Data and AI instructions files

1,276 tagged Data and AI, measured the same way as everything else here.

Browse within: model-context-protocol 37copilot 34claude-code-plugin 28machine-learning 28azure 27openai 25knowledge-base 22ollama 20gemini 19prompt-engineering 19ai-assistant 18knowledge-graph 18embeddings 17fastapi 17

piratuks/invoice-builder

Instructions file CodexOpenCode

AGENTS.md instructions for piratuks/invoice-builder, covering agent workflow for invoice builder, operating model, when to use this workflow, repository map and default workflow.

not rated 978 today A 1,238 tokens original MIT

d6tflow CLAUDE.md

122

d6t/d6tflow

Instructions file

Instructions for d6t/d6tflow, covering claude.md, what this is, layout, architecture notes that bite and logging (dev notes).

not rated 947 +1 2mo ago A 3,950 tokens original MIT

UniRL AGENTS.md

123

Tencent-Hunyuan/UniRL

Instructions file CodexOpenCode

AGENTS.md instructions for Tencent-Hunyuan/UniRL, a project described as: UniRL is a Framework for Unified Multimodal Model Reinforcement Learning.

not rated 929 today A 11 tokens

pdd AGENTS.md

124

promptdriven/pdd

Instructions file CodexOpenCode

Instructions for promptdriven/pdd, covering repository guidelines, project structure & module organization, build, test, and development commands, coding style & naming conventions and testing guidelines.

not rated 861 +7 10d ago A 604 tokens original MIT

llamafarm AGENTS.md

125

llama-farm/llamafarm

Instructions file CodexOpenCode

Instructions for llama-farm/llamafarm, covering repository guidelines, project structure & module organization, build, test, and development commands, coding style & naming conventions and testing guidelines.

not rated 837 2mo ago A 1,224 tokens original Apache-2.0

berd CLAUDE.md

126

block/berd

Instructions file ✓ vendor

Claude Code instructions for block/berd, a project described as: a desktop app for getting work done with any model.

not rated 868 today A 5 tokens copy · 100% Apache-2.0

pipelock CLAUDE.md

127

luckyPipewrench/pipelock

Instructions file

Claude Code instructions for luckyPipewrench/pipelock, a project described as: Open-source AI agent firewall for MCP security and agent egress. Scans mediated HTTP, MCP, A2A, and WebSocket traffic for exfiltration, SSRF, and prompt injection, and emits mediator-signed action receipts: verifiable audit evidence from…

not rated 832 today A 5 tokens copy · 100% Apache-2.0

PaulJPhilp/EffectPatterns

Instructions file Gemini CLI

Gemini CLI instructions for PaulJPhilp/EffectPatterns, covering gemini integration, ai model support, quick start, supported models and features.

not rated 796 +1 2mo ago A 1,010 tokens original MIT

enjalot/latent-scope

Instructions file CodexOpenCode

Instructions for enjalot/latent-scope, covering agents.md — driving latent scope for a user, what it is, golden path: run it for a user, the steps in detail and choosing an embedding model.

not rated 792 14d ago A 4,169 tokens original MIT

enjalot/latent-scope

Instructions file

Instructions for enjalot/latent-scope, covering claude.md — latent scope, what latent scope does, capabilities (what an agent can offer a user), agent quickstart: run it for the user and repository layout.

not rated 792 14d ago A 3,071 tokens original MIT

PINA AGENTS.md

131

PINA-org/PINA

Instructions file CodexOpenCode

AGENTS.md instructions for PINA-org/PINA, covering pina — physics-informed neural architectures, quick reference, workflow: problem → model → solver → trainer, problem types and condition types.

not rated 789 3d ago A 829 tokens original MIT

rag AGENTS.md

132

NVIDIA-AI-Blueprints/rag

Instructions file CodexOpenCode

AGENTS.md instructions for NVIDIA-AI-Blueprints/rag, covering nvidia rag blueprint, project structure, development commands, backend (python) and optional: ragas benchmark cli (see scripts/eval/readme.md).

not rated 754 +1 yesterday A 951 tokens original Apache-2.0

rag CLAUDE.md

133

NVIDIA-AI-Blueprints/rag

Instructions file

Claude Code instructions for NVIDIA-AI-Blueprints/rag, covering nvidia rag blueprint, project structure, development commands, backend (python) and optional: ragas benchmark cli (see scripts/eval/readme.md).

not rated 754 +1 yesterday A 1,215 tokens original Apache-2.0

vui AGENTS.md

134

fluxions-ai/vui

Instructions file CodexOpenCode

AGENTS.md instructions for fluxions-ai/vui, covering agents.md, setup, run, repo layout and model + inference (src/vui/).

not rated 754 +3 yesterday A 2,201 tokens

Wegent AGENTS.md

135

wecode-ai/Wegent

Instructions file CodexOpenCode

AGENTS.md instructions for wecode-ai/Wegent, covering wegent contributor guide, repository map, scoped instructions, domain model and engineering rules.

not rated 776 today C 1,396 tokens original Apache-2.0

classifier CLAUDE.md

136

cardmagic/classifier

Instructions file

Claude Code instructions for cardmagic/classifier, a project described as: A general classifier module to allow Bayesian and LSI classifications.

not rated 741 6d ago A 5 tokens

ChatbotX CLAUDE.md

137

ChatbotXIO/ChatbotX

Instructions file

Claude Code instructions for ChatbotXIO/ChatbotX, covering claude code — additional guidance, preferred workflow, skill → task mapping, specialist agents (.claude/agents/) and model routing (cost).

not rated 725 today A 821 tokens

flow-next AGENTS.md

138

gmickel/flow-next

Instructions file CodexOpenCode

AGENTS.md instructions for gmickel/flow-next, a project described as: Repeatable agentic engineering. The workflow layer that turns AI coding agents into a disciplined factory: durable specs, fresh-context workers, adversarial cross-model reviews, receipts. Everything in your repo, zero dependencies. Claude Code ·…

not rated 690 +2 today A 4 tokens copy · 100% MIT

RAGLight CLAUDE.md

139

Bessouat40/RAGLight

Instructions file

Instructions for Bessouat40/RAGLight, covering claude.md, commands, install dependencies, run all tests and run a single test module.

not rated 673 +1 6d ago A 983 tokens original MIT

pdf-brain AGENTS.md

140

joelhooks/pdf-brain

Instructions file CodexOpenCode

Instructions for joelhooks/pdf-brain, covering pdf-brain agent notes, libsql quirks, ai sdk pattern, key files and docs.

not rated 653 +1 2mo ago A 531 tokens original MIT

Quark AGENTS.md

142

VazkiiMods/Quark

Instructions file CodexOpenCode

AGENTS.md instructions for VazkiiMods/Quark, covering quark minecraft mod, file templating, contributing, violet moon llm policy and zeta.

not rated 640 4d ago A 901 tokens

Quark CLAUDE.md

143

VazkiiMods/Quark

Instructions file

Claude Code instructions for VazkiiMods/Quark, covering quark minecraft mod, file templating, contributing, violet moon llm policy and zeta.

not rated 640 4d ago A 901 tokens

ClawBench AGENTS.md

144

TIGER-AI-Lab/ClawBench

Instructions file CodexOpenCode

AGENTS.md instructions for TIGER-AI-Lab/ClawBench, covering clawbench -- agent context, what this is, project structure, setup and 2. configure at least one model.

not rated 639 changed today A 1,789 tokens original Apache-2.0

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