Borrowing it
Nothing to install: this file belongs to Bessouat40/RAGLight. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/Bessouat40/RAGLight/main/AGENTS.mdgit clone --depth 1 https://github.com/Bessouat40/RAGLightWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/bessouat40/raglight/agents-md)<a href="https://agentmods.dev/instructions/bessouat40/raglight/agents-md"><img src="https://agentmods.dev/badge/instructions/bessouat40/raglight/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/bessouat40/raglight/agents-md"><img src="https://agentmods.dev/badge/instructions/bessouat40/raglight/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.01252 | $0.01252 |
| Opus 5.5 | $0.00501 | $0.00501 |
| Sonnet 5.5 | $0.00250 | $0.00250 |
| Haiku 4.5 | $0.00125 | $0.00125 |
Grade A, and why
RAGLight AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 154 lines — stays where its author put it; the contents beside it link to each section on GitHub.
RAGLight contributor and agent guide
This file is the authoritative starting point for humans and AI coding agents working in this repository. Tool-specific instruction files must link here and must not duplicate these rules.
RAGLight is a Python library for building retrieval-augmented generation pipelines. Version 4 keeps the core small, makes integrations optional, and exposes stable extension contracts. The v3 CLI, HTTP server, UI, and agentic runtime are not compatibility layers in the v4 tree.
Start here
Read the documents relevant to the change before editing code:
| Document | Purpose |
|---|---|
docs/architecture.md |
Current v4 layers and dependency rules |
docs/development.md |
Environment setup and validation commands |
docs/dependencies.md |
Optional extras, dependency ownership, and package audit |
docs/testing.md |
TDD workflow and test pyramid |
docs/integrations.md |
Checklist for adding or changing a provider |
docs/public-api.md |
Public API policy and compatibility expectations |
docs/migration-v3-to-v4.md |
Authoritative migration map from legacy APIs |
docs/error-handling.md |
Error ownership and actionable failures |
docs/releasing.md |
Package and release validation |
docs/decisions/ |
Architecture decision records |
Documentation must distinguish implemented v4 behavior from capabilities that are explicitly planned for a later issue.
Repository map
src/raglight/
contracts/ stable structural extension protocols
models/ provider-independent data models
pipeline/ classic RAG orchestration
integrations/ optional provider adapters
tests/ existing unit and component tests
tests/architecture/ executable dependency guardrails
tests/integration/ cross-component tests
tests/e2e/ public workflow tests
Do not restore removed v3 packages as compatibility shims. New optional
capabilities must be designed on the boundaries in docs/architecture.md.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 13d ago First seen · 154 lines · 1,252 tokens per session scan A ff786b19741d
RAGLight AGENTS.md is an instructions file published in the GitHub repository Bessouat40/RAGLight (673 stars, last pushed 13d ago), licensed MIT. It adds 1,252 tokens to every session, about $0.0050 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-16.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.