors through composable templates. Coordinates multi-agent execution without prescribing how agents do their work.

209MIT
Last commit1d ago
StatusActive
CategoryRAG / Knowledge Base
Links
Documentation↗Discussion↗Issues↗Releases↗
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