LLM instructions files

2,230 tagged LLM, measured the same way as everything else here.

Browse within: model-context-protocol 112knowledge-graph 64knowledge-base 61local-first 61gemini 57openai 52fastapi 51Multi-Agent 44markdown 41agent-memory 40prompt-engineering 40embeddings 38go 36LangChain 35

strands-agents/harness-sdk

Instructions file CodexOpenCode

AGENTS.md instructions for strands-agents/harness-sdk, covering agent development guide - strands agents monorepo, context, monorepo layout, where the "why" lives: team/ and writing code.

not rated 7.1k +40 today A 2,780 tokens original Apache-2.0

strands-agents/harness-sdk

Instructions file

Claude Code instructions for strands-agents/harness-sdk, a project described as: Build an agent harness and control it end-to-end. Open-source SDK for production AI agents in Python & TypeScript - any model, any cloud.

not rated 7.1k +40 today A 5 tokens copy · 100% Apache-2.0

honcho CLAUDE.md

99

plastic-labs/honcho

Instructions file

Claude Code instructions for plastic-labs/honcho, covering claude.md, honcho overview, what is honcho?, core concepts and peer paradigm.

not rated 7.0k +41 changed today A 5,828 tokens AGPL-3.0

open-multi-agent/open-multi-agent

Instructions file CodexOpenCode

AGENTS.md instructions for open-multi-agent/open-multi-agent, covering agents.md, repository map, commands, working rules and validation by change type.

not rated 6.9k +7 changed today A 3,166 tokens original MIT

open-multi-agent/open-multi-agent

Instructions file

Claude Code instructions for open-multi-agent/open-multi-agent, a project described as: TypeScript AI agent orchestration framework with dynamic workflows. Describe the goal, not the graph: a coordinator plans the task DAG at runtime and runs it on any LLM (Claude, ChatGPT, Gemini, DeepSeek, or local models).

not rated 6.9k +7 today A 35 tokens original MIT

airweave CLAUDE.md

102

airweave-ai/airweave

Instructions file

Instructions for airweave-ai/airweave, covering claude.md, what is airweave?, architecture, common commands and local development (docker).

not rated 6.6k +4 3mo ago A 1,738 tokens original MIT archived

Mooncake AGENTS.md

103

kvcache-ai/Mooncake

Instructions file CodexOpenCode

AGENTS.md instructions for kvcache-ai/Mooncake, covering agents.md, docs/ directory changes and pull request guidelines.

not rated 6.5k +22 today A 315 tokens original Apache-2.0

Mooncake CLAUDE.md

104

kvcache-ai/Mooncake

Instructions file

Claude Code instructions for kvcache-ai/Mooncake, a project described as: Mooncake is the serving platform for Kimi, a leading LLM service provided by Moonshot AI.

not rated 6.5k +22 today A 5 tokens copy · 100% Apache-2.0

apfel AGENTS.md

105

Arthur-Ficial/apfel

Instructions file CodexOpenCode

Instructions for Arthur-Ficial/apfel, a project described as: The free AI already on your Mac. CLI tool, OpenAI-compatible server, and interactive chat — all on-device via Apple Intelligence. No API keys, no cloud, no downloads.

not rated 6.3k +4 29d ago A 4 tokens copy · 100% MIT

apfel CLAUDE.md

106

Arthur-Ficial/apfel

Instructions file

Instructions for Arthur-Ficial/apfel, covering apfel - project instructions, the golden goal, core product (this is what apfel is), byproducts (useful, but not the pitch) and readme.md structure rule.

not rated 6.3k +4 29d ago A 7,076 tokens original MIT

marvin CLAUDE.md

107

PrefectHQ/marvin

Instructions file

Instructions for PrefectHQ/marvin, covering marvin - ai engineering toolkit, reproductions, architecture & design philosophy, key components and development guidelines.

not rated 6.2k +2 14d ago A 462 tokens original Apache-2.0

ikaijua/Awesome-AITools

Instructions file CodexOpenCode

AGENTS.md instructions for ikaijua/Awesome-AITools, covering agents.md for awesome-aitools, repository purpose, key files & directories, architecture and commands.

not rated 6.2k +4 yesterday A 815 tokens

Tencent/AI-Infra-Guard

Instructions file CodexOpenCode ✓ vendor

Chinese-language project instructions for AI-Infra-Guard, a security-scanning platform for AI infrastructure. It combines Go services with Python scanners, security rules, databases, and Docker deployment files.

not rated 6.1k +24 today A 998 tokens original Apache-2.0

Tencent/AI-Infra-Guard

Instructions file ✓ vendor

Claude Code instructions for Tencent/AI-Infra-Guard, covering claude.md, project overview, build commands, build web server binary and build agent binary.

not rated 6.1k +24 today A 1,179 tokens original Apache-2.0

ODS CLAUDE.md

111

Osmantic/ODS

Instructions file

Claude Code instructions for Osmantic/ODS, covering claude.md, project overview, repository structure, build & development commands and linting and validation.

not rated 6.1k +674 today A 2,157 tokens original Apache-2.0

AReaL AGENTS.md

112

areal-project/AReaL

Instructions file CodexOpenCode

AGENTS.md instructions for areal-project/AReaL, covering agents.md -- areal agent operations guide, quick reference, environment, tests and cli docs.

not rated 5.7k +4 today A 2,812 tokens original Apache-2.0

AReaL CLAUDE.md

113

areal-project/AReaL

Instructions file

Claude Code instructions for areal-project/AReaL, covering claude.md - areal, what: project overview, why: purpose, how: core commands and check environment.

not rated 5.7k +4 today A 1,697 tokens original Apache-2.0

UltraRAG AGENTS.md

114

OpenBMB/UltraRAG

Instructions file CodexOpenCode

AGENTS.md instructions for OpenBMB/UltraRAG, covering agents.md, 1) project identity, 2) repository map (what matters most), 3) mental model of the system and 4) two-phase execution lifecycle.

not rated 5.7k +1 2d ago A 4,145 tokens original Apache-2.0

UltraRAG CLAUDE.md

115

OpenBMB/UltraRAG

Instructions file

Claude Code instructions for OpenBMB/UltraRAG, a project described as: A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines.

not rated 5.7k +1 2d ago A 4 tokens copy · 100% Apache-2.0

lemonade AGENTS.md

116

lemonade-sdk/lemonade

Instructions file CodexOpenCode

AGENTS.md instructions for lemonade-sdk/lemonade, covering agents.md, project overview, architecture, executables and backend abstraction.

not rated 5.6k +32 today A 4,973 tokens original Apache-2.0

lemonade CLAUDE.md

117

lemonade-sdk/lemonade

Instructions file

Claude Code instructions for lemonade-sdk/lemonade, a project described as: Lemonade helps users discover and run local AI apps by serving optimized LLMs right from their own GPUs and NPUs. Join our discord: https://discord.gg/5xXzkMu8Zk.

not rated 5.6k +32 today A 5 tokens copy · 100% Apache-2.0

openmed AGENTS.md

119

maziyarpanahi/openmed

Instructions file CodexOpenCode

AGENTS.md instructions for maziyarpanahi/openmed, covering repository guidelines, project structure & module organization, build, test, and development commands, linting and formatting and coding style & architecture rules.

not rated 5.2k +11 yesterday A 1,743 tokens original Apache-2.0

MCP-UI-Org/mcp-ui

Instructions file GitHub Copilot

Copilot instructions for MCP-UI-Org/mcp-ui, covering mcp-ui development instructions, working effectively, bootstrap and build (critical - set 60+ minute timeouts), testing (critical - set 30+ minute timeouts) and code quality (always run before committing).

not rated 5.1k +4 1mo ago B 1,709 tokens original Apache-2.0