CVTailorly for AI agents

AI assistants can score and tailor CVs on a user's behalf. Scoring is free and needs no key. Paid tools spend one of the user's credits using their personal API key (shown after purchase). We never fabricate experience; anything unevidenced is returned as gaps.

MCP server (Streamable HTTP)

https://cvtailorly.com/api/mcp

Example Claude Desktop / generic MCP client config:

{
  "mcpServers": {
    "cvtailorly": {
      "type": "http",
      "url": "https://cvtailorly.com/api/mcp",
      "headers": {
        "Authorization": "Bearer cvb_YOUR_KEY (optional, for paid tools)"
      }
    }
  }
}

Tools

check_cv — Free. Checks a CV for ATS readability, country conventions (photo, date of birth, length, spelling for uk|ie|us|ca|au|nz|eu|intl), weak verbs, missing results and contact details. Optional job_text adds a match score.
extract_job_keywords — Free. Lists the skills, tools, qualifications and soft skills a job advert screens for, tagged must-have / nice-to-have, with the requirement lines. Optional cv_text marks which ones the CV already shows.
interview_questions — Free. Likely interview questions drawn from a job advert's requirements, skills, tools and qualifications, plus common questions.
score_cv_against_job — Free. Returns a 0-100 match score for a UK job advert, keywords the CV evidences, keywords it is missing, and quick UK-format fixes. Use before tailoring.
tailor_cv_to_job — Uses one credit from the user's account (needs their API key as Bearer token). Returns a tailored UK-format CV (structured + DOCX/PDF links), a cover letter if the credit includes one (5-credit bundle, passes, or the single pack with the £1.99 add-on), LinkedIn headline/summary and a recruiter note. Never invents experience; unmatched requirements are returned as 'gaps'. Without a key, returns paymentRequired with a link for the user.
nhs_supporting_statement — Uses one credit. Maps the CV to each criterion in an NHS/public-sector person specification (Essential/Desirable) with STAR-structured evidence drawn only from the CV, flags criteria with no evidence, and returns likely interview questions plus DOCX/PDF links.

REST API

OpenAPI 3.1 spec: https://cvtailorly.com/openapi.json (usable as a ChatGPT GPT Action).

curl -X POST https://cvtailorly.com/api/v1/score \
  -H 'content-type: application/json' \
  -d '{"cv_text":"...","job_text":"..."}'

curl -X POST https://cvtailorly.com/api/v1/tailor \
  -H 'authorization: Bearer cvb_...' -H 'content-type: application/json' \
  -d '{"cv_text":"...","job_text":"..."}'

Without a key or credits, paid endpoints return 402 with paymentRequired, a message and a link the agent should show the user.

Machine-readable summaries

Rate limits & data

Free scoring: 30 requests/minute per IP. Inputs are processed to produce results and deleted after 30 days. Don't send special-category data you don't need to.