Data and AI instructions files

1,268 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

luvus AGENTS.md

145

RizRiyz/luvus

Instructions file CodexOpenCode

AGENTS.md instructions for RizRiyz/luvus, covering agents.md, start with current evidence, product model, non-negotiable development safety and architecture and code map.

not rated 683 changed today A 4,826 tokens original Apache-2.0

aislop CLAUDE.md

146

scanaislop/aislop

Instructions file

Claude Code instructions for scanaislop/aislop, a project described as: Catch and fix the code-quality issues AI coding agents leave behind - dead code, unsafe casts, swallowed errors, duplication, security risks, and more. 50+ deterministic rules across 10 language targets, with CLI, CI, and GitHub Actions. No LLM at…

not rated 593 3d ago A 5 tokens copy · 100% MIT

aislop GEMINI.md

147

scanaislop/aislop

Instructions file Gemini CLI

Gemini CLI instructions for scanaislop/aislop, a project described as: Catch and fix the code-quality issues AI coding agents leave behind - dead code, unsafe casts, swallowed errors, duplication, security risks, and more. 50+ deterministic rules across 10 language targets, with CLI, CI, and GitHub Actions. No LLM at…

not rated 593 3d ago A 5 tokens copy · 100% MIT

winstonkoh87/Athena-Public

Instructions file

Claude Code instructions for winstonkoh87/Athena-Public, a project described as: Athena is a local-first agentic PKM that helps you make better decisions with your own context — persistent memory, structured reasoning, and governed AI agents that work across any LLM. Own the state. Rent the intelligence.

not rated 582 today A 3 tokens copy · 100% MIT

ctx CLAUDE.md

149

stevesolun/ctx

Instructions file

Claude Code instructions for stevesolun/ctx, a project described as: Repo-aware recommendations for skills, agents, MCP servers, and model harnesses. Use your own inventory or the shipped 79,958-node graph with 68,494 skills, 467 agents, 10,790 MCPs, and 207 harnesses.

not rated 583 4d ago A 5 tokens copy · 100% MIT

n8n-claw CLAUDE.md

151

freddy-schuetz/n8n-claw

Instructions file

Claude Code instructions for freddy-schuetz/n8n-claw, covering claude.md — n8n-claw development guide, what is n8n-claw?, repository structure, database schema and important: soul + clawagents are the system prompt.

not rated 554 +3 today A 6,906 tokens

VSLAM-LAB CLAUDE.md

152

VSLAM-LAB/VSLAM-LAB

Instructions file

Claude Code instructions for VSLAM-LAB/VSLAM-LAB, covering claude.md, what this is, environment and commands, project structure and adding a baseline or dataset.

not rated 553 yesterday C 2,084 tokens GPL-3.0

pi-llm-wiki AGENTS.md

153

zosmaai/pi-llm-wiki

Instructions file CodexOpenCode

AGENTS.md instructions for zosmaai/pi-llm-wiki, covering agents.md, project, tech stack, file layout and conventions.

not rated 552 yesterday A 594 tokens original MIT

esbmc AGENTS.md

154

esbmc/esbmc

Instructions file CodexOpenCode

AGENTS.md instructions for esbmc/esbmc, a project described as: The efficient SMT-based context-bounded model checker (ESBMC).

not rated 517 today A 4 tokens

green-dalii/obsidian-llm-wiki

Instructions file CodexOpenCode

AGENTS.md instructions for green-dalii/obsidian-llm-wiki, covering llm wiki plugin project development standards, 🛡️ six-gate quality closure, gate 1: five-gate automated, gate 2: no side effects and gate 3: no breaking changes.

not rated 564 yesterday A 7,700 tokens original Apache-2.0

green-dalii/obsidian-llm-wiki

Instructions file

Claude Code instructions for green-dalii/obsidian-llm-wiki, a project described as: Karpathy's LLM Wiki implementation plugin for Obsidian - turns notes and PDFs into a linked, LLM-powered knowledge base with entity pages, concept pages, graph-powered Q&A, and local-first privacy.

not rated 564 yesterday A 234 tokens original Apache-2.0

dario CLAUDE.md

157

askalf/dario

Instructions file

Claude Code instructions for askalf/dario, covering dario — notes for claude code (and other llm coding agents), commits and prs, style, scope and when in doubt, ask.

not rated 503 yesterday A 407 tokens original MIT

TokenEater AGENTS.md

158

AThevon/TokenEater

Instructions file CodexOpenCode

AGENTS.md instructions for AThevon/TokenEater, covering agents.md, language, repo layout and targets, architecture and mental model and token resolution (tokenprovider).

not rated 492 changed today C 5,722 tokens original MIT

UNLINEARITY/CLI-WeChat-Bridge

Instructions file CodexOpenCode

AGENTS.md instructions for UNLINEARITY/CLI-WeChat-Bridge, covering repository guidelines, project mental model, project structure, runtime state and files and build, test, and development commands.

not rated 484 changed today A 3,061 tokens AGPL-3.0

tidewave-ai/tidewave_rails

Instructions file CodexOpenCode

AGENTS.md instructions for tidewave-ai/tidewave_rails: This project implements Model Context Protocol tools by embedding a MCP server inside a Rails application.

not rated 474 today A 73 tokens original Apache-2.0

LLM-Coding/Semantic-Anchors

Instructions file

Claude Code instructions for LLM-Coding/Semantic-Anchors, covering claude.md, repository purpose, first-time setup, git workflow & fork setup and git worktrees for parallel team development.

not rated 463 3d ago A 9,005 tokens original Apache-2.0

marianfoo/sap-ai-mcp-servers

Instructions file CodexOpenCode

AGENTS.md instructions for marianfoo/sap-ai-mcp-servers, covering agents.md — llm guide for mcp-sap-list, what this repo does, admission and review policy, llm-assisted submissions and public-source requirement for community entries.

not rated 457 yesterday A 3,512 tokens original MIT

ai_rules_1c AGENTS.md

164

comol/ai_rules_1c

Instructions file CodexOpenCode

AGENTS.md instructions for comol/ai_rules_1c, covering 1c development rules, process, persona, core principles and active model adaptation.

not rated 450 +4 yesterday A 13,955 tokens

claude-world/notebooklm-skill

Instructions file GitHub Copilot

Instructions for claude-world/notebooklm-skill: This Python project provides a JSON-first CLI, five async pipelines, and 13 MCP tools for NotebookLM. Keep all notebooklm-py API adaptation in scripts/common.py so the three public surfaces stay consistent. Follow the Ruff and mypy configuration, use typed async code…

not rated 450 +3 1mo ago A 89 tokens original MIT

delorenj/mcp-server-trello

Instructions file

Claude Code instructions for delorenj/mcp-server-trello, a project described as: A Model Context Protocol (MCP) server that provides tools for interacting with Trello boards.

not rated 437 +1 6d ago A 3 tokens copy · 100% MIT

ratel CLAUDE.md

167

ratel-ai/ratel

Instructions file

Claude Code instructions for ratel-ai/ratel, a project described as: Context engineering for AI agents. 80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.

not rated 434 yesterday A 5 tokens copy · 100% MIT

john-rocky/coreai-model-zoo

Instructions file CodexOpenCode

AGENTS.md instructions for john-rocky/coreai-model-zoo, covering agents.md — for coding agents porting a model to core ai, the one thing to understand before you start, route, decide whether to port at all and the two gates a port must pass.

not rated 405 3d ago A 1,998 tokens

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: