Borrowing it
Nothing to install: this file belongs to russfellows/s3dlio. 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/russfellows/s3dlio/main/.github/copilot-instructions.mdgit clone --depth 1 https://github.com/russfellows/s3dlioWrote 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/russfellows/s3dlio/copilot-instructions)<a href="https://agentmods.dev/instructions/russfellows/s3dlio/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/russfellows/s3dlio/copilot-instructions/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80Γ15 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/russfellows/s3dlio/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/russfellows/s3dlio/copilot-instructions.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 | $0.05165 | $0.05165 |
| Opus 5.5 | $0.02066 | $0.02066 |
| Sonnet 5.5 | $0.01033 | $0.01033 |
| Haiku 4.5 | $0.00517 | $0.00517 |
Grade B, and why
s3dlio copilot-instructions.md scanned grade B with 1 finding against 26 rules in 11 categories β prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency β measured 11d 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.
Asks for rootmediumPrivilege escalation
A mod that escalates privileges can change anything on the machine, not only the project.
sudo apt update && sudo apt install -y libhdf5-dev How it starts
The opening of the file, as written. The whole thing β 509 lines β stays where its author put it; the contents beside it link to each section on GitHub.
s3dlio AI Coding Agent Instructions
π¨ Prime Directive
Prime Directive: If told to investigate something, I will ONLY investigate, and then report and possibly document my findings. I will NEVER assume to proceed to making ANY code changes, unless SPECIFICALLY asked to do so.
Secondary Directive: Whenever given a task, first check that I am not violating my Prime Directive before proceeding.
Project Overview
s3dlio is a high-performance, multi-protocol storage library built in Rust with Python bindings, designed for AI/ML workloads. It provides universal copy operations across S3, Azure, local file systems, and DirectIO with near line-speed performance.
Current Version: v0.9.5 (October 2025)
Performance Targets
- Read (GET): Minimum 5 GB/s (50 Gb/s) sustained, target higher
- Write (PUT): Minimum 2.5 GB/s (25 Gb/s) sustained, target higher
- Infrastructure: Tested against Vast storage systems with bonded 100 Gb ports
- S3 Compatibility: MinIO, Vast, AWS S3, and other S3-compatible storage systems
Core Architecture
Dual-Backend System
The project uses mutually exclusive backend selection at compile-time:
native-backendsfeature: AWS SDK + Azure SDK (DEFAULT - recommended for production)arrow-backendfeature: Apache Arrow object_store implementation (experimental, optional)
# Default build (uses native-backends)
cargo build --release
# Explicit native-backends (RECOMMENDED)
cargo build --no-default-features --features native-backends
# Experimental arrow backend (NOT RECOMMENDED for production)
cargo build --no-default-features --features arrow-backend
Critical: These features are mutually exclusive by design (compile_error! in src/lib.rs).
Backend Status:
- native-backends: Default, proven performance (5+ GB/s reads, 2.5+ GB/s writes), production-ready
- arrow-backend: Experimental only, no proven performance benefit, kept for comparison testing
Build Quality Standards
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.
- 11d ago First seen Β· 509 lines Β· 5,165 tokens per session scan B b361f655b33f
s3dlio copilot-instructions.md is an instructions file published in the GitHub repository russfellows/s3dlio (10 stars, last pushed 6d ago), licensed Apache-2.0. It adds 5,165 tokens to every session, about $0.0207 per session on Opus 5.5. A static security scan graded it B with 1 finding (asks for root). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-26.
s3dlio copilot-instructions.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| s3dlio copilot-instructions.mdrussfellows/s3dlio | Instructions file | 10 | 6d ago | Apache-2.0 | B | 5,165 | GitHub Copilot |
| graftcode graftcode-python.instructions.mdgrft-dev/graftcode | Instructions file | 967 | 1mo ago | none | A | 4,639 | GitHub Copilot |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |