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jpicklyk/task-orchestrator

Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the server blocks the call if they don't. Works with any MCP-compatible client.

★207STARS
⑂24FORKS
!12ISSUES
🏆#8,298GLOBAL RANK
🔥1DAYS TRENDING
🚀
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Momentum

+10

STARS · LAST 30 DAYS

1

PER DAY

#328

MOST-STARRED Kotlin

Window7 days30 days90 days
Stars gained+7+10+90
Per day111
Forks gained+1+3+10

task-orchestrator gained 10 stars in the last 30 days, about 1 a day, and now has 207. It is about 1 year old and has averaged roughly 207 stars a year. It ranks #328 among Kotlin repositories and #8,298 across all languages on GitHubRepo.

Trending Record

task-orchestrator has maintained a continuous presence across global trending indexes, peaking at #7795. Below is the 30-day activity profile:

💡 Overview

task-orchestrator is an open-source project written in Kotlin: Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the server blocks the call if they don't. Works with any MCP-compatible client.

Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-coding-assistant, ai-development, ai-harness. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Kotlin for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ git clone https://github.com/jpicklyk/task-orchestrator.git
cd task-orchestrator

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

JDK 17+, Kotlin compiler >= 1.9

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

task-orchestrator coordinates its core functionality through a modular Kotlin pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Autonomous AI Agents

Orchestrate intelligent workflows and tool-calling routines with task-orchestrator.

Model Inference & Prompting

Integrate fast, local or cloud-hosted generative AI models directly into production code.

Context Memory & RAG

Augment language models with dynamic vector retrieval and structured project memory.

Developer Productivity

Automate repetitive engineering tasks, code generation, and test creation using AI agents.

🚀 Getting Started

1

Install task-orchestrator using your package manager: `git clone https://github.com/jpicklyk/task-orchestrator.git`

2

Initialize your project workspace or configuration file for task-orchestrator.

3

Import task-orchestrator into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `task-orchestrator --help` to verify successful setup.

👍 Strengths

Active community backing with 207 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in Kotlin for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Kotlin and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

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👥 Who Should Use This

Developers and engineering teams building with Kotlin, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

jpicklyk/task-orchestrator is currently ranked #8,298 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#8,282 yellowbluesky/PixivforMuzei3 Kotlin ★ 208 Compare ↗
#8,282 snowflakedb/snowflake-connector-net C# ★ 208 Compare ↗
#8,282 olabini/paipr Ruby ★ 208 Compare ↗
#8,282 bifrost0x/webssh Python ★ 208 Compare ↗
#8,282 cv-superding/dsh-deepseek-web-login JavaScript ★ 208 Compare ↗
#8,298 jpicklyk/task-orchestrator This Project Kotlin ★ 207
#8,298 human37/open-wispr Swift ★ 207 Compare ↗
#8,298 hamedh/Radio Objective-C ★ 207 Compare ↗
#8,298 bashu/django-secretballot Python ★ 207 Compare ↗
#8,298 ask/python-github2 Python ★ 207 Compare ↗
#8,298 ryantate/rturk Ruby ★ 207 Compare ↗

Frequently Asked Questions

What does task-orchestrator do? +

Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the server blocks the call if they don't. Works with any MCP-compatible client.

What language is task-orchestrator written in? +

The primary language is Kotlin. Topics include: ai-coding-assistant, ai-development, ai-harness, ai-memory, ai-tools.

Is task-orchestrator actively maintained? +

Yes, the last recorded push was on Oct 2, 2026 with 12 open issues being tracked.

How many stars does task-orchestrator have? +

task-orchestrator has 207 stars and 24 forks on GitHub.

How does task-orchestrator rank among GitHub repositories? +

With 207 stars, jpicklyk/task-orchestrator is ranked #8,298 globally across all repositories tracked on GitHubRepo and #328 among Kotlin projects.

What license is task-orchestrator distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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