{"serverId":"mcp-registry/io.github.getjobzi/getjobzi-mcp","tools":[{"name":"analyze_resume","fixed":{"name":"analyze_resume","description":"Analyse a CV/resume and return a 0-100 ATS-readiness score, word and keyword counts, the top extracted keywords, and specific notes on gaps or issues (missing contact details, missing section headers, length problems). Provide the resume as plain text via resumeText, or as a base64-encoded PDF via resumeBase64.","inputSchema":{"type":"object","required":[],"properties":{"resumeText":{"type":"string","description":"Plain-text content of the resume/CV"},"resumeBase64":{"type":"string","description":"Base64-encoded PDF content of the resume"}},"additionalProperties":false},"annotations":{"readOnlyHint":true}},"changes":[{"kind":"annotations","detail":"Added readOnlyHint: true (inferred from the name).","verify":true}],"tokensBefore":172,"tokensAfter":172},{"name":"career_health_check","fixed":{"name":"career_health_check","description":"Score the health of a job search across three factors — application volume, interview conversion, and interview-to-offer conversion — and give a short written diagnosis. Takes the caller's own counts; will not invent numbers.","inputSchema":{"type":"object","required":["targetRole","applications","interviews","offers","months"],"properties":{"months":{"type":"integer","description":"Months spent searching"},"offers":{"type":"integer","description":"Total offers received"},"interviews":{"type":"integer","description":"Total interviews received"},"targetRole":{"type":"string","description":"Target role, e.g. 'Software Engineer'"},"applications":{"type":"integer","description":"Total applications submitted"}},"additionalProperties":false},"annotations":{"readOnlyHint":true}},"changes":[{"kind":"annotations","detail":"Added readOnlyHint: true (inferred from the name).","verify":true}],"tokensBefore":220,"tokensAfter":220},{"name":"create_job_search_plan","fixed":{"name":"create_job_search_plan","description":"Create a practical, week-by-week job search plan for a target role, including weekly targets, sources and search strategies, and pitfalls to avoid.","inputSchema":{"type":"object","required":["targetRole"],"properties":{"location":{"type":"string","description":"Optional location, e.g. 'Manchester'"},"situation":{"type":"string","description":"Optional free-text description of the candidate's current situation"},"targetRole":{"type":"string","description":"Target role, e.g. 'Data Engineer'"},"timeAvailable":{"type":"string","description":"Optional time they can commit, e.g. '10 hours/week'"}},"additionalProperties":false},"annotations":{"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false}},"changes":[{"kind":"annotations","detail":"Added readOnlyHint: false, destructiveHint: false, idempotentHint: false (inferred from the name).","verify":true}],"tokensBefore":189,"tokensAfter":189},{"name":"diagnose_job_search","fixed":{"name":"diagnose_job_search","description":"Diagnose why a job search isn't producing interviews, from caller-supplied application/interview counts. Returns interview conversion, likely issues, priority actions, and an optional short narrative (null if generation failed — never fabricated). This is a lightweight, stateless diagnostic — it does not use GetJobzi's account-level job search history and never states or implies a probability of being hired.","inputSchema":{"type":"object","required":["targetRole","applications","interviews","months"],"properties":{"months":{"type":"integer","description":"Months spent searching"},"interviews":{"type":"integer","description":"Total interviews received"},"resumeText":{"type":"string","description":"Optional plain-text resume for additional context"},"targetRole":{"type":"string","description":"Target role, e.g. 'Software Engineer'"},"applications":{"type":"integer","description":"Total applications submitted"}},"additionalProperties":false},"annotations":{"readOnlyHint":true}},"changes":[{"kind":"annotations","detail":"Added readOnlyHint: true (inferred from the name).","verify":true}],"tokensBefore":278,"tokensAfter":278},{"name":"find_matching_jobs","fixed":{"name":"find_matching_jobs","description":"Find live UK job postings that match a candidate's resume. Extracts the top keywords from the resume, searches GetJobzi's aggregated postings, and ranks results by similarity between the resume text and each posting's description.","inputSchema":{"type":"object","required":[],"properties":{"limit":{"type":"integer","description":"Max results 1-20, default 10"},"location":{"type":"string","description":"Optional UK location filter, e.g. 'London' or 'M1'"},"resumeText":{"type":"string","description":"Plain-text content of the resume/CV"},"resumeBase64":{"type":"string","description":"Base64-encoded PDF content of the resume"}},"additionalProperties":false},"annotations":{"readOnlyHint":true}},"changes":[{"kind":"annotations","detail":"Added readOnlyHint: true (inferred from the name).","verify":true}],"tokensBefore":197,"tokensAfter":197},{"name":"find_sponsored_jobs","fixed":{"name":"find_sponsored_jobs","description":"Find NHS job postings — NHS trusts are licensed visa sponsors, so most roles at these trusts are eligible for Skilled Worker sponsorship where the salary meets the threshold. Filtered to NHS Jobs postings only. Returns the same shape as search_jobs, with the full job description included.","inputSchema":{"type":"object","required":["keyword"],"properties":{"limit":{"type":"integer","description":"Max results 1-20, default 10"},"keyword":{"type":"string","description":"Keyword or job title, e.g. 'Nurse' or 'Radiographer'"},"location":{"type":"string","description":"Optional UK location filter"}},"additionalProperties":false},"annotations":{"readOnlyHint":true}},"changes":[{"kind":"annotations","detail":"Added readOnlyHint: true (inferred from the name).","verify":true}],"tokensBefore":189,"tokensAfter":189},{"name":"get_job_details","fixed":{"name":"get_job_details","description":"Full details of one job posting by its GetJobzi job id (from search_jobs), including the complete job description text.","inputSchema":{"type":"object","required":["jobId"],"properties":{"jobId":{"type":"integer","description":"Job id from search_jobs results"}},"additionalProperties":false},"annotations":{"readOnlyHint":true}},"changes":[{"kind":"annotations","detail":"Added readOnlyHint: true (inferred from the name).","verify":true}],"tokensBefore":93,"tokensAfter":93},{"name":"get_salary_benchmark","fixed":{"name":"get_salary_benchmark","description":"GetJobzi's UK salary benchmark: median advertised salary on each major UK job board, from GetJobzi's internal salary index. Answers questions like 'which job board has the best paid jobs' or 'is this advertised salary competitive'. Figures are advertised (not negotiated) salaries in GBP.","inputSchema":{"type":"object","required":[],"properties":{},"additionalProperties":false},"annotations":{"readOnlyHint":true}},"changes":[{"kind":"annotations","detail":"Added readOnlyHint: true (inferred from the name).","verify":true}],"tokensBefore":119,"tokensAfter":119},{"name":"resume_compare","fixed":{"name":"resume_compare","description":"Compare a resume against a specific job description. Returns a 0.0-1.0 keyword-coverage score, matched keywords, missing keywords (ordered by frequency in the job description), and short notes. Deterministic — no LLM involved, will not invent gaps.","inputSchema":{"type":"object","required":["jobDescription"],"properties":{"resumeText":{"type":"string","description":"Plain-text content of the resume/CV"},"resumeBase64":{"type":"string","description":"Base64-encoded PDF content of the resume"},"jobDescription":{"type":"string","description":"Full job description text to compare against"}},"additionalProperties":false},"annotations":{"readOnlyHint":true}},"changes":[{"kind":"annotations","detail":"Added readOnlyHint: true (inferred from the name).","verify":true}],"tokensBefore":185,"tokensAfter":185},{"name":"search_jobs","fixed":{"name":"search_jobs","description":"Search live UK job postings aggregated by GetJobzi from major UK job boards (Indeed, Reed, CV-Library, TotalJobs, LinkedIn, Adzuna, NHS Jobs and others). Returns matching active jobs with title, company, location, advertised salary, source board and posting date.","inputSchema":{"type":"object","required":["keyword"],"properties":{"limit":{"type":"integer","description":"Max results 1-20, default 10"},"keyword":{"type":"string","description":"Keyword or job title, e.g. 'Java Developer' or 'Nurse'"},"location":{"type":"string","description":"Optional UK location filter, e.g. 'London' or 'M1'"}},"additionalProperties":false},"annotations":{"readOnlyHint":true}},"changes":[{"kind":"annotations","detail":"Added readOnlyHint: true (inferred from the name).","verify":true}],"tokensBefore":186,"tokensAfter":186}],"toolsChanged":10,"tokensSaved":0,"todo":[],"note":"Deterministic fixes. Changes marked verify need a human look before shipping (renames, inferred annotations, inferred types, removed text). Parameter descriptions in `todo` need to be written by someone who knows the API."}