Career change coach: test a career with small experiments, find directions, 300+ sourced guides.
Scored across 8 tools
The guide-related trio (browse_career_guides for shelf listings, find_career_guide for search, read_career_guide for full text) forms a clear progressive-disclosure ladder, and explore_career_directions vs get_career_direction is mostly separated by 'suggest 2-3' vs 'full detail on one'. However, the example query 'I hate my job but don't know what else to do' is claimed by both find_career_guide and start_my_reading, and start_my_reading overlaps conceptually with explore_career_directions for lost/stuck users, so a few edges are blurry.
All names are snake_case and verb-first, and the resource nouns are stable (career_guide(s), career_direction(s), career_experiment). The only deviation is start_my_reading, which uses a first-person possessive rather than a clear object noun, making it the one name that doesn't fit the pattern.
Eight tools is well-scoped for a read-only career-guidance content service, with each tool mapping to a distinct user intent (browse, search, read, facts, directions, experiments, entry point). Nothing feels redundant or padded.
The surface covers the full read lifecycle for guides (list shelves → search → read full text) plus factual checks, emerging directions, experiments and a stuck-user entry point, which is strong coverage for a read-only domain. Minor gaps: there is no tool to retrieve or resume the coach/quiz output the tools repeatedly link out to, and no way to fetch a guide by link alone without going through find or read.
Lists every OffLadder career guide on one subject, as questions with links, so someone can see what there is to read before picking one, e.g. 'show me everything on interviews', 'what guides do you have for students', 'reading list for after a layoff', 'what do you have on AI and jobs'. Shelves: stuck (Not sure what to do next), career-change (Changing careers), layoffs (After a layoff), ai (AI, jobs and the future of work), applying (CVs, resumes and applications), interviews (Interviews, offers and pay), students (Students, graduates and first jobs). Without a topic it lists the shelves with how many guides each holds.
Inputs: topic. Returns: topic, guides, shelves, library_url
Answers factual questions about changing jobs or careers, e.g. 'is it too late to change careers at 40', 'is 50 too old to switch careers', 'how many jobs does the average person have in a lifetime', 'how long do people stay with one employer', 'how many different careers are there', 'will AI make my skills outdated', 'how fast are job skills changing'. Returns exact quotes from primary sources (U.S. Bureau of Labor Statistics, O*NET, World Economic Forum) with links, or says plainly that no checked figure exists. Never returns an estimate.
Inputs: question (required). Returns: facts, cta_label, start_url, exact_match, +1 more
Suggests kinds of work that might suit someone, for questions about what to do with their life or which careers fit their interests, strengths, values or past experience, e.g. 'what jobs suit someone who likes fixing things', 'careers for people who love the outdoors', 'what else can I do with my teaching experience', 'jobs for creative people that pay', 'careers that aren't just coding', 'new jobs AI is creating', 'jobs that help with climate change', 'meaningful work in health care without being a doctor', 'I'm good with people and spreadsheets, what fits'. Returns two or three emerging directions of work from OffLadder's library of 24, each with what the days contain and one small way to test it, plus a link to carry on with OffLadder's coach.
Inputs: interests (required), count. Returns: cta_label, start_url, browse_url, directions, +1 more
Finds a small way to try, test or get a feel for a career, job, trade or field before committing to it, for someone weighing whether to quit, retrain or switch into it, e.g. 'how do I know if I'd like UX design', 'try nursing before going back to school', 'test a career change this weekend', 'is product management right for me', 'a cheap way to see if I'd enjoy teaching', 'should I quit my job to become a data analyst', 'how can I try coding before a bootcamp', 'what's it really like to be an electrician'. Works for any named career. Returns one small real-world experiment that can be finished in an evening or a weekend, what is worth noticing, and a link to carry on with OffLadder's coach.
Inputs: career (required). Returns: field, cta_label, start_url, experiment, +2 more
Searches OffLadder's 302 written career guides and returns the closest ones, each with its direct answer, key points, primary sources and a link. Fits a how-to, advice or "what should I do" question about work and careers, e.g. 'how do I tailor my CV to a job description', 'how do I explain a career gap', 'what to do in the first 30 days after a layoff', 'how do I answer tell me about yourself', 'how to negotiate a job offer', 'is a degree worth it', 'what can I do with a psychology degree', 'apprenticeship or university', 'how to get a first job with no experience', 'what jobs will AI replace', 'how to write a cover letter for a career change', 'how to beat applicant tracking systems', 'should I follow up after an interview', 'how to read my first payslip', 'I hate my job but don't know what else to do'. Covers: not knowing what to do next, changing careers at any age, testing a career, layoffs and redundancy, AI and the future of work, jobs of the future, school leavers and students, degrees, apprenticeships, internships, graduate jobs, first jobs, first pay and payslips, CVs and resumes, cover letters, LinkedIn profiles, ATS, application forms and screening questions, interviews, job offers and pay, following up, and work that fits your life, with pages for both the UK and the US.
Inputs: question (required), count. Returns: guides, library_url, cv_extension_url
Returns everything OffLadder holds on one emerging direction of work: what the days contain, why it is appearing now, what AI changes about it, the human abilities it leans on, the experience it grows out of, one small test and what is still unknown. Without a name, lists all 24 directions by family with one line each. Fits questions about what a newer kind of job involves, or requests for a list of emerging careers, e.g. 'what does a robot fleet supervisor do', 'what is an AI workflow designer', 'jobs in energy retrofit', 'list emerging careers', 'what new jobs exist in climate and energy', 'careers in AI that aren't engineering'.
Inputs: name. Returns: families, direction
Returns the full text of one OffLadder career guide as Markdown: the direct answer, key takeaways, every section, worked examples and templates, the questions people also ask, and the sources. Suits someone who wants the step-by-step version of a guide rather than its short answer. Takes the guide's path or offladder.com link, e.g. '/answers/tailor-cv-to-job-description'.
Inputs: guide (required). Returns: url, updated, question
For someone who doesn't know what to do next, feels stuck or lost about work, or wants help working out a direction, e.g. 'I feel lost in my career', 'I hate my job but don't know what else I'd do', 'help me figure out what to do with my life', 'I'm 35 and still don't know what I want', 'midlife career crisis', 'I just graduated and have no idea what to do'. Returns a link to OffLadder's four quick questions, plus one optional, with their starting world already picked, where OffLadder's coach suggests two directions and a first experiment. Worlds: build (I could build things), nature (I could work with nature), stories (I could tell stories), business (I could solve business problems), people (I could help people), systems (I could understand how things work).
Inputs: hint, world. Returns: world, cta_label, start_url, continue_url
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
Your personal career coach. Scanning jobs for you, daily.
Find public career guides, explore grounded occupations, and open Rung for private resume work.
Find jobs, improve resumes, prepare for interviews, and manage your application pipeline.
Clarify a decision or career crossroads with a private strategy conversation. Start with a free 20-m
Add one secure layer between your agents and this server.
