Agent skill

Need Explorer

by MageByte-Zero in MageByte-Zero/spec-superflow

Clarify intent, scope, constraints, and success criteria before artifact creation.

MITAuto-check passedDevelopment

Install Need Explorer

skills CLI
$ npx skills add MageByte-Zero/spec-superflow --skill need-explorer -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install MageByte-Zero/spec-superflow need-explorer --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/MageByte-Zero/spec-superflow.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/need-explorer .claude/skills/need-explorer && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
need-explorer
GitHub stars
839
Used in
1 other repo
Token cost
~805 tokens
SKILL.md length
384 words
Files
1
Skills in repo
9
Repo updated
First seen
Licence
MIT

At a glance

Clarify intent, scope, constraints, and success criteria before artifact creation.

  • Works in 7 steps: Inspect Context First → One Question at a Time → Prefer Multiple-Choice Questions → …
  • Development work in your project
  • SKILL.md covers Bundled runtime, Primary Goal, Process and Anti-Patterns, plus 4 more sections
  • Calls node

What it does

Need Explorer is an agent skill from MageByte-Zero/spec-superflow. Clarify intent, scope, constraints, and success criteria before artifact creation. Invoke when the request is fuzzy, the user is comparing options, or the workflow needs a stable change definition before writing artifacts.

Its SKILL.md is about 810 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Development. The repository describes itself as: 源码级融合 OpenSpec 规划引擎 + Superpowers 执行纪律的 AI 编程工作流插件。17 平台支持,9 skills,Spec-first,契约驱动。 The licence is MIT.

When your agent uses it

  • Development work in your project

Example prompts

  • “/need-explorer”

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. Inspect Context First
  2. One Question at a Time
  3. Prefer Multiple-Choice Questions
  4. Propose 2-3 Approaches with Trade-Offs
  5. Validate Before Concluding
  6. DP-1: Requirement Confirmation Gate
  7. Hand Off

What it can do on your machine

Read from SKILL.md and the folder at commit 25d9b0c. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • node

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Need Explorer loads about 805 tokens when it runs. Until then it costs about 59 tokens; SKILL.md has 384 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~59
When it runs · the whole SKILL.md, loaded when a task matches
~805

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from MageByte-Zero/spec-superflow at commit 25d9b0c, republished under its MIT licence (© MageByte-Zero). 384 words, ~805 tokens.

Download SKILL.mdSave it as .claude/skills/need-explorer/SKILL.md (or your agent's skills folder).
name
need-explorer
description
Clarify intent, scope, constraints, and success criteria before artifact creation. Invoke when the request is fuzzy, the user is comparing options, or the workflow needs a stable change definition before writing artifacts.

Need Explorer

Bundled runtime

Before executing a CLI line below, replace its leading SSF with node "<plugin-root>/scripts/spec-superflow.mjs"; <plugin-root> is the absolute directory two levels above this file. Never run SSF literally or call an ssf from PATH.

Turn a rough idea into a stable change definition before writing artifacts.

Primary Goal

Agree on: problem, scope, non-goals, success criteria, whether to split before specification.

Process

1. Inspect Context First

Before asking questions, understand what exists and what constraints are in place.

2. One Question at a Time

Ask a single clear question, wait for the answer, digest, then ask the next. Never ask 3+ questions at once. Each answer informs the next question.

3. Prefer Multiple-Choice Questions

Present 2-3 options when reasonable answers are finite. This reduces cognitive load and surfaces unconsidered choices.

4. Propose 2-3 Approaches with Trade-Offs

For each approach: what it is, upside, downside, best-for. Then recommend one and explain why. Never present a single path — always name at least one alternative.

5. Validate Before Concluding

Restate what you heard: "Here's what I'm hearing: [problem, scope, non-goals, success criteria]. Does this match?" Incorporate corrections and re-validate.

6. DP-1: Requirement Confirmation Gate

After user confirms the summary:

bash
SSF state set <change-dir> dp_1_result "confirmed: <one-line summary>"
SSF state set <change-dir> dp_1_timestamp now

DP-1 confirms scope, non-goals, and success criteria before artifact creation.

7. Hand Off

Once DP-1 is recorded, hand off to spec-writer.

Show full SKILL.md (165 more words)Show less

Anti-Patterns

  • Skipping exploration: "Simple" changes have scope too. Five minutes of exploration prevents two hours of rework.
  • Proposing solutions before clarifying: If the user says "add caching," first ask what problem caching solves.
  • Exploring indefinitely: Stop when change name, problem statement, scope, non-goals, success criteria, and decomposition decision are all clear.

Exploration Standard

You must leave exploration with: a usable change name, a crisp problem statement, scope boundaries, non-goals, success criteria, and a decomposition decision (one change or split).

Strong Rule

Do not produce implementation code. This skill stabilizes intent, not builds.

Self-Review Before Handoff

  1. Placeholder scan: No "probably", "maybe", "TBD", or "we'll figure it out later"
  2. Contradiction check: No scope items conflicting with non-goals or constraints
  3. Scope check: Can a developer draw a bright line between in and out?

Exception Handling

  • Parse failures: Report the specific file, proceed with available information
  • Missing files: Note absent essential files as constraints, continue
  • User interruption: Exploration is stateless — on resume, re-ask the current question

© MageByte-Zero, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/need-explorer of MageByte-Zero/spec-superflow.

Open the folder on GitHubat commit 25d9b0c

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in MageByte-Zero/spec-superflow, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Need Explorer next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Need Explorer compared with similar skills
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PR Babysitteropeninterpreter/openinterpreter69k3 repos~4.2kAutomated safety check: PassApache-2.0
Code Review ChecklistshareAI-lab/learn-claude-code78k5 repos~1.1kAutomated safety check: PassMIT
Greplooponyx-dot-app/onyx32k4 repos~3.3kAutomated safety check: PassMIT

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Categories

Questions about Need Explorer

What does Need Explorer do?

Clarify intent, scope, constraints, and success criteria before artifact creation. Need Explorer is an agent skill from MageByte-Zero/spec-superflow. Clarify intent, scope, constraints, and success criteria before artifact creation.

When should I use Need Explorer?

Need Explorer fits situations like: development work in your project.

How do I install Need Explorer in Claude Code?

Run `npx skills add MageByte-Zero/spec-superflow --skill need-explorer -a claude-code`. Or copy the skill folder (skills/need-explorer in MageByte-Zero/spec-superflow) into .claude/skills/need-explorer in your project. Claude Code loads it when a task matches its description.

How do I install Need Explorer in Codex?

Run `npx skills add MageByte-Zero/spec-superflow --skill need-explorer -a codex`. Or copy the skill folder (skills/need-explorer in MageByte-Zero/spec-superflow) into .agents/skills/need-explorer in your project. Codex loads it when a task matches its description.

Can I use Need Explorer in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add MageByte-Zero/spec-superflow --skill need-explorer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/need-explorer, .gemini/skills/need-explorer, .github/skills/need-explorer and .opencode/skills/need-explorer in your project.

What does Need Explorer need to run?

Going by SKILL.md and its folder, Need Explorer needs the command-line tools its instructions call (node).

Does Need Explorer access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Need Explorer safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Need Explorer use?

Need Explorer is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Need Explorer use?

About 805 tokens (SKILL.md is roughly 3.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Need Explorer?

Skills that share tags, products or a category with Need Explorer: Finishing a Development Branch (obra/superpowers, 296k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars), PR Babysitter (openinterpreter/openinterpreter, 69k stars) and Code Review Checklist (shareAI-lab/learn-claude-code, 78k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Need Explorer?

MageByte-Zero (a GitHub user) maintains it in MageByte-Zero/spec-superflow, which has 839 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 1, 2026.

Source: MageByte-Zero/spec-superflow on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.