Tool that tailors your existing CV/resume to a specific job posting. Beat AI screening with AI tailoring.
Scored across 2 tools
The two tools have clearly separate purposes: score_cv only assesses a supplied CV against requirements, while tailor_cv rewrites the document and produces downstream artifacts. Descriptions even cross-reference each other, explicitly stating that score_cv does not generate a tailored CV or 'after' score and directing users to tailor_cv for that. No realistic path to misselection.
Both names follow the same verb_noun pattern (score_cv, tailor_cv) with a shared resource suffix, so the pair reads as a coherent family. No style mixing or vague verbs.
Two tools is thin for a CV/job-matching service; there is no separate operation for parsing a CV, extracting job requirements, or exporting results. The scope is arguably minimal by design (the web app handles the rest), but the MCP surface feels under-provisioned.
The core lifecycle (assess then tailor) is covered end to end, including score, tailored document, cover letter, and interview prep. However, notable operations are missing or outsourced: PDF export and higher-volume tailoring are pushed to the web app, and there is no persistent retrieval/history or standalone cover-letter generation, leaving dead ends for agents needing those outputs.
Assess only the supplied CV against atomic job requirements using Jev evidence probabilities. Returns one source score, assessmentKind=source_only, method=jev-probability-v1 and per-requirement met/not_met/unknown probabilities, confidence and actual model version. Every requirement stays in the denominator; the score is 100 times mean probabilityMet. No tailored CV or after score is generated. Run tailor_cv for actual document before/after assessment.
Inputs: cvText (required), jobDescription (required).
Tailor a CV/resume to a specific job posting: rewrites the CV with the posting's ATS keywords (rules and automated checks are designed to prevent added facts; AI can make mistakes), and returns the tailored CV, a match score, role-fit notes, interview prep and a cover letter (null when it could not be generated). Trial is rate-limited per network; for more tailorings and PDF export use the MaxCV web app.
Inputs: cvText (required), jobDescription (required).
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