Parallelize Python loops by adding two comments - and it's guaranteed bit-identical to running sequentially. Same floats, same order. No rewrite, no locks, no wrong answers.
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Oct 23, 2026 - Python
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no-gil
Here are 19 public repositories matching this topic...
Physics engine bridge for Python built upon Jolt Physics
python gamedev cpp simulation physics physics-engine collision-detection jolt physics-simulation 3d jolt-physics free-threading no-gil
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Oct 23, 2026 - C++
The SQLite of Vector Search & Episodic Memory for AI Agents in ~120KB. Pure C99, AVX2+FMA, ARM NEON, FASM x64, Native MCP Server.
memory mcp neon assembly embeddings simd avx2 fasm ai-agents rag conda-forge vector-search vector-database llm free-threaded model-context-protocol no-gil
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Oct 19, 2026 - Python
Minimalist, bare-metal SIMD & Assembly GEMM engine for Python. Sub-microsecond CPU matrix multiplication & Native MCP Server (nanogemm-mcp).
python deep-learning assembly simd matrix-multiplication high-performance-computing avx2 pypy fasm gemm conda-forge cpu-inference free-threaded no-gil
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Oct 19, 2026 - Python
Just-In-Time Compiler for AI Agent Trajectories, Native MCP Server (agentjit-mcp). Compiles multi-step LLM workflows into 0.08ms Python code.
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Oct 19, 2026 - Python
ThreadFactory is a concurrency framework for Python 3.13+ (No-GIL). It provides custom Work future objects and thread-safe collections, laying the foundation for scalable parallel execution in modern Python.
python high-performance concurrency parallel-computing multithreading python3 threading thread-safety threads futures thread-safe multithreading-framework nogil threading-library multithreading-python task-execution free-threading python313 no-gil freethreading
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Sep 11, 2025 - Python
Headless Excel formula engine (129+ functions), Native MCP Server (xlsx-mcp), SIMD SSE2 math engine, and Office Ribbon desktop spreadsheet app
desktop-app python charts mcp excel assembly spreadsheet simd sse2 pypy win32 fasm openpyxl conda-forge formula-engine free-threaded model-context-protocol no-gil
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Oct 21, 2026 - Assembly
High-performance headless Avito scraping & data extraction SDK with price drop tracking, Playwright cookies, Telegram/VK bots, and Native MCP Server
python parser crawler data-mining scraper sdk telegram-bot mcp headless asyncio price-tracker avito aiogram conda-forge playwright free-threaded model-context-protocol no-gil
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Oct 19, 2026 - Python
The fastest way to render in Python. Modern OpenGL 4.6, Multi-Draw Indirect, Bindless Textures, and Free-Threading.
python machine-learning opengl graphics-engine reinforcement-learning high-performance game-development c-extension compute-shaders azdo headless-rendering bindless-textures no-gil
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Apr 25, 2026 - C
High-performance columnar DataFrame library for TokenVector in .NET 8 / C# 12, featuring SIMD, Apache Arrow layouts, and No-GIL multi-threading.
data-science csharp dotnet multithreading simd high-performance-computing dataframe apache-arrow data-sicence no-gil asof-join tokenvector
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Sep 23, 2026 - IL Assembly
100% Private, Zero-Cloud, Bare-Metal Desktop Memory & Screen Search Engine, Native MCP Server (nanorecall-mcp).
python privacy ocr simd recall bare-metal ai-agents conda-forge vector-search local-ai windows-recall free-threaded no-gil nanovector screen-search desktop-memory
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Oct 19, 2026 - Python
Institutional-grade Candlestick & Chart Pattern Scanner with AI Confluence Scoring, Backtesting, Native MCP Server, No-GIL (3.13t-3.16t) & PyPy (3.8-3.12)
python finance mcp pattern-recognition pypy technical-analysis windows-7 algorithmic-trading ta-lib backtesting ai-agents conda-forge yfinance candlestick-patterns free-threaded model-context-protocol no-gil candlestick-scanner
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Oct 25, 2026 - Python
High-performance Dependency Graph Runtime for Python 3.14+, combining thread-safe DI, scoped lifecycles, dynamic composition, and runtime introspection for free-threaded applications.
python dependency-injection architecture concurrency scoped dependency-graph scopes di-container inversion-of-control ioc-container di-containers lifecycle-management dependency-resolution thread-safe service-container inversion-of-control-container service-containers free-threaded-python no-gil dependency-graph-runtime
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Oct 25, 2026 - Python
A Python runtime written in Rust: a tiered JIT for running, an AOT compiler that emits Rust for shipping.
python programming-language rust performance interpreter compiler runtime jit cpython python-runtime aot-compiler no-gil
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Oct 23, 2026 - Rust
PyIsolate is a multi-tenant Python execution fabric built on free-threaded CPython, where subinterpreters become cheap, parallel execution cells and policy/runtime machinery makes them operationally usable.
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Sep 17, 2026 - Python
Multi-Event-Loop Engine & Concurrency Toolkit for Python 3.14t (Free-Threaded / No-GIL)
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Oct 25, 2026 - Python
Lifecycle management and discovery for a set of services over a message bus in Python.
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Oct 5, 2026 - Python
Staged Event-Driven Architecture Bus - A form of message bus avoiding the high overhead of thread-based concurrency models where channels get their own inbound and outbound queues.
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Oct 5, 2026 - Python
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