Borrowing it
Nothing to install: this file belongs to kmgowda/SBK. 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/kmgowda/SBK/master/AGENTS.mdgit clone --depth 1 https://github.com/kmgowda/SBKWrote 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/kmgowda/sbk/agents-md)<a href="https://agentmods.dev/instructions/kmgowda/sbk/agents-md"><img src="https://agentmods.dev/badge/instructions/kmgowda/sbk/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/kmgowda/sbk/agents-md"><img src="https://agentmods.dev/badge/instructions/kmgowda/sbk/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 | $0.05725 | $0.05725 |
| Opus 5.5 | $0.02290 | $0.02290 |
| Sonnet 5.5 | $0.01145 | $0.01145 |
| Haiku 4.5 | $0.00573 | $0.00573 |
Grade A, and why
SBK 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 yesterday.
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 — 497 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md — AI Agent Guide for the SBK Repository
Universal entry point for all AI agents. This file is the standard entry point for AI coding agents (Devin, Claude Code, Cursor, GitHub Copilot, Continue, Aider, OpenAI Codex, Windsurf, etc.) working in this repository. It tells the agent what SBK is, how to build and verify it, what conventions to follow, where things live, and what the common gotchas are.
Agent-specific configurations:
- Devin: See
.devin/skills/for executable skills- Cursor: See
.cursor/rules/sbk.mdc;.cursorrulesis the legacy pointer- Aider: See
.aider.conf.ymlfor Aider configuration- Codex and Windsurf: consume this root
AGENTS.mddirectly- Benchmark execution: any agent may use the portable
.devin/skills/sbk-benchmark-runner/and.devin/skills/sbk-distributed-benchmark-runner/knowledge packsHumans: see README.md for the end-user manual and docs/sbk-internals.md for the internal design.
1. What this repository is
SBK (Storage Benchmark Kit) is a Java framework for benchmarking any S3-compatible / message-queue / file-system / database storage. It runs identical measurement code against any backend via a small pluggable driver SPI.
- Languages. Java only (no Kotlin, no Scala). Build with Gradle (wrapper
in tree:
./gradlew). JDK 25 required. - Modules. 7 core modules + 52 enabled storage drivers. The source tree also contains disabled drivers and a driver template. Each module is a Gradle subproject.
- License. Apache 2.0.
- Branch model. Trunk-based; PRs target
master.
Module map (memorise this)
| Module | Role | When you edit it |
|---|---|---|
perl/ |
PerL — Performance Logger library (lock-free queues, latency windows, percentile math). Heart of the framework. | Rarely. Only when changing core measurement behaviour. |
sbk-web-console/ |
Independent Local Web Console runtime (HTTP server/client, protocol DTOs, UI resources). | When changing shared WebLogger transport or browser behavior. |
sbk-api/ |
The benchmark harness. Defines Storage<T> SPI, RWLogger SPI, SbkBenchmark, Sbk main bootstrap. |
When changing the harness, CLI flags, the SPI, or how loggers work. |
sbm/ |
SBM — Storage Benchmark Monitor (gRPC aggregator on port 9717). | When changing distributed aggregation. |
sbk-yal/ |
YML-driven launcher (single-node). | Rarely. |
sbk-gem/ |
SBK-GEM — SSH-based distributed launcher. | When changing the multi-host orchestration. |
sbk-gem-yal/ |
YML-driven SBK-GEM. | Rarely. |
drivers/<name>/ |
One subdirectory per storage backend. 52 are enabled in the aggregate build; disabled drivers and a template also remain in tree. | When adding or fixing a driver. This is the most common change. |
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.
- yesterday First seen · 497 lines · 5,725 tokens per session scan A 75855bba1cef
SBK AGENTS.md is an instructions file published in the GitHub repository kmgowda/SBK (36 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 5,725 tokens to every session, about $0.0229 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 2026-11-07.
SBK AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| SBK AGENTS.mdkmgowda/SBK | Instructions file | 36 | 1mo ago | Apache-2.0 | A | 5,725 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | 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 | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode model-prompts.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 2,022 | GitHub Copilot |