Data and AI instructions

9,444 tagged Data and AI, measured the same way as everything else here.

Browse within: RAG 62python 57machine-learning 48prompt-engineering 45openai 44rust 44github-copilot 37agent-framework 35ai-assistant 35claude-ai 35copilot 35gemini 35typescript 35agent-orchestration 34

NousResearch/hermes-agent

Instructions file CodexOpenCode

Instructions for NousResearch/hermes-agent, covering hermes agent - development guide, what hermes is, contribution rubric β€” what we want / what we don't, what we want and what we don't want (rejected even when well-built).

238k yesterday A 23,135 tokens original MIT

avelino/awesome-go

Instructions file CodexOpenCode

Instructions for avelino/awesome-go, covering awesome-go Β· llm contribution guide, project snapshot, when modifying the awesome list, coding guidelines and testing & validation.

183k 2d ago A 624 tokens original MIT

ollama AGENTS.md

03

ollama/ollama

Instructions file CodexOpenCode

Instructions for ollama/ollama, covering agents.md and building.

180k 3d ago A 91 tokens original MIT

ollama CLAUDE.md

04

ollama/ollama

Instructions file

Instructions for ollama/ollama: See AGENTS.md for the shared agent instructions for this repository.

180k 3d ago A 21 tokens original MIT

firecrawl AGENTS.md

05

firecrawl/firecrawl

Instructions file CodexOpenCode

AGENTS.md instructions for firecrawl/firecrawl: Firecrawl is a web scraper API. The directory you have access to is a monorepo.

175k +394 today A 363 tokens AGPL-3.0

firecrawl CLAUDE.md

06

firecrawl/firecrawl

Instructions file

Claude Code instructions for firecrawl/firecrawl: Firecrawl is a web scraper API. The directory you have access to is a monorepo.

175k +394 today A 413 tokens AGPL-3.0

f/prompts.chat

Instructions file CodexOpenCode

AGENTS.md instructions for f/prompts.chat, covering agents.md, project overview, tech stack, project structure and commands.

168k +145 yesterday A 2,226 tokens

f/prompts.chat

Instructions file

Claude Code instructions for f/prompts.chat, covering claude.md, project overview, quick commands, development and database.

168k +145 yesterday A 571 tokens

huggingface/transformers

Instructions file GitHub Copilot

Instructions for huggingface/transformers, covering copilot-instructions.md guide for hugging face transformers, core project structure, coding conventions for hugging face transformers, copying and inheritance and testing.

165k yesterday A 773 tokens original Apache-2.0

huggingface/transformers

Instructions file CodexOpenCode

Instructions for huggingface/transformers, a project described as: πŸ€— Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

165k yesterday A 5 tokens original Apache-2.0

huggingface/transformers

Instructions file

Instructions for huggingface/transformers, a project described as: πŸ€— Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

165k yesterday A 5 tokens copy Β· 100% Apache-2.0

dify AGENTS.md

12

langgenius/dify

Instructions file CodexOpenCode

AGENTS.md instructions for langgenius/dify, covering agents.md and repository gotchas.

154k yesterday A 183 tokens

dify CLAUDE.md

13

langgenius/dify

Instructions file

Claude Code instructions for langgenius/dify, a project described as: Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.

154k yesterday A 3 tokens

langchain AGENTS.md

14

langchain-ai/langchain

Instructions file CodexOpenCode

Instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.

145k 2d ago A 4,345 tokens original MIT

langchain CLAUDE.md

15

langchain-ai/langchain

Instructions file

Instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.

145k 2d ago A 4,345 tokens copy Β· 100% MIT

codex AGENTS.md

16

openai/codex

Instructions file CodexOpenCode

AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.

121k +530 today A 5,182 tokens original Apache-2.0

DietrichGebert/ponytail

Instructions file GitHub Copilot

Instructions for DietrichGebert/ponytail: You are a lazy senior developer. Lazy means efficient, not careless. The best code is the code never written.

117k 24d ago A 548 tokens original MIT

ponytail AGENTS.md

18

DietrichGebert/ponytail

Instructions file CodexOpenCode

Instructions for DietrichGebert/ponytail: You are a lazy senior developer. Lazy means efficient, not careless. The best code is the code never written.

117k 24d ago A 569 tokens copy Β· 91% MIT

graphify AGENTS.md

19

Graphify-Labs/graphify

Instructions file CodexOpenCode

AGENTS.md instructions for Graphify-Labs/graphify: This project has a graphify knowledge graph at graphify-out/.

113k +322 yesterday A 90 tokens original Apache-2.0

browser-use/browser-use

Instructions file CodexOpenCode

Instructions for browser-use/browser-use, covering agents.md version 2, development rules, quickstart, 1. installing browser-use and on windows use .venv\scripts\activate.

112k yesterday A 9,117 tokens original MIT

browser-use/browser-use

Instructions file

Instructions for browser-use/browser-use, covering claude.md, high-level architecture, core components, event-driven browser management and cdp integration.

112k yesterday A 2,495 tokens original MIT

pytorch/pytorch

Instructions file GitHub Copilot

Copilot instructions for pytorch/pytorch, covering pytorch copilot instructions, architecture overview, core components, the code generation workflow and development workflows.

103k yesterday A 1,181 tokens

pytorch AGENTS.md

23

pytorch/pytorch

Instructions file CodexOpenCode

AGENTS.md instructions for pytorch/pytorch, a project described as: Tensors and Dynamic neural networks in Python with strong GPU acceleration.

103k yesterday A 4 tokens

pytorch CLAUDE.md

24

pytorch/pytorch

Instructions file

Claude Code instructions for pytorch/pytorch, covering ai policy β€” mandatory, scratch space, pr review, environment and ci docker images.

103k yesterday A 3,644 tokens