Every change Wellknown observed on this MCP server, newest first, with what it was before and what it became. Tool-surface changes carry the definition diff. Nothing here is edited after the fact.
Changed the definition of "jobspotter_connection_score"
⟨12 unchanged words⟩ I connect with this person?", "isshethis contact worthmessaging?messaging about my job search?". Scores how relevant a connection is to ⟨81 unchanged words⟩
⟨25 unchanged words⟩ text, and or fields title, company,past_companiesemployers, schools, location, skills.","properties":{ ⟨41 unchanged words⟩ text, and or fields title, company,past_companiesemployers, schools, location, skills.","properties":{ ⟨42 unchanged words⟩
{"destructiveHint":false,"idempotentHint":true,"openWorldHint":truefalse,"readOnlyHint":true,"title":"How relevant ⟨6 unchanged words⟩
Added "jobspotter_about_job_spotter"; removed "jobspotter_join_matching" and "jobspotter_post_job" (163 tools before, 162 now)
Job Spotter: What Job Spotter can do, for job seekers and employers — Job Spotter. What Job Spotter can do, for job seekers and employers. The capabilities, the rules (nothing is sent without a yes) and which tool does what. A ready-to-read summary is in `say`.
Job Spotter: Keep a job seeker's profile for introductions or offers (needs their email... — Job Spotter. Keep a job seeker's profile for introductions or offers (needs their email confirmation). Nothing is kept until the link is pressed. Candidates never pay.
Job Spotter: Post a job or shift free (needs the employer's email confirmation) — Job Spotter. Post a job or shift free (needs the employer's email confirmation). For small employers: posts a job or a single shift free. It goes live after the employer presses a link emailed to their work address (personal addresses get a quick check first), shows in Job Spotter's search, on its own page that Google for Jobs can list, and in alerts. Jobs close after 30 days, shifts when they end.
Certificate recorded, valid to 2026-12-26
Authorization not required
Added "artspotter_calculate_resale_royalty", "artspotter_check_art_listing", "artspotter_check_artworks_feed" and 17 more (143 tools before, 163 now)
Art Spotter - Eye of the Beholder: UK Artist's Resale Right on a resale — Art Spotter - Eye of the Beholder. UK Artist's Resale Right on a resale. The royalty owed to an artist on a UK resale through a gallery, dealer or auction house, by band, with the cap and who collects it.
Art Spotter - Eye of the Beholder: Check an art listing before buying — Art Spotter - Eye of the Beholder. Check an art listing before buying. Whether a link is an independent artist in the index or a marketplace with buyer protection, reverse image search links for the picture, and the checks that catch stolen images, AI work sold as hand-made and payment scams.
Art Spotter - Eye of the Beholder: Check an artist's artworks.json — Art Spotter - Eye of the Beholder. Check an artist's artworks.json. Reads an artist's artworks.json (the open format at artspotter.pages.dev/artworks that lets assistants find work sold direct) and lists anything to fix.
Added "jobspotter_cover_letter", "jobspotter_interview_practice", "jobspotter_join_matching" and 2 more; changed the definition of "jobspotter_company_lookup", "jobspotter_job_demand" and "jobspotter_search_jobs" (138 tools before, 143 now)
⟨64 unchanged words⟩ for people there. Staff reviews are not included. For US employers it adds what they offered on US work visa filings.
⟨78 unchanged words⟩ get the places a role is searched most. For a role, it also gives the easiest places to find openings: where each search finds the most listings. A group is shown only when it holds 10 or more searches.
Added "jobspotter_apply_kit", "jobspotter_check_job_link", "jobspotter_check_salary" and 17 more; changed the definition of "jobspotter_search_jobs" (118 tools before, 138 now)
{"additionalProperties":false,"properties":{"benefits":{"description":"Benefits the advert must mention, comma separated, for example \"pension, private healthcare\".","type":"string"},"company":{"description":"Only jobs at this company, for example \"Tesco\".","type":"string"},"country":{"description":"US or UK, ⟨18 unchanged words⟩ ,"UK"],"type":"string"},"education":{"description":"Education: degree for jobs asking for a degree, or no degree for jobs that don't.","enum":["degree","no degree"],"type":"string"},"employer":{"description":"Employer: direct for jobs posted by the employer itself, or agency for recruitment agencies.","enum":["direct","agency"],"type":"string"},"exclude":{"description":"Words the advert must not contain, comma separated, for example \"sales, commission\".","type":"string"},"include":{"description":"Words the advert must contain, comma separated, for example \"python, aws\".","type":"string"},"job_type":{"description":"Job type: full time, part time, contract, temporary or internship.","enum":["full time","part time","contract","temporary","internship"],"type":"string"},"level":{"description":"Level: entry (junior ⟨23 unchanged words⟩ "minimum":1,"type":"integer"},"page":{"description":"Which page of results, 1 to 20. Default 1. Use 2 for \"show me more\".","maximum":20,"minimum":1,"type":"integer"},"
Unknown → Live
First tool surface recorded: 118 tools (server version 1.0.0)
https://goodturn-mcp.pages.dev/all/mcp (mcp_streamable_http) — from mcp_registry, with the record
Showing the latest 10 events. The API returns up to 500 and filters by kind: ?kind=tool_surface_changed
Art Spotter - Eye of the Beholder: What an artist keeps on each selling platform — Art Spotter - Eye of the Beholder. What an artist keeps on each selling platform. For a sale price, what the artist keeps after fees on Etsy, eBay, Saatchi Art, Artfinder, Singulart, their own Shopify shop and direct card payments, sorted by money kept, with print-on-demand options for prints. US and UK fee tables.
Art Spotter - Eye of the Beholder: Grants, buyer finance, royalties and copyright for artists — Art Spotter - Eye of the Beholder. Grants, buyer finance, royalties and copyright for artists. For the UK: arts council grants, Own Art 0% buyer finance and the Artist's Resale Right. For the US: grants and the $85 group copyright registration for 2 to 20 artworks.
Art Spotter - Eye of the Beholder: Fair price for a new artwork by size and medium — Art Spotter - Eye of the Beholder. Fair price for a new artwork by size and medium. What original work or prints of about this size and kind sell for in independent artists' own shops: the typical price, the middle half of prices and the price per square inch, from comparable works for sale.
Art Spotter - Eye of the Beholder: Open calls, prizes and residencies for artists — Art Spotter - Eye of the Beholder. Open calls, prizes and residencies for artists. Recurring open exhibitions, prizes, residencies and listing sites in the UK, US and Canada, with entry fees, usual closing month, media and official links.
Art Spotter - Eye of the Beholder: A free artwork passport for an artist's work — Art Spotter - Eye of the Beholder. A free artwork passport for an artist's work. Makes a certificate for a work (title, artist, year, medium, size, edition) with a fingerprint of its picture, as printable text and schema.org data the artist can publish, so anyone can later check the picture is unchanged.
Art Spotter - Eye of the Beholder: Price and terms for commissioning a piece — Art Spotter - Eye of the Beholder. Price and terms for commissioning a piece. A price guide for a commissioned piece by size and the artist's level, what similar finished originals sell for, the usual deposit, revision rounds, cancellation fees, copyright and a contract checklist for buyer and artist.
Art Spotter - Eye of the Beholder: Find art for sale from independent artists — Art Spotter - Eye of the Beholder. Find art for sale from independent artists. Searches works in independent artists' own shops and eBay art by words (subject, style, place, artist), kind, original or print, price, size and colour. Results show title, artist, size, price, where it ships from, an image and a link to buy straight from the artist.
Art Spotter - Eye of the Beholder: What size art fits a wall and how high to hang it — Art Spotter - Eye of the Beholder. What size art fits a wall and how high to hang it. Art width for the furniture or wall, the hanging height, the gap above furniture and gallery wall spacing, with a ready search for works in that size range.
Art Spotter - Eye of the Beholder: Check a picture matches an artwork passport — Art Spotter - Eye of the Beholder. Check a picture matches an artwork passport. Recomputes the picture's fingerprint and says whether it matches the one in the passport.
Fair Fare: Cheapest time of day to take a ride — Fair Fare. Cheapest time of day to take a ride. For New York, typical Uber and Lyft prices for a trip of a given length at every hour of the week, from the city's trip records, with the cheapest and most expensive hours today and whether waiting saves money. For other cities, how the taxi meter rates change by time of day.
Fair Fare: Check a New York taxi or ride-app driver's licence — Fair Fare. Check a New York taxi or ride-app driver's licence. Whether a TLC licence number is active on New York City's daily open data for for-hire (Uber, Lyft, car service) and taxi drivers, its expiry date, and, if a name is given, whether it matches (the name on the licence is never returned). Other cities get the official way to check.
Fair Fare: Was I overcharged? Check a fare that was paid — Fair Fare. Was I overcharged? Check a fare that was paid. Compares what was paid with the official meter tariff, the airport flat fare or New York's typical Uber and Lyft prices for the same trip and hour, gives a verdict (fair, high or overcharged), the next steps for that company or city regulator, and a short message to send asking for a refund.
Fair Fare: Check a cab firm's fleet.json — Fair Fare. Check a cab firm's fleet.json. Reads a taxi or minicab firm's fleet.json (the open format at fairfare.pages.dev/fleet that lets assistants find and book local firms directly) and lists anything to fix.
Fair Fare: What a trip should cost by taxi, Uber or Lyft — Fair Fare. What a trip should cost by taxi, Uber or Lyft. Distance and time by road between two places, the licensed taxi meter fare with the extras that apply at that hour, any airport flat fare, typical Uber and Lyft prices in New York, airport pickup rules, a pre-booked transfer option for airport trips, and links that open Uber, Lyft or public transport directions with the trip filled in.
Fair Fare: Getting a ride at an airport — Fair Fare. Getting a ride at an airport. Where Uber and Lyft pick up, how the taxi rank works, flat taxi fares, drop-off and pickup charges for cars, meet and greet rules, public transport into the city with prices, and tips, from each airport's own pages.
Fair Fare: A city's official taxi meter tariff — Fair Fare. A city's official taxi meter tariff. The starting charge, the rate per mile or kilometre, the waiting rate, time-of-day tariffs, extras and surcharges, flat fares, tipping custom and the official source.
Fair Fare: Cities and airports covered — Fair Fare. Cities and airports covered. Every city whose official taxi tariff is on file and every airport with ground transport facts.
⟨166 unchanged words⟩ (junior, graduate, intern), mid or senior. With entry, jobs asking for more than 2 years of experience are left out and the answer adds apprenticeship and graduate routes.","enum":["entry","mid"," ⟨276 unchanged words⟩
Job Spotter: Draft a cover letter and application answers — Job Spotter. Draft a cover letter and application answers. For "write my cover letter for this job" or "help me answer these application questions". Builds a first draft only from the person's own CV lines and the advert: the strongest matching achievements, the skills the job asks for in the CV's own words, an honest gap line, and draft answers to the form's questions. Anything only the person can know is left as a [bracketed] prompt. Job Spotter never applies or sends anything, and nothing sent is stored.
Job Spotter: Practise an interview, one question at a time — Job Spotter. Practise an interview, one question at a time. For "practise an interview with me" or "how was that answer?". Send the role to get the first question; send the question and the person's answer to get a score out of 10 with what went well, one thing to fix and the next question. Scored by fixed rules, the same for everyone: structure (situation, task, action, result), what the person did themselves, a concrete result, length and the question's own words. It scores the answer, never the person, and nothing is stored.
Job Spotter: Keep a job seeker's profile for introductions or offers (needs their email... — Job Spotter. Keep a job seeker's profile for introductions or offers (needs their email confirmation). Nothing is kept until the link is pressed. Candidates never pay.
Job Spotter: Post a job or shift free (needs the employer's email confirmation) — Job Spotter. Post a job or shift free (needs the employer's email confirmation). For small employers: posts a job or a single shift free. It goes live after the employer presses a link emailed to their work address (personal addresses get a quick check first), shows in Job Spotter's search, on its own page that Google for Jobs can list, and in alerts. Jobs close after 30 days, shifts when they end.
Job Spotter: What a US employer offered on work visa filings — Job Spotter. What a US employer offered on work visa filings. For "what does Google pay software engineers?" or "how much does Infosys pay on H-1B?". Wages US employers offered on certified H-1B, H-1B1 and E-3 labour condition applications (US Department of Labor disclosure data): the number of filings, the median and typical range, and the most common job titles with their median offered wage. Offered wages on filings, a guide to pay at that employer; contact people named in the filings are left out.
Job Spotter: Everything needed to apply for a job — Job Spotter. Everything needed to apply for a job. For "help me apply for this", "write my cover letter", "what should I say in my application?". Gives what the job asks for, the lines in the CV that prove each skill, what is missing, keywords to use if true, a cover letter outline and common application questions with how to answer them, so a tailored letter and answers can be written. Job Spotter never applies or sends anything. Nothing sent is stored.
Job Spotter: Check a job link someone pastes — Job Spotter. Check a job link someone pastes. For "is this job real?", "what does this one pay?" with a link. Reads the advert from the employer's job board (Greenhouse, Lever, SmartRecruiters, Ashby and most career pages) and gives the title, company, place, pay, when it was posted, whether it looks like a live, open job, visa sponsorship and a short summary. LinkedIn, Indeed and Glassdoor pages can't be read; the advert text can be pasted into the CV match instead.
Job Spotter: What a job pays in a place — Job Spotter. What a job pays in a place. For "what does a nurse earn in Birmingham", "average salary for a data analyst in Austin", "is £35k good for a junior developer in London". Gives the typical yearly range (middle half of current adverts), the middle figure and the average advertised, from current job adverts. Advertised pay, not offers.
Job Spotter: Is this UK employer a licensed visa sponsor? — Job Spotter. Is this UK employer a licensed visa sponsor? For "does Deliveroo sponsor visas?", "can this company sponsor a Skilled Worker visa?". Looks the employer up in the UK Home Office register of licensed sponsors (workers), with its town and the visa routes it is licensed for, and the register date. A licence means the employer can sponsor; each job still has to qualify. Company names on the register are legal names, so try the legal name if the brand name is not found. For US jobs, the visa_sponsorship field on search results comes from the advert. Register data contains public sector…
Job Spotter: Facts about an employer and its hiring — Job Spotter. Facts about an employer and its hiring. For "tell me about Monzo as an employer", "is Tesco hiring?", "how big is this company?". Gives what the company does, when it was founded, staff numbers, headquarters and website (from Wikidata), UK company records when available (Companies House, Open Government Licence), how many jobs it has open now with examples, and ready searches for people there. Staff reviews are not included.
Job Spotter: Compare jobs side by side — Job Spotter. Compare jobs side by side. For "compare the first three", "which of these pays best?". Takes two to five ids from search results and gives each job's pay (and yearly equivalent), work type, job type, how new it is, direct employer or agency, visa sponsorship and ghost-job check, plus which is best on pay, newest and remote.
Job Spotter: How relevant a connection is to your goal — Job Spotter. How relevant a connection is to your goal. For "should I connect with this person?", "is she worth messaging?". Scores how relevant a connection is to the user's goal, out of 100, from two profiles the user provides (it rates the fit with the goal, not the person), the same way every time: works where they want to work, recruiter or likely hiring manager for the goal, same school, same past employer, shared skills, nearby, more senior. Gives the reasons, a short verdict and an outline for a short note. Profiles can be pasted text (for example from LinkedIn's Save to PDF). Nothing…
Job Spotter: How often an employer replies to applications — Job Spotter. How often an employer replies to applications. For "do they actually reply?". From Job Spotter users who track their applications: the share of applications that got any answer (interview, offer or rejection) within the time tracked, and the usual wait. Shown only from 5 tracked applications, so nobody can be singled out.
Job Spotter: Check an employer against the fair hiring badge — Job Spotter. Check an employer against the fair hiring badge. For "is this employer fair to applicants?". Four checks from what the employer does: shows pay in its adverts on Job Spotter, replies to tracked applications, hires through scored consent-first introductions, and (UK employers with 250 or more staff) reports its gender pay gap on time. Each check comes with its figures; the badge is earned when every check with data passes and at least two have data. Includes a badge image link.
Job Spotter: People worth contacting at a company — Job Spotter. People worth contacting at a company. For "who should I contact at Monzo about data jobs?", "find the hiring manager". Gives the people who posted the company's hiring ads publicly (they asked applicants to get in touch) and ready LinkedIn and Google searches that open the person's own connections there, its recruiters, likely hiring managers for the role, people in the role (for a referral) and alumni of a school. Nothing is read from LinkedIn and nothing is gathered about anyone.
Job Spotter: Posts from people saying they're hiring — Job Spotter. Posts from people saying they're hiring. For "who's posting that they're hiring React developers?", "any startups hiring remote designers?". Public posts from people saying they're hiring, from Hacker News (the monthly Who is hiring? thread), Mastodon and Bluesky, newest first, each with a link to the post. The person posting is often the hiring manager. Also gives a ready search link for X.
Job Spotter: Interview questions and practice — Job Spotter. Interview questions and practice. For "help me prepare for my interview", "what will they ask a staff nurse?", "do a mock interview". Gives likely role questions, questions drawn from the advert, behavioural questions, good questions to ask them, tips for one-way video and AI interviews, and an order for a practice interview with timings. Takes a job id from a search, or the role and company.
Job Spotter: What job seekers are searching for, by role and place — Job Spotter. What job seekers are searching for, by role and place. For "how many people are looking for care jobs in Leeds?" or "what are people searching for in Bristol?". Anonymous weekly counts of searches on Job Spotter by role words and place over the last 8 weeks, with the listings people found per search. Leave out what to get the most searched roles in a place (with a rising or falling trend), or where to get the places a role is searched most. A group is shown only when it holds 10 or more searches.
Job Spotter: The best current jobs for a CV — Job Spotter. The best current jobs for a CV. For "find jobs that fit my CV", "what jobs should I apply for?". Searches current jobs for the person's target roles (or past titles) and place, and ranks them by match score, with matched and missing skills for each. Nothing sent is stored. The score is a fixed formula, not an AI judgement; the person decides what to apply for.
Job Spotter: How well a CV matches a job — Job Spotter. How well a CV matches a job. For "how well do I match this job?", "should I apply?", "what's missing from my CV for this?". Scores a CV or profile against a job from a search (or pasted advert) out of 100, the same way every time: skills 45, role 20, experience 15, education 10, place 10. Gives matched and missing skills, strengths, gaps and keywords to add if true. Nothing sent is stored. The score is a fixed formula, not an AI judgement; the person decides what to apply for.
Job Spotter: Who to reach out to, from a CV — Job Spotter. Who to reach out to, from a CV. For "who should I network with?", "how do I get a job as a data scientist without applying cold?". From a CV or a few details and the role wanted, gives the kinds of people worth contacting in order (hiring managers at the employers hiring most for the role, recruiters who place it, alumni, former colleagues, people who made the same move, community organisers), with ready searches, the employers hiring most now and named people from public posts. Nothing sent is stored.
Job Spotter: A ready note asking someone for a referral — Job Spotter. A ready note asking someone for a referral. For "write to Amy at Monzo asking for a referral". Gives a LinkedIn connection note under 300 characters and a longer email version that asks for a referral or a short chat, built from how they know each other and why the job fits. Nothing is sent or stored.
Job Spotter: Jobs like one from a search result — Job Spotter. Jobs like one from a search result. For "show me more like the second one" or "anything similar to that Tesco job?". Takes the id from a search result exactly as given. Returns jobs with a similar title in the same place, without the job itself.
Job Spotter: What's hiring most in a place — Job Spotter. What's hiring most in a place. For "who's hiring in Leeds?", "what jobs are in demand in Austin?", "which companies are hiring nurses in Manchester?". Gives the roles advertised most and the employers with the most open jobs.
Job Spotter: Write a job advert and check the pay — Job Spotter. Write a job advert and check the pay. For employers: "help me write an advert for a care assistant", "is £12 an hour enough?". Builds a clear advert from the title, duties, must-haves and pay, flags what puts applicants off (missing pay, too many must-haves, slang like "rockstar", age-coded or gendered wording, "native speaker") and compares the pay with current adverts for the role and place. Nothing is posted or stored; posting is free at jobspotter.pages.dev/employers.