Data and AI instructions files

1,226 tagged Data and AI, measured the same way as everything else here.

Browse within: model-context-protocol 37copilot 33machine-learning 28claude-code-plugin 27azure 26openai 25knowledge-base 21ollama 20prompt-engineering 19gemini 18knowledge-graph 18embeddings 17github-copilot 17fastapi 16

openpi AGENTS.md

169

openpi-dev/openpi

Instructions file CodexOpenCode

AGENTS.md instructions for openpi-dev/openpi, covering openpi agent contract, design stance, build for model leverage, keep ownership clear and preserve pi-native composition.

not rated 114 2d ago A 1,387 tokens original MIT

gavischneider/awesome-llm-wiki

Instructions file CodexOpenCode

AGENTS.md instructions for gavischneider/awesome-llm-wiki, a project described as: A curated list of foundational blueprints, functional frameworks, and technical guides for building compounding, AI-compiled knowledge bases.

not rated 113 today A 42 tokens

solanabr/solana-ai-kit

Instructions file

Claude Code instructions for solanabr/solana-ai-kit, covering solana ai kit - meta configuration, this repo's purpose, token loading model, communication style and common mistakes.

not rated 98 15d ago D 2,085 tokens original MIT

OpenGradient/OpenGradient-SDK

Instructions file

Instructions for OpenGradient/OpenGradient-SDK, covering claude.md, project overview, development commands, build & installation and install dependencies (syncs from pyproject.toml/uv.lock).

not rated 98 1mo ago A 1,311 tokens original MIT

Hainrixz/claude-banana

Instructions file

Instructions for Hainrixz/claude-banana, covering claude banana, how it works, using the agent, file layout and critical constraints.

not rated 94 5mo ago A 691 tokens original MIT

limboo CLAUDE.md

175

limboo-ai/limboo

Instructions file

Claude Code instructions for limboo-ai/limboo, covering claude.md, 1. what is limboo?, 2. tech stack (current), 3. project structure and the three electron contexts (critical mental model).

not rated 92 changed today A 25,202 tokens original MIT

dbt-autofix AGENTS.md

178

dbt-labs/dbt-autofix

Instructions file CodexOpenCode

AGENTS.md instructions for dbt-labs/dbt-autofix, covering agents.md, goals, don't do these things, handling unsupported features and for unsupported model types (python models, etc.).

not rated 88 yesterday A 1,321 tokens original Apache-2.0

fabio-rovai/brain-in-the-fish

Instructions file

Instructions for fabio-rovai/brain-in-the-fish, covering brain in the fish, relationship to open-ontologies, module overview, pipeline and mcp tools.

not rated 86 23d ago A 569 tokens original MIT

Stewie-pixel/claude-with-leetcode

Instructions file

Behavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code to avoid overcomplication, make surgical changes, surface assumptions, and define verifiable success criteria.

not rated 85 today A 827 tokens original MIT

yxhpy/comfy-prompt-studio

Instructions file

A project instruction file for an AI image-generation application built with Flask, Ollama, ComfyUI, and WebSockets. It records the current architecture, startup steps, workflows, and rules for keeping project documentation accurate.

not rated 85 4mo ago A 3,592 tokens original MIT

Dais

182

Dais-Project/Dais

Instructions file CodexOpenCode

A general-purpose desktop client for using large language model agents. The description is provided in Chinese.

not rated 83 yesterday A 4,862 tokens

SkillOpt AGENTS.md

183

mitkox/SkillOpt

Instructions file CodexOpenCode

Instructions for mitkox/SkillOpt, covering agent instructions for skillopt, project identity, default example workflow, documentation expectations and repo hygiene.

not rated 83 3mo ago A 505 tokens original MIT

andre-salvati/databricks-template

Instructions file

Instructions for andre-salvati/databricks-template, covering claude.md, project overview, tooling: mcp servers, cli, skills → see specs/tooling.md, commands and architecture & data model → see specs/.

not rated 83 29d ago A 2,478 tokens original Apache-2.0

arc AGENTS.md

185

tririver/arc

Instructions file CodexOpenCode

AGENTS.md instructions for tririver/arc, covering arc development guidance, governing philosophy: infrastructure for model-led science, navigation, research principles and local robustness.

not rated 82 2d ago A 3,116 tokens original MIT

ai-ready-data

186

Snowflake-Labs/ai-ready-data

Instructions file CodexOpenCode

Assess and optimize data for AI workloads across platforms. Scan estates for prioritization, assess assets against profiles, and guide remediation.

not rated 81 3mo ago A 371 tokens original Apache-2.0

TradingGoose/TradingGoose.github.io

Instructions file

Claude Code instructions for TradingGoose/TradingGoose.github.io, a project described as: A Multi-Agents LLM Financial Trading Framework for both individual stock analysis & portfolio management.

not rated 79 4mo ago A 101 tokens AGPL-3.0

seerai AGENTS.md

188

dralkh/seerai

Instructions file CodexOpenCode

Instructions for dralkh/seerai, covering agents.md, project overview, commands, mcp server (separate package) and tech stack.

not rated 77 1mo ago A 11,896 tokens original MIT

strands-rl/strands-sglang

Instructions file CodexOpenCode

Instructions for strands-rl/strands-sglang, covering agents.md, project overview, commands, setup and linting.

not rated 77 5d ago A 3,555 tokens original Apache-2.0

tan-yong-sheng/ai-vision-mcp

Instructions file CodexOpenCode

Instructions for tan-yong-sheng/ai-vision-mcp, covering ai vision mcp - agent architecture guide, architecture pattern: shared tool functions, core principle, tool functions are pure functions and cli layer (thin wrapper).

not rated 76 5mo ago A 4,136 tokens original MIT

ypollak2/llm-router

Instructions file GitHub Copilot

Copilot instructions for ypollak2/llm-router, covering llm router — vs code / github copilot routing rules, how to route, task type → tool mapping, savings visibility and token-efficient responses.

not rated 77 changed yesterday A 850 tokens original MIT

kanna12580/kk-knowledge-agent

Instructions file CodexOpenCode

Repository instructions for kanna12580/kk-knowledge-agent, covering agent rules, project setup, backend APIs, document uploads, and text chunking. Text chunking means splitting documents into smaller pieces for processing or search.

not rated 74 2mo ago A 1,888 tokens