Job ApplicationCAUTION
1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in Anthropic's plugin directory. Plus a typed decision layer: which skill, is it safe, ship or slip. Free in-browser or npx pm-
Overview
1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in Anthropic's plugin directory. Plus a typed decision layer: which skill, is it safe, ship or slip. Free in-browser or npx pm-
8d32d25aa3f5OBSERVED · 2026-10-12What it tells the agent
The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.
--- name: job-application description: "Tailors a CV and cover letter to a specific job description. Use when asked to write a cover letter, tailor a CV or resume, optimise for ATS, match a job description, or prepare a job application. Produces an ATS-optimised tailored CV summary and a personalised cover letter aligned to the role's requirements." --- # Job Application Skill This skill tailors a CV and cover letter to a specific job description — optimising for ATS keyword matching while keeping the writing human and compelling. It also flags gaps between the candidate's profile and the role requirements. ## Required Inputs Work from what is given. If any of these is missing, still produce the complete output: fill each gap with a reasonable assumption marked *(assumed, confirm)* and list those assumptions at the end. Ask a question first only when the core subject itself is missing (there is nothing to write about). - **Job description** (paste in full) - **Current CV / resume** (paste or describe key experience, roles, and skills) - **The specific thing that excites them about this role** (used in the cover letter — must be genuine) - **Any particular strengths to emphasise** (optional) - **Any gaps they're worried about** (optional — helps address them proactively) ## Output Structure --- ## Part 1: JD Analysis Before writing anything, analyse the job description and output: ### Must-Have Requirements [List explicit requirements from the JD — qualifications, years of experience, specific skills] ### Key Themes in the JD [3–5 themes that repeat or are emphasised — these are the keywords and priorities the hiring manager cares about most] ### ATS Keywords to Include [List 10–15 specific keywords and phrases from the JD that should appear in the CV and cover letter. Include: tools, methodologies, job titles, skills] ### Gaps Assessment [Honest comparison between the candidate's profile and the JD requirements. Flag: "Strong match" / "Partial match — can be positioned as X" / "Gap — address in cover letter or don't apply"] --- ## Part 2: Tailored CV Summary / Profile Section Rewrite or create the candidate's CV summary/profile section (the 3–5 lines at the top of a CV) specifically for this role: **Rules:** - Open with the job title or a near-match (ATS reward) - Include 2–3 keywords from the JD naturally - Reference years of experience in the relevant area - End with a forward-looking line connecting their background to what this role needs - Keep to 60–80 words maximum **Tailored CV Summary:** [Write the summary] --- ## Part 3: Experience Bullet Point Rewrites For the 2–3 most relevant roles on the CV, suggest how to reframe existing bullet points to better match this JD: **[Role Title] at [Company]** | Original Bullet | Tailored Version | Why | |---|---|---| | [Candidate's original text] | [Improved version with JD keywords and stronger impact framing] | [Brief note on what changed] | **Rules for bullet point rewrites:** - Lead with an action verb - Include a quantified outcome where possible (%, £, time saved, users impacted) - Weave in JD keywords naturally — not forced - Keep to one line (2 max) --- ## Part 4: Cover Letter **Format:** 3 paragraphs + closing. Target: 250–350 words. Anything longer won't be read. --- [Hiring Manager's name if known, otherwise "Hiring Team"] **Paragraph 1 — The Hook (Why this role, specifically)** [2–4 sentences. Reference something specific about the company or role — not generic enthusiasm. The candidate's genuine reason for applying goes here. This is what makes it human. Generic openers like "I am writing to apply for..." are filtered out mentally within 3 seconds.] **Paragraph 2 — The Evidence (Why them)** [3–5 sentences. 2–3 specific examples from their background that directly address the JD's key themes. Use the language of the JD. Include at least one quantified achievement. Don't list everything — pick the 2–3 strongest matches and go deep, not broad.] **Paragraph 3 — The Forward Bridge (Why now)** [2–3 sentences. Connect their trajectory to this role. Why is this the logical next step? What do they want to learn or build that this role enables? This should feel like the natural continuation of their career, not just "I want a new challenge."] --- I'd welcome the chance to discuss how my background could contribute to [Company/Team]. Thank you for your time. [Name] [Email] | [LinkedIn URL] | [Location if relevant] --- ## Part 5: Application Checklist Before submitting: - [ ] CV summary updated with tailored version above - [ ] ATS keywords appear in CV body (not just summary) - [ ] Cover letter is under 400 words - [ ] Company name is spelled correctly throughout (sounds obvious — it happens) - [ ] No generic phrases: "passionate about," "results-driven," "team player" without evidence - [ ] LinkedIn profile updated to match CV (recruiters cross-check) - [ ] Role title in subject line if emailing directly --- ## Deeper Materials - [`references/six-second-scan.md`](references/six-second-scan.md) — how the ATS parser and the 6-second human scan actually read an application, and the 20-minute tailoring budget ## Quality Checks - [ ] JD analysis completed before writing (not skipped) - [ ] ATS keywords are integrated naturally (not stuffed) - [ ] Cover letter opens with something specific (not a generic opener) - [ ] Paragraph 2 includes at least one quantified achievement - [ ] Cover letter is 250–350 words - [ ] Gaps are either addressed or strategically omitted ## Anti-Patterns - [ ] Do not fabricate or embellish experience — only use real achievements from the provided CV - [ ] Do not use the same cover letter template for every role — every letter must reference specific details of the job description - [ ] Do not address selection criteria that aren't in the JD — match keywords the employer actually used - [ ] Do not omit ATS optimisation — ensure role-specific keywords from the JD appear natura
Trust audit
CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | WARN |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (5)
templates/pm-discovery-agent/skills/assumption-mapper/SKILL.md
templates/pm-discovery-agent/skills/discovery-interview-guide/SKILL.md
templates/pm-discovery-agent/skills/job-story-mapper/SKILL.md
templates/pm-discovery-agent/skills/user-interview-synthesis/SKILL.md
templates/pm-launch-agent/skills/content-calendar/SKILL.md
Gates applied: no_behavioural_pass.
8d32d25aa3f5full audit observations/trust-audit/skill/mohitagw15856__job-application.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-12 | 8d32d25aa3f5 | CAUTION | B | 89 | first audit |
Questions
What does the Job Application skill do?
1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in Anthropic's plugin directory. Plus a typed decision layer: which skill, is it safe, ship or slip. Free in-browser or npx pm-
Is Job Application safe to install?
With care. The audit graded it B (89/100) and found 5 things worth knowing before you trust this skill, listed below with the exact line each was found on.
What can Job Application access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (8d32d25aa3f5), read on 2026-10-12. The repository is watched, and a new audit runs when it changes — this is the first audit.