rag instructions

196 tagged rag, measured the same way as everything else here.

Browse within: knowledge-base 19python 18local-first 15embeddings 10ollama 9openai 9semantic-search 9retrieval-augmented-generation 8agent-memory 7knowledge-graph 7obsidian 7typescript 7vector-search 7hybrid-search 6

infiniflow/ragflow

Instructions file GitHub Copilot

Instructions for infiniflow/ragflow, covering project instructions for copilot, how to run (minimum), project layout (what matters) and conventions.

90k 2d ago A 156 tokens original Apache-2.0

ragflow AGENTS.md

02

infiniflow/ragflow

Instructions file CodexOpenCode

Instructions for infiniflow/ragflow, covering ragflow instructions, core stance, current stack, code layout to expect and go-specific rules.

90k 2d ago A 2,027 tokens original Apache-2.0

ragflow CLAUDE.md

03

infiniflow/ragflow

Instructions file

Instructions for infiniflow/ragflow, a project described as: RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs.

90k 2d ago A 3 tokens copy · 100% Apache-2.0

mem0 AGENTS.md

04

mem0ai/mem0

Instructions file CodexOpenCode

Instructions for mem0ai/mem0, covering agents.md, do not, where to look, repository map and setup.

64k 3d ago A 3,110 tokens original Apache-2.0

mem0 CLAUDE.md

05

mem0ai/mem0

Instructions file

Instructions for mem0ai/mem0, a project described as: Universal memory layer for AI Agents.

64k 3d ago A 3 tokens copy · 100% Apache-2.0

DeepTutor AGENTS.md

06

HKUDS/DeepTutor

Instructions file CodexOpenCode

Instructions for HKUDS/DeepTutor, covering deeptutor — agent-native architecture, architecture, level 1 — tools, level 2 — capabilities and cli usage.

38k 2d ago A 1,547 tokens original Apache-2.0

graphiti AGENTS.md

07

getzep/graphiti

Instructions file CodexOpenCode

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

30k 2d ago B 1,656 tokens original Apache-2.0

graphiti CLAUDE.md

08

getzep/graphiti

Instructions file

Instructions for getzep/graphiti, covering claude.md, project overview, development commands, main development commands (run from project root) and install dependencies.

30k 2d ago A 1,739 tokens original Apache-2.0

FastGPT AGENTS.md

09

labring/FastGPT

Instructions file CodexOpenCode

AGENTS.md instructions for labring/FastGPT, covering agents.md, 项目概述, 设计文档, 架构 and packages (库代码).

29k yesterday A 2,530 tokens

WrenAI AGENTS.md

10

Canner/WrenAI

Instructions file CodexOpenCode

AGENTS.md instructions for Canner/WrenAI: Repository-wide instructions live in .claude/CLAUDE.md. Please refer to that file for shared build commands, architecture, and conventions.

17k 4d ago A 123 tokens

MemOS AGENTS.md

11

MemTensor/MemOS

Instructions file CodexOpenCode

Instructions for MemTensor/MemOS, covering agents.md, project overview, repository layout, command cheatsheet and core api.

11k 4d ago C 2,750 tokens original Apache-2.0

MemOS CLAUDE.md

12

MemTensor/MemOS

Instructions file

Instructions for MemTensor/MemOS, covering claude.md, claude code entry, sub-agents and project knowledge.

11k 4d ago A 284 tokens original Apache-2.0

PixelRAG CLAUDE.md

13

StarTrail-org/PixelRAG

Instructions file

Instructions for StarTrail-org/PixelRAG, covering pixelrag, layout and conventions.

9.8k 2d ago A 371 tokens original Apache-2.0

honcho CLAUDE.md

14

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.

6.9k 2d ago A 5,324 tokens AGPL-3.0

airweave CLAUDE.md

15

airweave-ai/airweave

Instructions file

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

6.6k 2mo ago A 1,738 tokens original MIT archived

UltraRAG AGENTS.md

16

OpenBMB/UltraRAG

Instructions file CodexOpenCode

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.

5.7k 2d ago A 4,145 tokens original Apache-2.0

UltraRAG CLAUDE.md

17

OpenBMB/UltraRAG

Instructions file

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

5.7k 2d ago A 4 tokens copy · 100% Apache-2.0

OpenKB AGENTS.md

18

VectifyAI/OpenKB

Instructions file CodexOpenCode

Instructions for VectifyAI/OpenKB, covering agents.md — openkb map for coding agents, read next, dev commands, module map (openkb/) and hard invariants.

4.2k 1mo ago A 681 tokens original Apache-2.0

OpenKB CLAUDE.md

19

VectifyAI/OpenKB

Instructions file

Instructions for VectifyAI/OpenKB, a project described as: OpenKB: Open LLM Knowledge Base.

4.2k 1mo ago A 5 tokens copy · 100% Apache-2.0

refact AGENTS.md

20

smallcloudai/refact

Instructions file CodexOpenCode

Instructions for smallcloudai/refact, covering refact monorepo, repository map, verification commands, engine (refact-agent/engine/) and fast check — type/borrow errors only (1-3 min, no codegen).

3.5k 3mo ago A 2,346 tokens original BSD-3-Clause archived

ReMe AGENTS.md

21

agentscope-ai/ReMe

Instructions file CodexOpenCode

Instructions for agentscope-ai/ReMe, covering agents.md, project principles, sources of truth, repository map and development setup.

3.4k 3d ago A 2,573 tokens original Apache-2.0

ReMe CLAUDE.md

22

agentscope-ai/ReMe

Instructions file

Instructions for agentscope-ai/ReMe, a project described as: ReMe: Memory Management Kit for Agents - Remember Me, Refine Me.

3.4k 3d ago A 3 tokens copy · 100% Apache-2.0

modelscope/evalscope

Instructions file GitHub Copilot

Instructions for modelscope/evalscope, a project described as: A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.

3.3k 2d ago A 4 tokens copy · 100% Apache-2.0

evalscope AGENTS.md

24

modelscope/evalscope

Instructions file CodexOpenCode

Instructions for modelscope/evalscope, covering agents.md, setup, build, lint, test, docs generation and quick eval.

3.3k 2d ago A 2,895 tokens original Apache-2.0