rethink-surveys

rethink-surveys is a skill for Claude Code from ooiyeefei/ccc. It costs 175 tokens per session (3,132 once invoked), scanned A, original, MIT.

A skill for designing, reviewing, and organizing surveys using established methods for writing questions and understanding answers. A survey is a structured set of questions used to learn from people.

In plain words
What is it for?
Use it to critique a survey, create a starter template, guide a design session, score an answer, or group many responses.
Why use it?
It helps avoid questions that are vague, leading, or easy to answer without thought, so the results better reflect what people mean.

Skill for Claude Code

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

Part of the rethink-surveys plugin — 1 skill, 3 commands shipped together

Good fit Use it to critique a survey, create a starter template, guide a design session, score an answer, or group many responses.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ooiyeefei/ccc/rethink-surveys
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 ooiyeefei/ccc --skill rethink-surveys
Clone the repo
git clone --depth 1 https://github.com/ooiyeefei/ccc

Made for: Claude Code.

Or install rethink-surveys, the plugin that ships this one along with the rest of its 1 skill, 3 commands.

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 rethink-surveys

README.md
[![agentmods](https://agentmods.dev/badge/skills/ooiyeefei/ccc/rethink-surveys/github.svg)](https://agentmods.dev/skills/ooiyeefei/ccc/rethink-surveys)
Your own site
<a href="https://agentmods.dev/skills/ooiyeefei/ccc/rethink-surveys"><img src="https://agentmods.dev/badge/skills/ooiyeefei/ccc/rethink-surveys/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 rethink-surveys

Your own site · 80×15
<a href="https://agentmods.dev/skills/ooiyeefei/ccc/rethink-surveys"><img src="https://agentmods.dev/badge/skills/ooiyeefei/ccc/rethink-surveys.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 175 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,132 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 $0.00175 $0.03132
Opus 5 $0.00088 $0.01566
Sonnet 5 $0.00035 $0.00626
Haiku 4.5 $0.00017 $0.00313

Measured 11d ago against content hash c2548d4705c1, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

rethink-surveys 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 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.

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/rethink-surveys/skills/rethink-surveys/SKILL.md · 168 lines

How it starts

The opening of the file, as written. The whole thing — 168 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Rethink Surveys

A survey is a conversation with a busy person. Design it like one.

This skill packages a framework for designing, critiquing, and operationalizing surveys that capture real intent — not satisficed checkbox approval. Built from the experience of designing the Proxymate muShanghai survey (which surfaced bugs in ~6 hours of testing that a category-checkbox flow would have hidden for weeks).

Tool affordances (read first)

The bundled rethink-survey-mcp-server exposes the skill's deterministic operations as MCP tools, its canonical content as MCP resources, and three framing prompts as slash-prompts. When available, prefer them over reasoning from memory.

  • Use MCP tools when the user wants a specific deterministic result: critique_survey for lint, get_template for a use-case starter, design_survey_session for the staged wizard, score_response for a single response, cluster_responses for a batch.
  • Reason from skill content when the user wants to understand: debate a principle, discuss trade-offs, explain why hypotheticals fail, or do anything not exposed as a tool (e.g. /turn-into-app codegen).
  • Fetch resources for grounding instead of paraphrasing: rethink://principles, rethink://principles/{id}, rethink://structure/4-part, rethink://question-library/{part}, rethink://use-case/{event|founder|gig}, rethink://scoring/rubrics, rethink://modality/decision-tree, rethink://anti-patterns.
  • Slash-prompts the user may invoke: /jarrett-review (Caroline Jarrett-style review), /design-coaching (Socratic design questions), /mom-test-check (Rob Fitzpatrick founder-discovery lint).

If the MCP server isn't connected, all of the below still works from this skill's reference files. For details on tool inputs/outputs, fallback rules, and prompt framing, read references/mcp-integration.md.

Three operating modes (commands)

  1. /design-survey — interactive design session: research goal → audience → hypotheses → questions → modality → output schema. Walks the user through 5–8 decisions, each with explicit trade-offs. Reuses templates where appropriate.
  2. /critique-survey — paste-in review: identify leading questions, double-barreled items, satisficing bait, missing behavioral anchors, demographic-for-demographic noise. Returns a Jarrett-style critique with concrete rewrites.
  3. /turn-into-app — implementation handoff: takes a finalized question set and produces app scaffold (TanStack Start / Next.js / pure HTML, plus Supabase or simple JSON storage). User picks the stack; this command emits the code.

Read the full file on GitHub · 168 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 11d ago First seen · 168 lines · 175 tokens per session scan A c2548d4705c1

Subscribe to this mod's changes

rethink-surveys is a skill published in the GitHub repository ooiyeefei/ccc (487 stars, last pushed 1mo ago), licensed MIT. It adds 175 tokens to every session and 3,132 once invoked, about $0.0009 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.

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