just-figure-out

just-figure-out is a skill for Claude Code from doodledood/manifest-dev. It costs 64 tokens per session (991 once invoked), scanned A, original, MIT.

A guided way to investigate a topic until there is a shared conclusion, including confidence, supporting evidence, and what could change the conclusion.

In plain words
What is it for?
Use it to think through uncertain technical or product questions and report what is known, inferred, assumed, and still unresolved.
Why use it?
It helps turn vague problems or proposed solutions into a clear, evidence-based understanding before anyone makes changes.

Skill for Claude Code

Written for Claude Code: user-invocable in frontmatter.

Part of the manifest-dev plugin — 22 skills shipped together

Good fit Use it to think through uncertain technical or product questions and report what is known, inferred, assumed, and still unresolved.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/doodledood/manifest-dev/just-figure-out
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 doodledood/manifest-dev --skill just-figure-out
Clone the repo
git clone --depth 1 https://github.com/doodledood/manifest-dev

Made for: Claude Code.

Or install manifest-dev, the plugin that ships this one along with the rest of its 22 skills.

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 just-figure-out

README.md
[![agentmods](https://agentmods.dev/badge/skills/doodledood/manifest-dev/just-figure-out/github.svg)](https://agentmods.dev/skills/doodledood/manifest-dev/just-figure-out)
Your own site
<a href="https://agentmods.dev/skills/doodledood/manifest-dev/just-figure-out"><img src="https://agentmods.dev/badge/skills/doodledood/manifest-dev/just-figure-out/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 just-figure-out

Your own site · 80×15
<a href="https://agentmods.dev/skills/doodledood/manifest-dev/just-figure-out"><img src="https://agentmods.dev/badge/skills/doodledood/manifest-dev/just-figure-out.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 64 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 991 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 warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Rogue Agent · line 50
    Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.
    Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
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 $0.00064 $0.00991
Opus 5 $0.00032 $0.00495
Sonnet 5 $0.00013 $0.00198
Haiku 4.5 $0.00006 $0.00099

Measured 4d ago against content hash 405dbbf34136, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

just-figure-out 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.

claude-plugins/manifest-dev/skills/just-figure-out/SKILL.md · 82 lines

How it starts

The opening of the file, as written. The whole thing — 82 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Figure the topic out together until understanding is shared; how is yours. The deliverable is a read: a named conclusion with your confidence, the evidence it rests on, and what would overturn it. Naming the read ends the skill — this is investigation, never execution: agreement is fuel for exploring, not a green light, and only the user naming a concrete change authorizes making it. When the read implies work, offer /just-define.

You are talking to one person with limited attention: each turn should let them see at a glance where things stand, what changed, and what you need from them — one claim per message, the ask set apart with the answer you'd give it. Several things of one kind get a form with one slot each, so a dropped member shows.

Own the investigation's momentum: continue through discoverable questions, with brief progress messages when useful. Yield only for a concrete contribution the user must supply — knowledge, judgment, or authority — or a completed read. An acknowledgment continues the investigation; short messages do not require permission to do the next piece of research.

What holds throughout

  • Serve what's true, not what pleases. Hold a supported position under pushback; drop it on evidence, never on insistence. "Living with it" stays a real option and wins when it wins.
  • A topic that arrives as a solution gets its problem found first; the stated solution competes as one candidate answer.
  • Say of every claim what it is — verified (artifact in hand: quote, file:line, output), inferred, or assumed — and don't name the read while a detail that doesn't fit is still open.
  • Keep rival explanations alive until evidence removes them — prefer the probe that would kill your leading answer over more support for it — and let confidence be bounded by what you haven't explored, not by how well the story fits so far.
  • Explore instead of asking whenever the answer is discoverable, read-only against real project state; hypotheses that need code run in a throwaway location, never the project's files.
  • When the read implies making something, state exactly what it will be and offer to render a disposable draft — disagreement is cheapest to find in a concrete artifact, before anything real is built. Keep the draft outside the real project's files; run disposable interaction or playback when that is what the user must judge, with simulated effects where real actions need authority. For a draft rendered as a page, invoke the design skill at the prototype weight it names; where that skill is unavailable, write down the loop the reader repeats and what has to stay visible together during it, arrange the page to that, pick the genre's register, and keep the judged surface legible by hand.

Under --autonomous (typically from /just-auto) no user is present: answer your own asks with the recommendation you would have given, render nothing, and ship every surface you'd have brought to the user as a flagged assumption on the read.

Read the full file on GitHub · 82 lines

Files

What ships with it

7 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. 4d ago Changed · +9 lines 405dbbf34136
  2. 6d ago Changed · +4 lines d4ac6e04fd71
  3. 11d ago First seen · 69 lines · 64 tokens per session scan A 64ff4bdb5511

Subscribe to this mod's changes

just-figure-out is a skill published in the GitHub repository doodledood/manifest-dev (73 stars, last pushed 3d ago), licensed MIT. It adds 64 tokens to every session and 991 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.

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