Data and AI instructions files

1,000 tagged Data and AI, measured the same way as everything else here.

Browse within: azure 24claude-code-plugin 23knowledge-base 21openai 21model-context-protocol 20machine-learning 19prompt-engineering 19knowledge-graph 18ai-assistant 16copilot 16github-copilot 16ollama 16embeddings 15gemini 15

XiaomingX/ai-money-maker-handbook

Instructions file

Claude Code instructions for XiaomingX/ai-money-maker-handbook, covering claude.md, repository overview, content structure, content writing philosophy and agent configuration (.prompt/ directory).

not rated 4.8k +44 today A 1,099 tokens original Apache-2.0

latitude-dev/latitude-llm

Instructions file CodexOpenCode

AGENTS.md instructions for latitude-dev/latitude-llm, covering agents.md, product scope, repo-wide conventions, how to use this guide and skill glossary.

not rated 4.6k +4 changed yesterday A 4,006 tokens original MIT

latitude-dev/latitude-llm

Instructions file

Claude Code instructions for latitude-dev/latitude-llm, a project described as: Latitude is the open-source AI monitoring platform.

not rated 4.6k +4 today A 3 tokens copy · 100% MIT

agentos CLAUDE.md

52

rivet-dev/agentos

Instructions file

Claude Code instructions for rivet-dev/agentos, covering agentos, boundaries, security model, sqlite schema ownership and runtime and registry.

not rated 4.5k +9 changed yesterday A 4,057 tokens original Apache-2.0

OpenKB CLAUDE.md

53

VectifyAI/OpenKB

Instructions file

Claude Code instructions for VectifyAI/OpenKB, a project described as: OpenKB: Open LLM Knowledge Base.

not rated 4.4k +217 1mo ago A 5 tokens copy · 100% Apache-2.0

ruby_llm CLAUDE.md

54

crmne/ruby_llm

Instructions file

Claude Code instructions for crmne/ruby_llm, a project described as: One delightful Ruby framework for every major AI provider. Build AI agents, chatbots, RAG apps, and multimodal workflows in beautiful, expressive code.

not rated 4.3k +7 3d ago A 5 tokens copy · 100% MIT

modlens AGENTS.md

55

liustack/modlens

Instructions file CodexOpenCode

AGENTS.md instructions for liustack/modlens, covering project overview (for ai agent), goal, scope, technical approach and code organization.

not rated 3.8k +56 2d ago A 1,760 tokens original MIT

NVIDIA/Model-Optimizer

Instructions file CodexOpenCode ✓ vendor

AGENTS.md instructions for NVIDIA/Model-Optimizer, covering agent instructions for modelopt, repository orientation, coding guidelines, iterative development and contributing and pr readiness.

not rated 3.7k +63 yesterday A 920 tokens original Apache-2.0

NVIDIA/Model-Optimizer

Instructions file ✓ vendor

Claude Code instructions for NVIDIA/Model-Optimizer, a project described as: A unified library of SOTA model optimization techniques like quantization, distillation, pruning, neural architecture search, speculative decoding, etc. It compresses deep learning models for downstream deployment frameworks like…

not rated 3.7k +63 yesterday A 3 tokens copy · 100% Apache-2.0

router AGENTS.md

58

workweave/router

Instructions file CodexOpenCode

AGENTS.md instructions for workweave/router, covering router — agents, engineering principles, layer model and import rules, hard rules and where to put new code.

not rated 3.7k +494 today A 6,664 tokens

router CLAUDE.md

59

workweave/router

Instructions file

Claude Code instructions for workweave/router, covering router — claude, engineering principles, layer model and import rules, hard rules and where to put new code.

not rated 3.7k +494 today A 6,663 tokens

modelscope/evalscope

Instructions file GitHub Copilot

Copilot instructions for modelscope/evalscope, a project described as: A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.

not rated 3.3k +13 2d ago A 4 tokens copy · 100% Apache-2.0

evalscope AGENTS.md

61

modelscope/evalscope

Instructions file CodexOpenCode

AGENTS.md instructions for modelscope/evalscope, covering agents.md, setup, build, lint, test, docs generation and quick eval.

not rated 3.3k +13 changed yesterday A 2,880 tokens original Apache-2.0

simonlin1212/TradingAgents-astock

Instructions file

Project instructions for TradingAgents-Astock, a Python system in which several AI roles examine Chinese A-share stocks, debate opposing views, and produce an investment report. It also documents the market-data sources and version files.

not rated 3.2k +16 changed yesterday A 3,359 tokens original Apache-2.0

spiceai AGENTS.md

63

spiceai/spiceai

Instructions file CodexOpenCode

AGENTS.md instructions for spiceai/spiceai, a project described as: Add a real-time analytics node to your operational database. Spice is a portable, accelerated SQL query, search, and LLM-inference engine in Rust for data-grounded AI apps and agents.

not rated 3.1k today A 6 tokens original Apache-2.0

spiceai CLAUDE.md

64

spiceai/spiceai

Instructions file

Claude Code instructions for spiceai/spiceai, a project described as: Add a real-time analytics node to your operational database. Spice is a portable, accelerated SQL query, search, and LLM-inference engine in Rust for data-grounded AI apps and agents.

not rated 3.1k today A 6 tokens copy · 100% Apache-2.0

tract CLAUDE.md

65

sonos/tract

Instructions file

Claude Code instructions for sonos/tract, covering before you commit, commit messages, inline comments, doc comments (/// / //!) and how to change a model.

not rated 3.1k +2 today A 716 tokens

duolahypercho/codex-router

Instructions file CodexOpenCode

AGENTS.md instructions for duolahypercho/codex-router, covering model router installation instructions, repository maintenance workflow, choose the target, codex outcome and codex procedure.

not rated 3.0k +13 changed today B 34,281 tokens original MIT

duolahypercho/codex-router

Instructions file

Claude Code instructions for duolahypercho/codex-router: Open and read AGENTS.md in full before installing, configuring, or extending this repository. It is the canonical instruction file for both Codex and Claude-based agents, including the procedures for adding local curated models, shipping repository-wide model…

not rated 3.0k +13 today A 103 tokens original MIT

ax AGENTS.md

70

ax-llm/ax

Instructions file CodexOpenCode

AGENTS.md instructions for ax-llm/ax, covering ax repository guide, what this file is for, repository layout, canonical docs and current project defaults.

not rated 2.9k +2 2d ago A 1,548 tokens original Apache-2.0

NVIDIA-NeMo/Switchyard

Instructions file

Claude Code instructions for NVIDIA-NeMo/Switchyard, a project described as: Switchyard lets LLM applications route traffic across models and providers while preserving native OpenAI and Anthropic API compatibility - enabling flexible model selection, benchmarking, and cost/performance optimization.

not rated 2.7k +62 today A 9 tokens original Apache-2.0

jgravelle/jcodemunch-mcp

Instructions file CodexOpenCode

AGENTS.md instructions for jgravelle/jcodemunch-mcp, covering code exploration policy, session-aware routing and model-driven tool tiering.

not rated 2.6k +8 today A 1,312 tokens