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azalio/map-framework

Plan-then-build AI coding for Claude Code & Codex CLI — you approve the plan before the model writes a line of code. SPEC → PLAN → TEST → CODE → REVIEW → LEARN

Python ◇ ai-coding MIT

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★156STARS

⑂8FORKS

!0ISSUES

🏆#5,706GLOBAL RANK

🔥5DAYS TRENDING

🚀

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Star History

Continuous Observations

Interactive star growth chart for azalio/map-framework

Momentum

+10

STARS · LAST 30 DAYS

PER DAY

#656

MOST-STARRED Python

Window	7 days	30 days	90 days
Stars gained	+7	+10	+90
Per day	1	1	1
Forks gained	+1	+3	+10

map-framework gained 10 stars in the last 30 days, about 1 a day, and now has 156. It is about 1 year old and has averaged roughly 156 stars a year. It ranks #656 among Python repositories and #5,706 across all languages on GitHubRepo.

Trending Record

map-framework has maintained a continuous presence across global trending indexes, peaking at #2174. Below is the 30-day activity profile:

💡 Overview

map-framework is an open-source project written in Python: Plan-then-build AI coding for Claude Code & Codex CLI — you approve the plan before the model writes a line of code. SPEC → PLAN → TEST → CODE → REVIEW → LEARN.

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

⚡ Key Features

Optimized execution pipeline written in Python for predictable speed.

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

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

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

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

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal

$ pip install map-framework

$ pip install map-framework # or: brew install map-framework

> pip install map-framework

⚙ System Requirements

Platforms

• macOS
• Linux
• Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

map-framework coordinates its core functionality through a modular Python 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 map-framework.

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

Install map-framework using your package manager: `pip install map-framework`

Initialize your project workspace or configuration file for map-framework.

Import map-framework into your codebase or invoke it directly from your terminal.

Execute your test suite or run `map-framework --help` to verify successful setup.

👍 Strengths

Active community backing with 155 GitHub stars and verified adoption.

Permissive open-source distribution under the MIT license.

Built in Python 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 Python 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 Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

azalio/map-framework is currently ranked #5,706 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

Rank	Repository	Language	Stars	Action
#5,691	openjdk/babylon	Java	★ 157	Compare ↗
#5,691	YBWLawa0/ARKTI	TypeScript	★ 157	Compare ↗
#5,691	Hash-7777/HashCortX	JavaScript	★ 157	Compare ↗
#5,691	ProxyScrape/free-proxy-list	Python	★ 157	Compare ↗
#5,691	villith/relink-logs	TypeScript	★ 157	Compare ↗
#5,706	azalio/map-framework This Project	Python	★ 156
#5,706	tenderlove/namecase	Ruby	★ 156	Compare ↗
#5,706	GridProtectionAlliance/openPDC	C#	★ 156	Compare ↗
#5,706	baaron4/GW2-Elite-Insights-Parser	C#	★ 156	Compare ↗
#5,706	videolan/libvlcpp	C++	★ 156	Compare ↗
#5,706	corretto/corretto-jdk	Java	★ 156	Compare ↗

Frequently Asked Questions

What does map-framework do? +

Plan-then-build AI coding for Claude Code & Codex CLI — you approve the plan before the model writes a line of code. SPEC → PLAN → TEST → CODE → REVIEW → LEARN

What language is map-framework written in? +

The primary language is Python. Topics include: ai-coding, ai-planning, claude-code, code-review, codex-cli.

Is map-framework actively maintained? +

Yes, the last recorded push was on Sep 25, 2026 with 0 open issues being tracked.

How many stars does map-framework have? +

map-framework has 156 stars and 8 forks on GitHub.

How does map-framework rank among GitHub repositories? +

With 156 stars, azalio/map-framework is ranked #5,706 globally across all repositories tracked on GitHubRepo and #656 among Python projects.

What license is map-framework distributed under? +

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

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LinkedIn

Why map-framework is replacing paid subscriptions for engineering teams

Stop paying $50+/month for locked SaaS tools.

Over 156 developers have starred azalio/map-framework, an impressive Python open-source project designed to Plan-then-build AI coding for Claude Code & Codex CLI you approve the plan before the model writes a line of code. SPEC PLAN TEST CODE REVIEW LEARN.

Key Engineering Advantages:
• 100% Local-First: Complete data privacy with zero tracking or telemetry.
• Zero Subscription Costs: No paywalls, per-seat fees, or API markups.
• Complete Customization: Native open-source architecture you can fork, inspect, and deploy anywhere.
• Proven Adoption: 156 GitHub stars and 8 forks.

If you're looking to streamline your engineering workflows without ballooning software expenses, this is worth checking out.

👉 Full star velocity and architectural report: https://githubrepo.cloud/repo/azalio/map-framework
⭐ GitHub Repository: https://github.com/azalio/map-framework

#OpenSource #SoftwareEngineering #DeveloperTools #Tech #Programming #Python

🤖

Reddit (r/opensource, r/webdev, r/selfhosted)

Show r/opensource: map-framework – A free, self-hosted tool that lets you Plan-then-build AI coding for Claude Code & Codex CLI you approve the plan before the model writes a line of code. SPEC PLAN TEST CODE REVIEW LEARN

Hey everyone,

I wanted to share an interesting open-source project called **map-framework** (https://github.com/azalio/map-framework) that has been picking up heavy momentum lately (156 stars).

### What problem does it solve?
Many existing tools in this domain require expensive cloud plans or store your data on third-party servers. map-framework was built with a local-first philosophy, allowing developers to Plan-then-build AI coding for Claude Code & Codex CLI you approve the plan before the model writes a line of code. SPEC PLAN TEST CODE REVIEW LEARN without recurring subscription costs or privacy compromises.

### Tech Stack & Details:
- **Language:** Python
- **License:** MIT
- **GitHub:** [azalio/map-framework](https://github.com/azalio/map-framework)
- **Live Star Momentum Tracker:** [https://githubrepo.cloud/repo/azalio/map-framework](https://githubrepo.cloud/repo/azalio/map-framework)

Has anyone here tested this in production or integrated it into existing pipelines? Would love to hear your experience and feedback!

🟧

Hacker News (Show HN)

Show HN: map-framework – Plan-then-build AI coding for Claude Code & Codex CLI you approve t...

Hi HN,

map-framework is an open-source Python project designed to Plan-then-build AI coding for Claude Code & Codex CLI you approve the plan before the model writes a line of code. SPEC PLAN TEST CODE REVIEW LEARN.

Rather than relying on closed cloud endpoints, it executes locally on your own machine, providing predictable latency, total privacy, and full control.

Repository: https://github.com/azalio/map-framework
Documentation & Metrics: https://githubrepo.cloud/repo/azalio/map-framework

Feedback and PRs are welcome.

✍️

Dev.to / Hashnode Tags: opensource, python, devtools, webdev

This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet map-framework (156 GitHub Stars)

---
title: This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet map-framework
published: true
tags: opensource, python, devtools, programming
---

## Stop Paying Software Subscriptions For This

Finding high-quality, production-ready open source alternatives to expensive proprietary software can save engineering teams thousands of dollars every year.

Today, we're looking at **[azalio/map-framework](https://github.com/azalio/map-framework)**, a rapidly rising repository with **156 GitHub stars** and **8 forks**.

### What is map-framework?

> Plan-then-build AI coding for Claude Code & Codex CLI you approve the plan before the model writes a line of code. SPEC PLAN TEST CODE REVIEW LEARN

Written in **Python**, map-framework runs directly on your local workstation or private server, keeping your data secure and eliminating recurring license fees.

### Key Highlights
- **High Performance:** Lightweight, reliable, and built in Python.
- **Privacy & Security:** Complete ownership of your environment and data.
- **Growing Momentum:** Ranked **#5,706** globally across tracked repositories on [GitHubRepo](https://githubrepo.cloud/repo/azalio/map-framework).

### Quick Start
To get started locally:

```bash
git clone https://github.com/azalio/map-framework.git
cd map-framework
```

Check out the full repository and star history analytics here:
- **GitHub:** [azalio/map-framework](https://github.com/azalio/map-framework)
- **Star Velocity Tracker:** [map-framework on GitHubRepo.cloud](https://githubrepo.cloud/repo/azalio/map-framework)

𝕏

X / Twitter Communities

Thread / Community Post for map-framework

Developers are sleeping on this GitHub repo 👇

azalio/map-framework (156 ⭐) replaces expensive monthly software subscriptions with 100% free open source code.

⚡ What it does: Plan-then-build AI coding for Claude Code & Codex CLI you approve the plan before the model writes a line of code. SPEC PLAN TEST CODE REVIEW LEARN
💻 Built with: Python
🔒 100% local execution & privacy

Check live star velocity and benchmarks:
https://githubrepo.cloud/repo/azalio/map-framework

#opensource #developer #coding #tech #programming

🧵

Threads Topics

Topic Discussion: Open Source & Developer Tools

This GitHub repo replaces a $50/month tool! 🚀

If you want to save hours of manual work and stop paying subscriptions, check out azalio/map-framework.

It already has over 156 stars and lets you Plan-then-build AI coding for Claude Code & Codex CLI you approve the plan before the model writes a line of code. SPEC PLAN TEST CODE REVIEW LEARN.

Drop a comment if you've tried it, or check the full star momentum report:
https://githubrepo.cloud/repo/azalio/map-framework

From our network

azalio/map-framework

Star History

Momentum

Trending Record

💡 Overview

⚡ Key Features

📥 Installation

⚙ System Requirements

Platforms

Runtime & Dependencies

Architecture

🧠 How It Works

🎯 Production Use Cases

Autonomous AI Agents

Model Inference & Prompting

Context Memory & RAG

Developer Productivity

🚀 Getting Started

👍 Strengths

⚠️ Considerations

⇄ Alternatives & Direct Competitors

👥 Who Should Use This

🏆 Nearby in the Rankings

Frequently Asked Questions

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