spark-history-cli AGENTS.md

spark-history-cli AGENTS.md is an instructions file for Codex, OpenCode from yaooqinn/spark-history-cli. It costs 707 tokens per session, scanned A, original, Apache-2.0.

Project instructions for spark-history-cli, a Python command-line tool that queries the Apache Spark History Server, plus its related debugging and performance skills.

In plain words
What is it for?
Use them when editing the CLI, its API client, formatters, data models, tests, bundled skills, or build and release files.
Why use it?
They explain the repository layout, development guidelines, and expected commands so changes fit the project and can be checked consistently.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions AGENTS.md.

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/yaooqinn/spark-history-cli/agents-md
Clone the repo
git clone --depth 1 https://github.com/yaooqinn/spark-history-cli

Made for: Codex, OpenCode.

Wrote 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.

agentmods badge for spark-history-cli AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/yaooqinn/spark-history-cli/agents-md.svg)](https://agentmods.dev/instructions/yaooqinn/spark-history-cli/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/yaooqinn/spark-history-cli/agents-md"><img src="https://agentmods.dev/badge/instructions/yaooqinn/spark-history-cli/agents-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 707 This file is loaded in full into every session.
When invoked 707 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00707 $0.00707
Opus 5 $0.00353 $0.00353
Sonnet 5 $0.00141 $0.00141
Haiku 4.5 $0.00071 $0.00071

Measured 6d ago against content hash 71c985fc3e21, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

spark-history-cli 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 6d 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.

AGENTS.md · 70 lines

How it starts

The opening of the file, as written. The whole thing — 70 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AGENTS.md

Project Overview

spark-history-cli is a Python CLI for querying the Apache Spark History Server REST API. It also ships two agent skills (spark-history-cli and spark-advisor) that teach AI coding assistants how to debug and optimize Spark applications.

Repository Structure

spark-history-cli/
├── spark_history_cli/       # Python package
│   ├── cli.py               # Click-based CLI entry point (REPL + one-shot)
│   ├── core/                # API client, formatters, data models
│   ├── utils/               # Skill installer, helpers
│   ├── tests/               # pytest test suite
│   └── skills/              # Bundled SKILL.md (installed via `install-skill` command)
├── skills/                  # Root-level skills (discovered by `npx skills add`)
│   ├── spark-history-cli/   # CLI usage skill
│   │   ├── SKILL.md
│   │   └── sample_codes/
│   └── spark-advisor/       # Performance diagnosis skill
│       ├── SKILL.md
│       ├── references/      # diagnostics.md, comparison.md
│       └── sample_codes/
├── setup.py                 # Package metadata, version, entry points
├── CHANGELOG.md             # Release history
└── .github/workflows/
    ├── ci.yml               # Tests on push/PR
    └── publish.yml          # PyPI publish on GitHub Release

Key Development Guidelines

  • Python 3.10+ required
  • Install locally: pip install -e .
  • Run tests: pytest spark_history_cli/tests/
  • Lint: standard Python conventions, no custom linter configured
  • Entry point: spark_history_cli.cli:main

Making Changes

CLI commands

All commands are in cli.py using Click. Each command calls methods on the API client in core/. Add new commands by following the existing pattern (Click command → API call → format output).

Skills

Skills are pure Markdown (SKILL.md) with optional references/ and sample_codes/. The skills in skills/ (root) are the canonical source — spark_history_cli/skills/ is a bundled copy for the install-skill command.

Read the full file on GitHub · 70 lines

Changes

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.

  1. 6d ago First seen · 70 lines · 707 tokens per session scan A 71c985fc3e21

Subscribe to this mod's changes

spark-history-cli AGENTS.md is an instructions file published in the GitHub repository yaooqinn/spark-history-cli (29 stars, last pushed 5mo ago), licensed Apache-2.0. It adds 707 tokens to every session, about $0.0035 per session on Opus 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 2026-08-30.