Agent skill

Missing Information Detector

by XueruiSu in XueruiSu/Paper-PRISM

A skill your agent uses when Codex needs to identify missing motivation, experiments, baselines, theory, novelty, scope, limitations, or writing inputs for a PaperPRISM project.

No licenceAuto-check passed

Install Missing Information Detector

skills CLI
$ npx skills add XueruiSu/Paper-PRISM --skill missing-information-detector -a claude-code

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

GitHub CLI
$ gh skill install XueruiSu/Paper-PRISM missing-information-detector --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/XueruiSu/Paper-PRISM.git skills-src && mkdir -p .claude/skills && cp -r skills-src/codex_skills/missing-information-detector .claude/skills/missing-information-detector && 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
missing-information-detector
GitHub stars
109
Token cost
~296 tokens
SKILL.md length
120 words
Files
1
Skills in repo
11
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when Codex needs to identify missing motivation, experiments, baselines, theory, novelty, scope, limitations, or writing inputs for a PaperPRISM project.

  • Works in 5 steps: Inspect the ResearchAsset,… → Group gaps by motivation, task… → Mark severity: must-fix, should-fix, or… → …
  • Codex needs to identify missing motivation
  • SKILL.md covers Goal, Workflow, Rules and Expected Outputs
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Missing Information Detector is an agent skill from XueruiSu/Paper-PRISM. Use when Codex needs to identify missing motivation, experiments, baselines, theory, novelty, scope, limitations, or writing inputs for a PaperPRISM project.

Its SKILL.md is about 300 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

When your agent uses it

  • Codex needs to identify missing motivation
  • Writing inputs for a PaperPRISM project

Example prompts

  • “/missing-information-detector”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Inspect the ResearchAsset, ClaimEvidenceMap, WritingPlan, draft, or review issue.
  2. Group gaps by motivation, task definition, method, baselines, experiments, ablations, theory, novelty, related work, limitations, and…
  3. Mark severity: must-fix, should-fix, or writing-only.
  4. Ask at most three high-value questions when user input is required.
  5. Update PaperState or provide a concise missing-information report.

What it can do on your machine

Read from SKILL.md and the folder at commit 13e134f. 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

    No scripts in the folder and no shell commands in SKILL.md.

    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

Missing Information Detector loads about 296 tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 120 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~47
When it runs · the whole SKILL.md, loaded when a task matches
~296

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 120 words (~296 tokens).

name
missing-information-detector

Read the full SKILL.md on GitHub

Files

Just SKILL.md in codex_skills/missing-information-detector of XueruiSu/Paper-PRISM.

Open the folder on GitHubat commit 13e134f

Compare with similar skills

Missing Information Detector 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.

Missing Information Detector compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Missing Information Detector this skillXueruiSu/Paper-PRISM109—~296Automated safety check: PassNone
Finding ExperimentsPostHog/posthog40k—~826Automated safety check: PassCustom licence
ExperimentsArize-ai/phoenix12k—~1.8kAutomated safety check: PassCustom licence
Scroll Experiencesickn33/agentic-awesome-skills47k2 repos~534Automated safety check: PassMIT
Webgl Experiencenexu-io/open-design100k—~903Automated safety check: PassApache-2.0
Creating ExperimentsPostHog/posthog40k—~2.7kAutomated safety check: PassCustom licence

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More from XueruiSu/Paper-PRISM

All 11 skills in this repo
  • Logical Template Builder

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  • Paper Writer

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    A skill your agent uses when Codex needs to write, rewrite, or extend PaperPRISM paper prose or LaTeX while respecting claims, evidence, and WritingPlan constraints.

    109 GitHub stars~512 tokensUpdated 3 mo ago
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  • Paperprism Orchestrator

    XueruiSu/Paper-PRISM

    A skill your agent uses when the user wants to turn a research idea, experiment results, related works, or draft into a paper through the Codex-native PaperPRISM workflow.

    109 GitHub stars~1.2k tokensUpdated 3 mo ago
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  • Review Simulator

    XueruiSu/Paper-PRISM

    A skill your agent uses when Codex needs to simulate reviewer feedback, explain reviewer risks, and turn critique into a PaperPRISM revision plan.

    109 GitHub stars~423 tokensUpdated 3 mo ago
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  • Trajectory Selector

    XueruiSu/Paper-PRISM

    A skill your agent uses when Codex must select, compare, or adapt exemplar sentence-type trajectories from PaperPRISM's trajectory library before creating a ClozeBlueprint or writing a paper.

    109 GitHub stars~723 tokensUpdated 3 mo ago
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  • Archetype Identifier

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    A skill your agent uses when Codex needs to explain, validate, or revise PaperPRISM research archetype and paper framing choices.

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Questions about Missing Information Detector

What does Missing Information Detector do?

A skill your agent uses when Codex needs to identify missing motivation, experiments, baselines, theory, novelty, scope, limitations, or writing inputs for a PaperPRISM project. Missing Information Detector is an agent skill from XueruiSu/Paper-PRISM. Use when Codex needs to identify missing motivation, experiments, baselines, theory, novelty, scope, limitations, or writing inputs for a PaperPRISM project.

When should I use Missing Information Detector?

Missing Information Detector fits situations like: Codex needs to identify missing motivation; writing inputs for a PaperPRISM project.

How do I install Missing Information Detector in Claude Code?

Run `npx skills add XueruiSu/Paper-PRISM --skill missing-information-detector -a claude-code`. Or copy the skill folder (codex_skills/missing-information-detector in XueruiSu/Paper-PRISM) into .claude/skills/missing-information-detector in your project. Claude Code loads it when a task matches its description.

How do I install Missing Information Detector in Codex?

Run `npx skills add XueruiSu/Paper-PRISM --skill missing-information-detector -a codex`. Or copy the skill folder (codex_skills/missing-information-detector in XueruiSu/Paper-PRISM) into .agents/skills/missing-information-detector in your project. Codex loads it when a task matches its description.

Can I use Missing Information Detector 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 XueruiSu/Paper-PRISM --skill missing-information-detector -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/missing-information-detector, .gemini/skills/missing-information-detector, .github/skills/missing-information-detector and .opencode/skills/missing-information-detector in your project.

What does Missing Information Detector need to run?

SKILL.md names no scripts, command-line tools or credentials: Missing Information Detector is instructions for the agent only.

Does Missing Information Detector 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 Missing Information Detector 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 Missing Information Detector use?

No licence was found for Missing Information Detector or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Missing Information Detector use?

About 296 tokens (SKILL.md is roughly 1.2k 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 Missing Information Detector?

Skills that share tags, products or a category with Missing Information Detector: Finding Experiments (PostHog/posthog, 40k stars), Experiments (Arize-ai/phoenix, 12k stars), Scroll Experience (sickn33/agentic-awesome-skills, 47k stars) and Webgl Experience (nexu-io/open-design, 100k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Missing Information Detector?

XueruiSu (a GitHub user) maintains it in XueruiSu/Paper-PRISM, which has 109 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on July 11, 2026.

Source: XueruiSu/Paper-PRISM on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.