Ceevee quick review

Skill careerproof-labs/careerproof-skills/skills/ceevee-quick-review

Quick autonomous CV review in a single call — positioning analysis, lens detection, and targeted edits without interactive steps. 10 credits, 30-60 seconds. Use this skill whenever someone asks for a "quick review", "fast feedback", "just review my CV", or wants a one-shot CV analysis without going through the interactive 3-step pipeline. Especially useful when the user has a specific JD to target against. Also triggers on "ceevee full review", "autonomous CV review", or when the user seems in a hurry. For the interactive 3-step pipeline where the user chooses their lens and explores opportunities, use ceevee-optimize instead.From its SKILL.md

Install

npx -y skills add careerproof-labs/careerproof-skills --skill ceevee-quick-review

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SKILL.md

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CeeVee Quick Review — Fast Autonomous CV Review

Fast single-call CV review that combines positioning analysis, lens detection, and targeted edits into one autonomous pass. Faster and cheaper than the full /ceevee-optimize pipeline.

MCP Tools

Tool	Cost	Notes
`ceevee_upload_cv`	FREE	Upload CV (PDF/DOCX)
`ceevee_list_versions`	FREE	Find existing CVs
`ceevee_full_review`	10 credits	Single-call autonomous review (sync 30-60s)
`ceevee_explain_change`	1 credit	Explain individual edits (sync)
`ceevee_get_positioning_session`	FREE	Retrieve session data later

Workflow

Step 1: Upload or Find CV (FREE)

Ask the user for their CV file (PDF or DOCX), or call ceevee_list_versions to find existing versions.

Call ceevee_upload_cv with base64-encoded file if uploading new. Save cv_version_id.

Step 2: Collect Options

Ask the user (all optional):

Target lens — e.g., "Technical Leader", "Scale-up Builder" (or let AI infer from CV)
Job description — Paste JD text for role-targeted optimization
Include opportunities — Whether to include career pivot suggestions (boolean)

Step 3: Run Quick Review (10 credits)

Call ceevee_full_review with:

cv_version_id (required)
requested_lens (optional — let AI infer if not specified)
jd_text (optional — for role-targeted optimization)
include_opportunities (optional boolean)
session_id (optional — link to existing positioning session)

Takes 30-60 seconds. Confirm 10 credit cost before running.

Step 4: Present Results

Important: The response is large. Parse and present concisely:

Positioning snapshot and detected lens
Recruiter inference — What a recruiter would assume
Edits summary — For each edit:
- Section being modified
- Key changes — 1-2 sentence summary
- Trade-off — What this edit gains vs. sacrifices
Opportunities (if included)

Offer to show full before/after text for any specific section the user wants to see in detail.

Step 5: Optional — Explain Edits (1 credit each)

If the user wants deeper reasoning on a specific edit:

Call ceevee_explain_change with cv_version_id and the change_id from the edits array.

Step 6: Next Steps

/ceevee-optimize for the interactive 3-step pipeline with more control over lens and opportunities
/ceevee-career-intel for market research and salary data
/ceevee-report for comprehensive PDF career intelligence reports

Credit Cost

Action	Cost
Upload CV	FREE
Quick review	10 credits
Explain edit	1 credit each

Tips

Quick review is 10 credits vs 13 for the full pipeline — faster and cheaper
Pass jd_text for role-targeted optimization — the AI aligns edits to the specific JD
If the user wants more control over lens/opportunities, direct them to /ceevee-optimize
Response is large — always parse and summarize, never dump raw response
Session persists — call ceevee_get_positioning_session to retrieve data later