ds-report

ds-report is a command for coding agents from realnghon/data-scientist. It costs 27 tokens per session (314 once invoked), scanned A, original, MIT.

A command for turning completed analysis outputs into a user-facing report, including findings, charts, confidence levels, and limitations.

In plain words
What is it for?
Use it to combine a data profile, readiness checks, analysis plan, results, and charts into a report with conclusions, an evidence matrix, recommended actions, and data needed for stronger answers.
Why use it?
It prevents weak evidence from being presented as a firm conclusion and makes missing data, uncertainty, and the practical size of findings clear.

Command

Part of the data-scientist plugin — 1 skill, 4 commands, 1 agent shipped together

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 commands/realnghon/data-scientist/ds-report
Clone the repo
git clone --depth 1 https://github.com/realnghon/data-scientist

Or install data-scientist, the plugin that ships this one along with the rest of its 1 skill, 4 commands, 1 agent.

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 ds-report

README.md
[![agentmods](https://agentmods.dev/badge/commands/realnghon/data-scientist/ds-report.svg)](https://agentmods.dev/commands/realnghon/data-scientist/ds-report)
Your own site
<a href="https://agentmods.dev/commands/realnghon/data-scientist/ds-report"><img src="https://agentmods.dev/badge/commands/realnghon/data-scientist/ds-report.svg" alt="Measured on agentmods" height="20"></a>
Per session 27 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 314 The whole file, excluding the scripts and references it only reads on demand.
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 $0.00027 $0.00314
Opus 5 $0.00014 $0.00157
Sonnet 5 $0.00005 $0.00063
Haiku 4.5 $0.00003 $0.00031

Measured 4d ago against content hash 8636c6cc3a91, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

ds-report 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 4d 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.

plugins/data-scientist/commands/ds-report.md · 34 lines

What it actually says

生成分析报告

使用 data-scientist 报告流程,基于已完成的分析产物生成面向用户的报告。

示例:

  • /ds-report ./analysis_output
  • /ds-report "从当前会话获取"
  • /ds-report /path/to/evidence_matrix.json

执行要求

  1. 读取数据画像、就绪性报告、分析计划、执行输出以及可用的图表。
  2. 以数据实际支持的结论作为开篇。
  3. 按证据层级标注每项发现:可靠结论、方向性信号或无法支持(即 references/report-standard.md 中定义的三级体系)。
  4. 解释实际量级,而非仅报告 p 值或模型得分。
  5. 明确陈述局限性和数据缺失情况。

预期输出

  • 核心结论
  • 数据与目标摘要
  • 就绪评估与注意事项
  • 关键发现
  • 证据矩阵
  • 图表/表格清单
  • 后续建议行动
  • 获得更强结论所需的数据补充

不要用修饰性语言掩盖证据薄弱的发现。

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. 4d ago First seen · 34 lines · 27 tokens per session scan A 8636c6cc3a91

Subscribe to this mod's changes

ds-report is a command published in the GitHub repository realnghon/data-scientist (2 stars, last pushed 2mo ago), licensed MIT. It adds 27 tokens to every session and 314 once invoked, about $0.0001 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 2026-08-31.

Related

Other commands, from other repositories