List all resumes as lightweight identity records — id, name, email, phone only. Use this to orient and pick a resume_id before fetching details with other tools. Much more token-efficient than list_resumes when you only need to identify who is present. Response includes total_count and items for pagination.

Get a resume's top-level fields (contact info, professional statement, education) without the nested work experience and badge skill lists.

List all documents. When doc_type is 'resume' (or omitted), structured resume data is returned if available; otherwise flat file metadata is returned. Response includes total_count and items for pagination.

Return the full extracted text of a document.

Search across all documents for a keyword or phrase.

Search badge skills by title keyword.

Search work experiences by company name, position title, or achievement descriptions.

Each result includes a resume_id field identifying which resume the experience belongs to.

Search achievement descriptions directly, returning only matching bullets with minimal parent context. More token-efficient than search_work_experiences when you only need matching achievements.

Each result includes: id, desc, company_name, position_title, work_experience_id, resume_id.

Find resumes by person name (first or last name). Returns minimal identity fields only — use the returned id with other tools to fetch full details.

Each result includes: id, first_name, last_name, email, phone_num.

Find which resumes list a given badge skill. Returns resume identity and matched skill names only — more token-efficient than list_resumes when filtering by skill.

Each result includes: id, first_name, last_name, matched_skills.

List work experiences, optionally filtered to a specific resume and/or only current roles. Response includes total_count and items for pagination.

Get a single work experience entry with its achievements.

List all achievements (phrase skills), optionally filtered to a specific resume. Response includes total_count and items for pagination.

Get a single achievement (phrase skill) by ID.

List all badge skills (technologies, tools, languages), optionally filtered to a resume. Response includes total_count and items for pagination.

Get a single badge skill by ID.

List side projects (personal/portfolio projects, distinct from work experience) that demonstrate competency with specific technologies, optionally filtered to a resume. Response includes total_count and items for pagination.

Get a single side project by ID, including the technologies it demonstrates.

Search side projects by name, description, or associated technology.

Each result includes a resume_id field identifying which resume the project belongs to.

Find side projects that demonstrate competency with a given technology.

Each result includes: id, name, description, matched_technologies, resume_id.

List education entries (degree, institution, year, and relevant coursework/competencies), optionally filtered to a resume. Response includes total_count and items for pagination.

Get a single education entry by ID, including its competencies.

Search education entries by institution, degree, or competency.

Each result includes a resume_id field identifying which resume the entry belongs to.

Find education entries that demonstrate competency with a given skill — useful for matching a candidate's coursework/training to a specific position's requirements.

Each result includes: id, institution, degree, year, matched_competencies, resume_id.

Return aggregate counts and averages across the entire loaded resume collection.

Returns total_resumes, total_work_experiences, total_unique_skills, total_side_projects, total_education_entries, total_achievements, avg_skills_per_resume, avg_work_experiences_per_resume.

Return badge skills ranked by how many resumes list them, in descending order.

Useful for identifying the most common technologies across all candidates.

Find resumes that have specific skills, using the same partial token matching as search_resumes_by_skill.

Each result includes: id, first_name, last_name, matched_skills.