Data and AI instructions files

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

Browse within: copilot 28model-context-protocol 20embeddings 16machine-learning 16ollama 16instructions 15knowledge-graph 15azure 14data-engineering 14openai 14prompt-engineering 14ai-tools 13claude-code-plugin 13knowledge-base 13

limbic CLAUDE.md

289

houshuang/limbic

Instructions file Claude Code

Claude Code instructions for houshuang/limbic, covering limbic — ai agent guide, rules of thumb, always whiten domain-focused corpora, always genericize number-heavy text and clustering thresholds depend on whitening.

not rated 3 yesterday A 1,933 tokens original MIT

tecton-mcp CLAUDE.md

290

tecton-ai/tecton-mcp

Instructions file Claude Code

Instructions for tecton-ai/tecton-mcp, covering claude configuration for tecton feature development, tecton feature development rules, general feature creation guidelines, feature view selection rules and sql handling and data source references.

not rated 3 1y ago A 3,875 tokens original MIT

tommyvo/useful-prompts

Instructions file Claude CodeGitHub Copilot

Instructions for tommyvo/useful-prompts, covering copilot instructions for useful prompts, project overview, repository structure, architecture: four platforms, one prompt library and 4. cursor skills (cursor/skills/ /skill.md).

not rated 3 8d ago A 3,596 tokens original Unlicense

quiltdata/quilt-mcp-server

Instructions file CodexOpenCode

AGENTS.md instructions for quiltdata/quilt-mcp-server, covering agent guidelines: quilt mcp server, essential instructions, core principle: execute, don't explain, quick reference and key rules.

not rated 3 2d ago A 1,139 tokens original Apache-2.0

coeusyk/personal-notes-assistant

Instructions file Claude Code

Instructions for coeusyk/personal-notes-assistant, covering personal-notes-assistant, architecture, adding a tool, milvus notes (non-obvious, bit people twice already) and running / testing locally.

not rated 3 1mo ago A 900 tokens original MIT

knowledgine AGENTS.md

294

3062-in-zamud/knowledgine

Instructions file CodexOpenCode

Instructions for 3062-in-zamud/knowledgine, covering agents.md, project overview, build & verify, build order and architecture.

not rated 3 1mo ago A 1,293 tokens original MIT

AiAgentKarl/aviation-mcp-server

Instructions file Claude Code

Instructions for AiAgentKarl/aviation-mcp-server, covering aviation mcp server — projektanweisungen, projektübersicht, tech stack, konventionen and architektur.

not rated 3 5mo ago A 273 tokens original MIT

1235ggb/deepseek-eyes

Instructions file Claude Code

A set of instructions for Claude Code describing when and how to use DeepSeek Eyes, a tool for understanding images. It covers pasted or uploaded images that the model cannot see and processing several images at once.

not rated 3 19d ago A 740 tokens

rmosleydb/databricks-agentic-app-workshop

Instructions file Claude Code

Claude Code instructions for rmosleydb/databricks-agentic-app-workshop, covering databricks agentic app workshop — ai assistant router, admin / instructor, cold-start workspace setup, onboarding a participant (admin-initiated) and deploy reference implementation (setup step).

not rated 3 +1 3mo ago A 1,390 tokens

waitbus AGENTS.md

298

astrogilda/waitbus

Instructions file CodexOpenCode

AGENTS.md instructions for astrogilda/waitbus, covering agents.md, usage, documentation map, trust model and contributing.

not rated 2 5d ago A 567 tokens original MIT

thoreinstein/obsidian-rag

Instructions file Claude Code

Instructions for thoreinstein/obsidian-rag, covering obsidian-rag, architecture, build, key constraints and data paths.

not rated 2 1mo ago A 677 tokens original MIT

taehojo/alphagenome-mcp

Instructions file Claude Code

Instructions for taehojo/alphagenome-mcp, covering claude.md, project overview, development commands, building and testing and install dependencies.

not rated 2 6mo ago A 952 tokens original MIT

Genefold/arrowspace-skills

Instructions file CodexOpenCode

Instructions for Genefold/arrowspace-skills, covering arrowspace skills — agent context, key facts, repo structure, common operations and links.

not rated 2 2mo ago A 419 tokens original Apache-2.0

dmmdea/offload-harness

Instructions file Claude Code

Claude Code instructions for dmmdea/offload-harness, covering claude.md — agent orientation map for offload-harness, components & ports, model tiers (served by llama-swap on :11436), golden commands (all verified on this machine) and install / verify the stack (windows).

not rated 2 changed today A 3,168 tokens original Apache-2.0

AdamManuel-dev/prompt-template-engine

Instructions file Claude Code

Instructions for AdamManuel-dev/prompt-template-engine, a project described as: Automated Prompt Optimization System for Cursor, Claude Code, VS Code, and anything else.

not rated 2 1y ago not scanned tokens not measured original MIT

sidesight AGENTS.md

305

ZhuXinAI/sidesight

Instructions file CodexOpenCode

Instructions for ZhuXinAI/sidesight, covering agents.md, project mission, source of truth, primary execution objective and one-run completion policy.

not rated 2 22d ago A 5,376 tokens original MIT

proofrag AGENTS.md

307

unshDee/proofrag

Instructions file Claude CodeCodexOpenCode

Instructions for unshDee/proofrag, covering agents, use it as a skill and install the engine.

not rated 2 26d ago A 348 tokens original MIT

Bratan CLAUDE.md

308

AllanWessels/Bratan

Instructions file Claude Code

Claude Code instructions for AllanWessels/Bratan, covering rag refiner, what this project is, repo layout, how to work in this repo and run the loop.

not rated 2 1mo ago D 3,230 tokens

TIanle-art/agent-vision-skill

Instructions file CodexOpenCode

Repository instructions for an image-understanding setup that lets an AI assistant analyze pictures using a vision model. They require the assistant to ask about the provider, API key, and model before configuring it.

not rated 2 1mo ago A 1,852 tokens original MIT

danielkremen818/claude-prompt

Instructions file Claude CodeCodexOpenCode

Instructions for danielkremen818/claude-prompt, covering agents.md, purpose, structure map, invariants (keep green) and conventions.

not rated 2 2mo ago A 511 tokens original MIT

berrydev-ai/super-mcp-server

Instructions file Claude Code

Instructions for berrydev-ai/super-mcp-server, covering super mcp server development guide, project overview, core architecture, code style guidelines and planning phase.

not rated 2 6mo ago A 1,183 tokens original MIT

AstyanM/mcp-data-science

Instructions file Claude Code

Claude Code instructions for AstyanM/mcp-data-science, covering mcp data science server, project purpose, architecture, key patterns and development.

not rated 2 6mo ago A 1,226 tokens