Indras-Mirror/Xolotl
Xolotl (formerly Strata-DSV4.1): DeepSeek-V4.1-Flash, all 552B, on one gaming PC (RTX 4090 + 90 GB RAM) at ~27 tok/s, plus GLM-5.3-Flash, Qwen3.8-Flash-Next and Qwen3.8-27B. A heavily extended fork of Strata: MoE experts tiered across VRAM, pinned RAM and NVMe; OpenAI + Anthropic API.
⚡ Executive Summary & Quick Facts
Authoritative SourceXolotl is Xolotl is an open-source project written in C++: Xolotl (formerly Strata-DSV4.1): DeepSeek-V4.1-Flash, all 552B, on one gaming PC (RTX 4090 + 90 GB RAM) at ~27 tok/s, plus GLM-5.3-Flash, Qwen3.8-Flash-Next and Qwen3.8-27B. A heavily extended fork of Strata: MoE experts tiered across VRAM, pinned RAM and NVMe; OpenAI + Anthropic API..
| Repository | Indras-Mirror/Xolotl ↗ |
|---|---|
| Primary Category | cuda |
| Language & Stack | C++ |
| Software License | MIT |
| Community Traction | ★ 82 stars · ⑂ 11 forks · #19,295 globally |
| Maintenance | ● Active (Last commit: Oct 18, 2026) · 3 open issues |
| Target Audience | Developers and engineering teams building with C++, seeking reliable, tested, and actively maintained tooling for production workloads. |
Star History
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Momentum
+10
STARS · LAST 30 DAYS
1
PER DAY
#1,425
MOST-STARRED C++
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
Xolotl gained 10 stars in the last 30 days, about 1 a day, and now has 82. It is about 1 year old and has averaged roughly 82 stars a year. It ranks #1,425 among C++ repositories and #19,295 across all languages on GitHubRepo.
Trending Record
3
DAYS ON TRENDING
#17183
BEST RANK
Oct 18, 2026
FIRST APPEARANCE
Active
STATUS TODAY
Xolotl has maintained a continuous presence across global trending indexes, peaking at #17183. Below is the 30-day activity profile:
💡 Overview
Xolotl is an open-source project written in C++: Xolotl (formerly Strata-DSV4.1): DeepSeek-V4.1-Flash, all 552B, on one gaming PC (RTX 4090 + 90 GB RAM) at ~27 tok/s, plus GLM-5.3-Flash, Qwen3.8-Flash-Next and Qwen3.8-27B. A heavily extended fork of Strata: MoE experts tiered across VRAM, pinned RAM and NVMe; OpenAI + Anthropic API.
Engineered for speed, consistency, and developer ease, it solves common hurdles in cuda, deepseek, deepseek-v4. 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 C++ 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
$ git clone https://github.com/Indras-Mirror/Xolotl.git
cd Xolotl
⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
C++20 compliant compiler (GCC 11+, Clang 13+, MSVC)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
Xolotl coordinates its core functionality through a modular C++ 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 Xolotl.
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 Xolotl using your package manager: `git clone https://github.com/Indras-Mirror/Xolotl.git`
Initialize your project workspace or configuration file for Xolotl.
Import Xolotl into your codebase or invoke it directly from your terminal.
Execute your test suite or run `Xolotl --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with C++, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
Indras-Mirror/Xolotl is currently ranked #19,295 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #19,275 | jaykinhoo9/codex-usage-badge | JavaScript | ★ 83 | Compare ↗ |
| #19,275 | Wrste/pheromone-network | TypeScript | ★ 83 | Compare ↗ |
| #19,275 | haiderfarooq3/khan-explainer | JavaScript | ★ 83 | Compare ↗ |
| #19,275 | h100envy/crawl-hive | TypeScript | ★ 83 | Compare ↗ |
| #19,275 | ClickingMaster/ssrecomp | C++ | ★ 83 | Compare ↗ |
| #19,295 | Indras-Mirror/Xolotl This Project | C++ | ★ 82 | |
| #19,295 | ctagg/flickr | Ruby | ★ 82 | Compare ↗ |
| #19,295 | yariv/twoorl | Erlang | ★ 82 | Compare ↗ |
| #19,295 | evan/echoe | Ruby | ★ 82 | Compare ↗ |
| #19,295 | dasch/ruby-bencode | Ruby | ★ 82 | Compare ↗ |
| #19,295 | basecamp/libmemcached_store | Ruby | ★ 82 | Compare ↗ |
Frequently Asked Questions
What does Xolotl do? +
Xolotl (formerly Strata-DSV4.1): DeepSeek-V4.1-Flash, all 552B, on one gaming PC (RTX 4090 + 90 GB RAM) at ~27 tok/s, plus GLM-5.3-Flash, Qwen3.8-Flash-Next and Qwen3.8-27B. A heavily extended fork of Strata: MoE experts tiered across VRAM, pinned RAM and NVMe; OpenAI + Anthropic API.
What language is Xolotl written in? +
The primary language is C++. Topics include: cuda, deepseek, deepseek-v4, gguf, glm.
Is Xolotl actively maintained? +
Yes, the last recorded push was on Oct 18, 2026 with 3 open issues being tracked.
How many stars does Xolotl have? +
Xolotl has 82 stars and 11 forks on GitHub.
How does Xolotl rank among GitHub repositories? +
With 82 stars, Indras-Mirror/Xolotl is ranked #19,295 globally across all repositories tracked on GitHubRepo and #1,425 among C++ projects.
What license is Xolotl distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.