cwinvestments/memstack
Structured skill framework for Claude Code. 130 skills, persistent memory, TokenStack compression, localhost dashboard with 3-agent runner, real-time streaming, MCP tools.
Star History
Momentum
+11
STARS · LAST 30 DAYS
1
PER DAY
#503
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +11 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
memstack gained 11 stars in the last 30 days, about 1 a day, and now has 423. It is about 1 year old and has averaged roughly 423 stars a year. It ranks #503 among Python repositories and #4,124 across all languages on GitHubRepo.
Trending Record
4
DAYS ON TRENDING
#2867
BEST RANK
Sep 26, 2026
FIRST APPEARANCE
Active
STATUS TODAY
memstack has maintained a continuous presence across global trending indexes, peaking at #2867. Below is the 30-day activity profile:
💡 Overview
memstack is an open-source project written in Python: Structured skill framework for Claude Code. 130 skills, persistent memory, TokenStack compression, localhost dashboard with 3-agent runner, real-time streaming, MCP tools.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-coding, anthropic, claude. 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
$ pip install memstack⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
memstack 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 memstack.
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 memstack using your package manager: `pip install memstack`
Initialize your project workspace or configuration file for memstack.
Import memstack into your codebase or invoke it directly from your terminal.
Execute your test suite or run `memstack --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 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
cwinvestments/memstack is currently ranked #4,124 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #4,118 | scratchfoundation/scratch-desktop | JavaScript | ★ 426 | Compare ↗ |
| #4,118 | mckinsey/agents-at-scale-ark | TypeScript | ★ 426 | Compare ↗ |
| #4,121 | open-telemetry/otel-arrow | Rust | ★ 425 | Compare ↗ |
| #4,122 | clulab/processors | Java | ★ 424 | Compare ↗ |
| #4,122 | NichtStudioCode/InvUI | Java | ★ 424 | Compare ↗ |
| #4,124 | cwinvestments/memstack This Project | Python | ★ 423 | |
| #4,124 | Moonfin-Client/Smart-TV | JavaScript | ★ 423 | Compare ↗ |
| #4,124 | mrmps/classifier-dev | TypeScript | ★ 423 | Compare ↗ |
| #4,127 | relaticle/flowforge | PHP | ★ 422 | Compare ↗ |
| #4,127 | smithersai/smithers | TypeScript | ★ 422 | Compare ↗ |
| #4,127 | kubara-io/kubara | Go | ★ 422 | Compare ↗ |
Frequently Asked Questions
What does memstack do? +
Structured skill framework for Claude Code. 130 skills, persistent memory, TokenStack compression, localhost dashboard with 3-agent runner, real-time streaming, MCP tools.
What language is memstack written in? +
The primary language is Python. Topics include: ai-coding, anthropic, claude, claude-code, developer-tools.
Is memstack actively maintained? +
Yes, the last recorded push was on Sep 26, 2026 with 0 open issues being tracked.
How many stars does memstack have? +
memstack has 423 stars and 45 forks on GitHub.
How does memstack rank among GitHub repositories? +
With 423 stars, cwinvestments/memstack is ranked #4,124 globally across all repositories tracked on GitHubRepo and #503 among Python projects.
What license is memstack distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
