Data and AI instructions files

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

Browse within: azure 23machine-learning 19prompt-engineering 19agent 18openai 18model-context-protocol 17knowledge-graph 16ollama 16ai-assistant 15copilot 15knowledge-base 15embeddings 13gemini 13github-copilot 13

modlens AGENTS.md

49

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

52

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

53

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

55

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

57

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

58

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

59

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

64

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

plexe CLAUDE.md

67

plexe-ai/plexe

Instructions file

Instructions for plexe-ai/plexe, a project described as: ✨ Build a machine learning model from a prompt.

not rated 2.6k +3 6mo ago A 3 tokens copy · 100% Apache-2.0

Azure/azure-sdk-for-java

Instructions file GitHub Copilot ✓ vendor

Copilot instructions for Azure/azure-sdk-for-java, covering prompt for github copilot, repository purpose, repository overview, prerequisites and azure sdk mcp server: quick start.

not rated 2.6k +1 today A 2,161 tokens original MIT

openalgo CLAUDE.md

69

marketcalls/openalgo

Instructions file

Claude Code instructions for marketcalls/openalgo, covering claude.md, documentation map, skills, security and deployment model and runtime constraints.

not rated 2.6k +14 changed yesterday A 6,591 tokens AGPL-3.0

RAIT-09/obsidian-agent-client

Instructions file CodexOpenCode

AGENTS.md instructions for RAIT-09/obsidian-agent-client, covering agent client plugin - llm developer guide, architecture, data flow, acp event flow (single path) and permission flow.

not rated 2.4k +4 today A 4,581 tokens original Apache-2.0

workflow AGENTS.md

71

vercel/workflow

Instructions file CodexOpenCode ✓ vendor

AGENTS.md instructions for vercel/workflow, covering agent instructions, architecture, core components, workflow execution model and development commands.

not rated 2.4k +2 today A 8,698 tokens original Apache-2.0

levy-street/world-of-claudecraft

Instructions file Gemini CLI

Gemini CLI instructions for levy-street/world-of-claudecraft, covering gemini developer guide: world of claudecraft, model capabilities and optimization and mcp setup.

not rated 2.2k +11 today B 777 tokens original MIT

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