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.
⚡ Executive Summary & Quick Facts
Authoritative Sourcememstack is 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..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), cwinvestments/memstack has accumulated 425 GitHub stars and 45 forks. It is written in Python, licensed under MIT, and ranks #13,454 globally. It is actively maintained with the latest commit recorded on Oct 18, 2026.”
| Repository | cwinvestments/memstack ↗ |
|---|---|
| Primary Category | ai coding |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 425 stars · ⑂ 45 forks · #13,454 globally |
| Maintenance | ● Active (Last commit: Oct 18, 2026) · 2 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 88/100 · Grade AYes, memstack is actively maintained. Continuous telemetry recorded the last code commit on Oct 18, 2026 (25 days ago). Supported by 425 stars and 45 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (25 days ago) and healthy issue cadence.
Star History
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+2
STARS · LAST 30 DAYS
1
PER DAY
#1,812
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +2 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +0 | +10 |
memstack gained 2 stars in the last 30 days, about 1 a day, and now has 425. It is about 1 year old and has averaged roughly 425 stars a year. It ranks #1,812 among Python repositories and #13,454 across all languages on GitHubRepo.
Trending Record
44
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 #13,454 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #13,446 | ThirteenAG/III.VC.SA.IV.Project2DFX | C++ | ★ 426 | Compare ↗ |
| #13,446 | GoogleCloudDataproc/spark-bigquery-connector | Java | ★ 426 | Compare ↗ |
| #13,446 | story-apps/starc | C++ | ★ 426 | Compare ↗ |
| #13,446 | G-Stas/Volumey | C# | ★ 426 | Compare ↗ |
| #13,446 | YidirK/Nikflix | TypeScript | ★ 426 | Compare ↗ |
| #13,454 | cwinvestments/memstack This Project | Python | ★ 425 | |
| #13,454 | winston/google_visualr | Ruby | ★ 425 | Compare ↗ |
| #13,454 | beetbox/confuse | Python | ★ 425 | Compare ↗ |
| #13,454 | willnet/gimei | Ruby | ★ 425 | Compare ↗ |
| #13,454 | xwp/stream | PHP | ★ 425 | Compare ↗ |
| #13,454 | eclipse-rdf4j/rdf4j | Java | ★ 425 | 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.
Is memstack actively maintained in 2026? +
Yes, memstack is actively maintained. The latest code push was recorded on Oct 18, 2026 (25 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 425 stars and 2 open issues.
What language is memstack written in? +
The primary language is Python. Topics include: ai-coding, anthropic, claude, claude-code, developer-tools.
How many stars does memstack have? +
memstack has 425 stars and 45 forks on GitHub.
How does memstack rank among GitHub repositories? +
With 425 stars, cwinvestments/memstack is ranked #13,454 globally across all repositories tracked on GitHubRepo and #1,812 among Python projects.
What license is memstack distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
