This is a continuously updated handbook for readers to easily track the latest Text-to-SQL techniques in the literature and provide practical guidance for researchers and practitioners.

nlp awesome db text-to-sql nl2sql text2sql ai4db text-to-code llms nl-to-code nl-to-sql awesome-agents awesome-text2sql awesome-text-to-sql awesome-nl2sql

• Updated Nov 11, 2026
• Python

core shell functions building blocks for advanced AI pipelines

text-to-speech ai tts text-to-image whisper audio-to-image sutitles text-to-audio audio-to-text gpt-3 text-to-code stable-diffusion

• Updated May 2, 2023

A Language Interpreter as semantiC Experiment in natural language processing

nlp bison tagging javascript-library classification morphological-analysis c-plus-plus-library semantic-analysis syntactic-analysis human-interface functors jni-android-library hilib text-to-code

• Updated Jun 12, 2026
• C++

Five AI function sections for an Office Personal Data Assistant (OPDA) in Conversations, Coding, Images and Video Production, Music Composing, and Tech Support Chat.

support-chat text-to-image conversational-ai text-to-video text-to-music text-to-code

• Updated Mar 13, 2025
• TypeScript

python meta vscode text-to-code llama2 codellama

• Updated Aug 31, 2023
• Python

AI-powered design tool. Describe any design and get polished HTML/CSS variations with real images

design ui-design ai landing-page website-builder code-generation text-to-code generative-ai

• Updated Oct 24, 2026
• TypeScript

Bird-Pandas is a cross-paradigm benchmark and evaluation pipeline that aligns Text-to-SQL with Text-to-Python (Pandas) by deriving verified Python solutions from the BIRD dataset, augmented by the Logic Completion Framework (LCF) for robust data analysis code generation.

benchmark code-generation text-to-sql text-to-code llm-evaluation

• Updated Sep 19, 2026
• Python

Key Words: Generative AI, Machine Learning, Code-Generation

ml learning-machine text-to-code generative-ai

• Updated Sep 30, 2024

Play with characters (GUI)

linux security encoding gui seed python3 pwc high-security text-to-code play-with-characters pwc-gui pwc-play-with-characters play-with-characters-app

• Updated Nov 30, 2021
• Python

Key Words: Generative AI, Machine Learning, Code-Generation

learning machine ml text-to-code generative-ai

• Updated Feb 21, 2024

Applications defined as Markdown specifications, executed by agentic coding harnesses. No compiled binary. Text is the code.

markdown rss-reader developer-tools low-code no-code text-to-code llm prompt-engineering agentic-ai agentic-coding specification-as-code claude-skills codex-skills opencode-skills antigravity-skills openclaw-skills pi-skills ai-harness text-is-code

• Updated Apr 13, 2026

A powerful, chainable regex builder platform with comprehensive validation utilities

typescript validation pattern-matching regex typescript-library email-validation regular-expressions builder-pattern url-validation chainable password-validation text-to-code

• Updated Jul 10, 2025
• TypeScript

Self-correcting data-analyst agent: ask a dataset a question in plain English and get runnable Python, SQL, or an Excel formula. Built on LangGraph + a local Qwen2.5-Coder LLM, with a generate→execute→reflect loop that fixes its own errors (measured: 75%→94% success).

python eda pandas data-analysis matplotlib text-to-sql github-actions streamlit self-correcting ai-agent text-to-code llm langchain local-llm ollama qwen langgraph agentic-ai

• Updated Jul 6, 2026
• Python

Ask questions about pandas DataFrames and CSV files in plain English: an LLM writes pandas code and AskPandas runs it in a restricted sandbox (Ollama, OpenAI, Mistral, Hugging Face)

python data-science csv analytics natural-language exploratory-data-analysis python-library pandas openai data-analysis code-generation data-quality mistral pypi-package huggingface text-to-code llm generative-ai ollama text-to-pandas

• Updated Nov 1, 2026
• Python

VS Code extension for CodeVerb

machine-learning typescript ide vscode-extension text-to-code

• Updated May 15, 2023
• TypeScript

Open-source prompt-to-live-URL generator. Type a sentence → get a deployed website with database, forms, and custom domain in ~15 seconds. BYOK, self-hostable, MIT licensed. ~$0.002 per generation. Next.js + Tailwind + Supabase + OpenRouter/HuggingFace.

open-source ai openapi openai ai-agents ai-tools text-to-code ollama text-to-code-generation agentic-ai ai-coding agent-orchestration

• Updated Sep 11, 2026
• TypeScript

This repository contains a complex evaluation of qwen1.5-0.5B coding abilities

text-to-code llm qwen

• Updated Apr 6, 2026
• Jupyter Notebook

Fine-tuning CodeT5 for Python code generation on the MBPP dataset. Features custom TensorFlow training loops, mixed precision, XLA optimization, and distributed multi-GPU strategies.

deep-learning tensorflow transformer code-generation distributed-training mixed-precision huggingface nl2code text-to-code llm generative-ai codet5 mbpp

• Updated Mar 19, 2025
• Jupyter Notebook

Ask questions about your data in plain language (RU/KZ/EN) — LLM generates pandas code, runs it in a sandbox, returns the answer with a chart

multilingual python pandas business-intelligence data-analysis code-generation streamlit text-to-code llm ollama

• Updated Aug 11, 2026
• Python

🚀 A fully custom Transformer built from scratch in PyTorch that converts human-written pseudocode into real C++ code. Trained on Stanford’s SPoC dataset and deployed on Hugging Face Spaces with an interactive Gradio app for instant code generation.

python nlp open-source machine-learning ai deep-learning cpp pytorch transformer neural-networks seq2seq attention code-generation pseudocode gradio huggingface coding-assistant model-from-scratch text-to-code spoc-dataset

• Updated Jul 5, 2025
• Jupyter Notebook