quick-stats

quick-stats is a skill for Claude Code from reatlat/fullstory-claude-plugin. It costs 52 tokens per session (437 once invoked), scanned A, original, MIT.

A workflow for answering simple questions that need one number, such as users yesterday or the conversion rate this week.

In plain words
What is it for?
It helps calculate and briefly report one count, rate, or similar measurement with only the available context.
Why use it?
It avoids unnecessary investigation when the requested result is a single metric.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the fullstory-claude-plugin plugin — 46 skills, 3 agents, 1 MCP server shipped together

Good fit It helps calculate and briefly report one count, rate, or similar measurement with only the available context.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/reatlat/fullstory-claude-plugin/quick-stats
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.

Any agent
npx skills add reatlat/fullstory-claude-plugin --skill quick-stats
Clone the repo
git clone --depth 1 https://github.com/reatlat/fullstory-claude-plugin

Made for: Claude Code.

Or install fullstory-claude-plugin, the plugin that ships this one along with the rest of its 46 skills, 3 agents, 1 MCP server.

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 quick-stats

README.md
[![agentmods](https://agentmods.dev/badge/skills/reatlat/fullstory-claude-plugin/quick-stats/github.svg)](https://agentmods.dev/skills/reatlat/fullstory-claude-plugin/quick-stats)
Your own site
<a href="https://agentmods.dev/skills/reatlat/fullstory-claude-plugin/quick-stats"><img src="https://agentmods.dev/badge/skills/reatlat/fullstory-claude-plugin/quick-stats/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.

agentmods 80×15 button for quick-stats

Your own site · 80×15
<a href="https://agentmods.dev/skills/reatlat/fullstory-claude-plugin/quick-stats"><img src="https://agentmods.dev/badge/skills/reatlat/fullstory-claude-plugin/quick-stats.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 52 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 437 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00052 $0.00437
Opus 5 $0.00026 $0.00218
Sonnet 5 $0.00010 $0.00087
Haiku 4.5 $0.00005 $0.00044

Measured 9d ago against content hash 4856f61cc86f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

quick-stats 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 9d 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.

skills/quick-stats/SKILL.md · 50 lines

What it actually says

Quick Stats

One-number answers. No analysis, no session investigation, no validation dance. Just the number, with context.

When to Use

  • "How many users yesterday?"
  • "What's the conversion rate this week?"
  • "How many sessions today?"
  • "How many rage clicks last month?"
  • "What's our error count for this week?"

Short questions that expect a single numeric answer.

Workflow

Everything is one step: build, compute, present.

fullstory:build_metric(query="page views yesterday", output_type="single_number")
fullstory:compute_metric(metric_id)

Present: "12,340 page views yesterday (Aug 3)."

Add minimal context: "That's +3% vs the daily average last week" — but only if you already have the comparison data. Don't make extra calls to get it.

When NOT to Use

Don't use this skill if the question is:

  • A comparison ("mobile vs desktop") → comparisons
  • A trend ("is it getting worse?") → general-analysis (trend metric)
  • A breakdown ("by page" or "by device") → general-analysis (top_n metric)
  • A "why" question → any of the deep-dive skills

Quick Stats is for "what's the number" — nothing more.

Guidelines

  • One metric, one compute call, one answer. No extra API calls.
  • Include the time period in the answer: "12,340 page views yesterday" not "12,340 page views."
  • Surface the metric_url so the user can verify.
  • If the metric already exists from a previous call in the conversation, reuse it. Don't rebuild.
  • If the question needs validation (result is zero, looks wrong), don't use Quick Stats — upgrade to general-analysis which handles validation.
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. 9d ago First seen · 50 lines · 52 tokens per session scan A 4856f61cc86f

Subscribe to this mod's changes

quick-stats is a skill published in the GitHub repository reatlat/fullstory-claude-plugin (62 stars, last pushed 27d ago), licensed MIT. It adds 52 tokens to every session and 437 once invoked, about $0.0003 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.