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synchopate/llama-modchip

Run 284B DeepSeek-V4-Flash (<59GiB RAM: 41.1 cold pp, 9.1 N=1 tg, up to 25.3 spec tok/s) & 30B MoEs (22.4 N=1 / 111.6 spec tok/s) on 64GB CPU (0 GPUs).

Python ◇ ai-agents Apache-2.0
★1.1KSTARS
⑂97FORKS
!23ISSUES
🏆#8,111GLOBAL RANK
🔥1DAYS TRENDING
🚀
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⚡ Executive Summary & Quick Facts

Authoritative Source

llama-modchip is llama-modchip is an open-source project written in Python: Run 284B DeepSeek-V4-Flash (<59GiB RAM: 41.1 cold pp, 9.1 N=1 tg, up to 25.3 spec tok/s) & 30B MoEs (22.4 N=1 / 111.6 spec tok/s) on 64GB CPU (0 GPUs)..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), synchopate/llama-modchip has accumulated 1,119 GitHub stars and 97 forks. It is written in Python, licensed under Apache-2.0, and ranks #8,111 globally. It is actively maintained with the latest commit recorded on Nov 12, 2026.”
Repository synchopate/llama-modchip ↗
Primary Category ai agents
Language & Stack Python
Software License Apache-2.0
Community Traction ★ 1.1K stars · ⑂ 97 forks · #8,111 globally
Maintenance ● Active (Last commit: Nov 12, 2026) · 23 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: 97/100 · Grade A+
✅
Is llama-modchip actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, llama-modchip is actively maintained. Continuous telemetry recorded the last code commit on Nov 12, 2026 (0 days ago). Supported by 1,119 stars and 97 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.

Commit Recency
Nov 12, 2026
0 days since last push
Issue Backlog
23 Open Issues
Healthy Issue Cadence
Community Backing
97 Forks
1.1K Stars Recorded
Software License
Apache-2.0
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for synchopate/llama-modchip
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Momentum

+28

STARS · LAST 30 DAYS

1

PER DAY

#1,184

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+28+90
Per day111
Forks gained+1+3+10

llama-modchip gained 28 stars in the last 30 days, about 1 a day, and now has 1.1K. It is about 1 year old and has averaged roughly 1.1K stars a year. It ranks #1,184 among Python repositories and #8,111 across all languages on GitHubRepo.

Trending Record

llama-modchip has maintained a continuous presence across global trending indexes, peaking at #12844. Below is the 30-day activity profile:

💡 Overview

llama-modchip is an open-source project written in Python: Run 284B DeepSeek-V4-Flash (<59GiB RAM: 41.1 cold pp, 9.1 N=1 tg, up to 25.3 spec tok/s) & 30B MoEs (22.4 N=1 / 111.6 spec tok/s) on 64GB CPU (0 GPUs).

Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-agents, apple-silicon, avx512. 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 Python 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
$ pip install llama-modchip

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

llama-modchip 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 llama-modchip.

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 llama-modchip using your package manager: `pip install llama-modchip`

2

Initialize your project workspace or configuration file for llama-modchip.

3

Import llama-modchip into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `llama-modchip --help` to verify successful setup.

👍 Strengths

Active community backing with 1,119 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 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.

⇄ Alternatives & Direct Competitors

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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

synchopate/llama-modchip is currently ranked #8,111 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#8,105 tvlfyi/tvix Rust ★ 1.1K Compare ↗
#8,105 mivano/azure-cost-cli C# ★ 1.1K Compare ↗
#8,105 sosauce/Chocola Kotlin ★ 1.1K Compare ↗
#8,109 elax46/custom-brand-icons JavaScript ★ 1.1K Compare ↗
#8,109 kernel/kernel-images Go ★ 1.1K Compare ↗
#8,111 synchopate/llama-modchip This Project Python ★ 1.1K
#8,111 open-telemetry/opentelemetry-python-contrib Python ★ 1.1K Compare ↗
#8,113 hoisie/mustache Go ★ 1.1K Compare ↗
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Frequently Asked Questions

What does llama-modchip do? +

Run 284B DeepSeek-V4-Flash (<59GiB RAM: 41.1 cold pp, 9.1 N=1 tg, up to 25.3 spec tok/s) & 30B MoEs (22.4 N=1 / 111.6 spec tok/s) on 64GB CPU (0 GPUs).

Is llama-modchip actively maintained in 2026? +

Yes, llama-modchip is actively maintained. The latest code push was recorded on Nov 12, 2026 (0 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 1,119 stars and 23 open issues.

What language is llama-modchip written in? +

The primary language is Python. Topics include: ai-agents, apple-silicon, avx512, claude-code, cpu-inference.

How many stars does llama-modchip have? +

llama-modchip has 1,119 stars and 97 forks on GitHub.

How does llama-modchip rank among GitHub repositories? +

With 1,119 stars, synchopate/llama-modchip is ranked #8,111 globally across all repositories tracked on GitHubRepo and #1,184 among Python projects.

What license is llama-modchip distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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