Data and AI instructions files

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

Browse within: copilot 27machine-learning 21model-context-protocol 21embeddings 17claude-code-plugin 16ollama 16azure 15instructions 15knowledge-graph 15data-engineering 14openai 14prompt-engineering 14knowledge-base 13gemini 11

ezrag AGENTS.md

193

benbjurstrom/ezrag

Instructions file CodexOpenCode

Instructions for benbjurstrom/ezrag, covering quick start for developers, what is ezrag?, how it works, the runner pattern (critical concept) and key architectural concepts.

not rated 19 8mo ago A 6,960 tokens original 0BSD

prompts CLAUDE.md

194

jahands/prompts

Instructions file

Instructions for jahands/prompts, a project described as: My AI prompts.

not rated 19 7mo ago A 171 tokens original MIT

lizhiyao/oh-my-knowledge

Instructions file CodexOpenCode

An agent instruction file defines how an AI should enter, modify, measure, and release work in a knowledge-management project. It covers prompts, retrieval-augmented generation (RAG), workflows, testing, and release rules.

not rated 19 changed today A 1,957 tokens original MIT

Neeeophytee/ai-cost-cutter-skills

Instructions file CodexOpenCode

AGENTS.md instructions for Neeeophytee/ai-cost-cutter-skills, covering cost-cutter guidelines, visibility before optimization, routing, tokens and choosing and keeping models.

not rated 18 1mo ago A 664 tokens

TakaGoto/rag-learning-academy

Instructions file

Instructions for TakaGoto/rag-learning-academy, covering rag learning academy — multi-agent learning architecture, philosophy, voice & tone, collaboration framework and agent suggestions.

not rated 18 5mo ago A 2,156 tokens original MIT

rag-rat AGENTS.md

200

cq27-dev/rag-rat

Instructions file CodexOpenCode

Instructions for cq27-dev/rag-rat, covering agents.md, prefer the rag-rat mcp for code browsing, record durable learnings as rag-rat memories, repo orientation and worktree correctness.

not rated 19 6d ago A 2,971 tokens original MIT

Promptheus CLAUDE.md

201

abhichandra21/Promptheus

Instructions file

Instructions for abhichandra21/Promptheus, covering claude.md, development commands, installation and setup, install in development mode and or use the traditional setup.py approach.

not rated 17 5mo ago A 3,686 tokens original MIT

contextmine CLAUDE.md

202

mayflower/contextmine

Instructions file

Claude Code instructions for mayflower/contextmine, covering claude.md, build & development commands, install all python dependencies (run from repo root), quality checks (run from repo root) and run a single test.

not rated 17 2d ago A 3,595 tokens original MIT

clearml-mcp CLAUDE.md

203

prassanna-ravishankar/clearml-mcp

Instructions file

Instructions for prassanna-ravishankar/clearml-mcp, covering clearml mcp server, project overview, available tools, task operations and model operations.

not rated 16 2mo ago A 780 tokens original MIT

BauplanLabs/bauplan-skills

Instructions file

Claude Code instructions for BauplanLabs/bauplan-skills, covering bauplan, git workflow (code repo), bauplan workflow (data lakehouse), hard safety rules (always) and cli vs python sdk — when to use which.

not rated 16 yesterday A 1,661 tokens original MIT

intel/gpu-ai-skills

Instructions file ✓ vendor

Claude Code instructions for intel/gpu-ai-skills, covering claude.md, what this repository is, repository structure, commands and validation (required before any skill change).

not rated 20 yesterday C 1,541 tokens original Apache-2.0

tanker327/prompts-mcp-server

Instructions file

Instructions for tanker327/prompts-mcp-server, covering claude.md, development commands, architecture overview, core components and module dependencies.

not rated 16 1y ago A 1,500 tokens original MIT

bluewings1211/codebase-RAG

Instructions file

Instructions for bluewings1211/codebase-RAG, covering claude.md, development commands, setup and installation, run mcp server and manual indexing.

not rated 15 8mo ago A 1,675 tokens original MIT

proofsh/obsidian-notes-rag

Instructions file

Instructions for proofsh/obsidian-notes-rag, covering claude.md, project overview, commands, install dependencies and run tests.

not rated 15 7d ago A 1,233 tokens original MIT

tanaikech/FileSearchStore-extension

Instructions file Gemini CLI

Instructions for tanaikech/FileSearchStore-extension: You are an expert in managing File Search Stores for Gemini API using all tools of the MCP server "file-search-store-extension".

not rated 15 8mo ago A 25 tokens original MIT

iloveitaly/llm-ide-rules

Instructions file CodexOpenCode

AGENTS.md instructions for iloveitaly/llm-ide-rules, covering code comments, important workflow rules, alembic migrations, default content for new non-nullable columns and 1. add the column as nullable (no default needed).

not rated 13 4d ago A 6,061 tokens original MIT

damoqiongqiu/mcp-local-rag

Instructions file CodexOpenCode

Project instructions for mcp-local-rag, a private local search server and command-line tool that finds information in code and documents by meaning and keywords.

not rated 13 1mo ago A 2,613 tokens fork MIT

md2idx AGENTS.md

213

oubakiou/md2idx

Instructions file CodexOpenCode

Instructions for oubakiou/md2idx, a project described as: md2idx — Markdown to indexed JSON. Slice big docs with jq, feed LLMs only what they need.

not rated 12 24d ago A 295 tokens copy · 88% MIT

ree-mcp CLAUDE.md

216

ESJavadex/ree-mcp

Instructions file

Instructions for ESJavadex/ree-mcp, covering claude.md, project overview, development commands, environment setup and using uv (recommended).

not rated 11 9mo ago A 4,581 tokens original MIT

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: