review-resume

review-resume is a skill for Claude Code from suxrobGM/jobpilot. It costs 28 tokens per session (797 once invoked), scanned A, original, MIT.

A resume review tool that creates an improved suggested version of an uploaded resume. A resume is a document describing a candidate’s experience and skills; the original remains unchanged for the user to accept or discard the suggestion.

In plain words
What is it for?
Use it after a resume is extracted from a PDF to refine the summary, headline, work bullets, skills, and ordering.
Why use it?
It improves wording, organization, and readability for both human screeners and ATS systems, which are software tools that scan resumes for relevant information.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Part of the jobpilot plugin — 22 skills, 2 agents, 2 MCP servers shipped together

Good fit Use it after a resume is extracted from a PDF to refine the summary, headline, work bullets, skills, and ordering.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/suxrobgm/jobpilot/review-resume
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 suxrobGM/jobpilot --skill review-resume
Clone the repo
git clone --depth 1 https://github.com/suxrobGM/jobpilot

Made for: Claude Code.

Or install jobpilot, the plugin that ships this one along with the rest of its 22 skills, 2 agents, 2 MCP servers.

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 review-resume

README.md
[![agentmods](https://agentmods.dev/badge/skills/suxrobgm/jobpilot/review-resume/github.svg)](https://agentmods.dev/skills/suxrobgm/jobpilot/review-resume)
Your own site
<a href="https://agentmods.dev/skills/suxrobgm/jobpilot/review-resume"><img src="https://agentmods.dev/badge/skills/suxrobgm/jobpilot/review-resume/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 review-resume

Your own site · 80×15
<a href="https://agentmods.dev/skills/suxrobgm/jobpilot/review-resume"><img src="https://agentmods.dev/badge/skills/suxrobgm/jobpilot/review-resume.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 28 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 797 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. 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 Data Exfiltration · line 18
    Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.
    Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
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 $0.00028 $0.00797
Opus 5 $0.00014 $0.00398
Sonnet 5 $0.00006 $0.00159
Haiku 4.5 $0.00003 $0.00080

Measured 11d ago against content hash 9fd71aa11270, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

review-resume scanned grade A with 1 finding 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -fsS -H "authorization: Bearer $JOBPILOT_API_TOKEN" "$JOBPILOT_API/api/resumes/$RESUME_ID"
plugin/skills/review-resume/SKILL.md · 64 lines

How it starts

The opening of the file, as written. The whole thing — 64 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Review Resume

Save one improved version of a base resume as a Suggested rewrite variant. The user accepts or discards it in the dashboard. Never write to the base resume.

Runs after extract-resume on upload: extraction is faithful to the PDF, this pass makes the document better.

Setup

Follow ../_shared/setup.md, then:

curl -fsS -H "authorization: Bearer $JOBPILOT_API_TOKEN" "$JOBPILOT_API/api/resumes/$RESUME_ID"

content: null → extraction hasn't run; say so and stop. Also Read the source PDF (path per ../_shared/setup.md) - extraction flattens two-column layouts and drops emphasis.

What to improve

For a human screener skimming, and the ATS parsing:

  • summary - what they do, at what level, two strongest specifics. Cut anything true of every candidate.
  • basics.headline - a role title people search for, not a slogan.
  • Bullets - outcome first, consistent tense, no "Responsible for" / "Worked on" / "Helped with". Remove phrasing repeated across entries - one stock phrase in three roles flattens all three.
  • Skill groups - consolidate. Past ~5 groups it reads as a keyword dump.
  • Ordering - most relevant experience and projects first.

Then run the humanizer skill in embedded mode on the summary and bullets.

Rules

The user sees a diff and clicks accept, so the diff is the guard - not a server check:

  1. Wording, ordering, emphasis, grouping. Never facts. No employer, date, title, degree, school, or number absent from the extracted content or the source PDF. Not a rounded metric, not an inferred date, not a "Senior" added to a title.
  2. diffNotes lists every change, one per line, specific enough to check: Summary: rewritten to lead with the HIPAA platform. A change not in the notes is one the user can't decline - if you can't list it, don't make it.
  3. Keep every entry. Dropping or merging roles is tailor-resume, which has server-side guards.
  4. Don't touch basics contact fields. At onboarding the resume fills the profile, so it's the source of truth.
  5. If the resume is already good, save nothing and say so. A suggestion the user rejects teaches them to ignore the next one.

Read the full file on GitHub · 64 lines

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 · 64 lines · 28 tokens per session scan A 9fd71aa11270

Subscribe to this mod's changes

review-resume is a skill published in the GitHub repository suxrobGM/jobpilot (67 stars, last pushed yesterday), licensed MIT. It adds 28 tokens to every session and 797 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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