Company Jobs Finder in ChatGPT

Questions it answers

Ask about open jobs at the companies you care about and get the current list straight from their public careers boards.

Ask "what jobs is Stripe hiring for?", "is Notion hiring designers?", "remote backend jobs at Ramp, Linear and Supabase" or "which Spotify jobs list a salary?".

Company Jobs Finder reads the public job boards that companies publish on Greenhouse, Lever, Ashby, Workable and SmartRecruiters.

It can narrow the list by keyword, location, remote work, department, posting date and posted salary, and it links each job to its application page.

It looks up companies by name, up to five at a time. Companies whose careers pages run on other systems are reported as not found.

It can also help you pick and pitch for the right ones. Give it the kind of role you want, your recent titles, level, years, skills and where you would work, and it ranks the open jobs at up to three companies by how well their titles, level, skills and location match, with the reasons and the gaps for each. For one job it lists the must-haves, nice-to-haves, level signals and stated hiring process, plus a checklist for tailoring your resume to it, based on general recruiter practice.

You can also check your own profile text against the words recruiters search for. Paste your headline and About section, name the roles you want or one job, and it shows which typical title, skill and tool terms your text has and lacks, an example search string, and tips for writing the headline and About section as a career story. It never reads LinkedIn or any site: you paste the text.

The ranking is a rule-based match against the public postings, not a prediction of whether you will be hired. It never writes your resume: your assistant does that from the facts it returns.

It stores nothing about you: answers about jobs are cached for up to two hours, what you tell it about yourself is used only while it answers and is never cached or kept, and the only lasting record is a daily count of calls per tool.

Short questions this server answers, each with a direct answer: Open Jobs at Named Companies: Remote, Salary and Fit.

What it can do

• Lists the open jobs at a named company from its public careers board
• Narrows jobs by keyword, location, remote work, department and posting date
• Shows only jobs that publish a salary when asked
• Compares openings at up to five companies in one answer
• Links every job to its application page
• Ranks open jobs for a profile by title, level, skills and location, with reasons and gaps
• Shows a job's must-haves, level signals and stated process, with a resume tailoring checklist
• Checks pasted profile text for the title, skill and tool words recruiters search, with an example search string

Tools

• find_company_jobs, Find company jobs and careers. Best for: open jobs at named companies, such as "jobs at Stripe", "is Notion hiring designers?" or "remote backend jobs at Ramp and Linear". Covers careers pages on Greenhouse, Lever, Ashby, Workable and SmartRecruiters; other companies come back as not_found. Returns: per company, each job's title, locations, workplace type, salary when published, posting date, a short summary and the applyUrl. Call this first when you need a job's exact title or applyUrl for the other tools. Input tips: send companies as the user says them or as careers page links, 1 to 5, such as {"companies": ["Stripe"], "keyword": "designer"}. Optional filters: keyword, location, remote, department, postedSince (YYYY-MM-DD), withSalary. Not for: looking up people at a company, applying to a job, or companies on other systems (point the user to the company's own careers page).
• rank_jobs_for_profile, Rank company jobs for profile. Best for: which open jobs at up to 3 companies suit the user, such as "which jobs at Ramp fit a senior backend engineer with 7 years of Go?". Returns: jobs ranked best first, each with a score, a fit of strong, possible or weak, a levelFit verdict (match, step_up, stretch, step_down), whyFit reasons, gaps and the applyUrl, plus one boards entry per company. Input tips: send companies and targetTitles, such as {"companies": ["Ramp"], "targetTitles": ["Backend Engineer"]}. Add recentTitles, level, yearsExperience, skills, locations and openToRemote only when the user gave them; never guess. Not for: listing every job at a company (use find_company_jobs) or the facts of one known job (use job_fit_brief).
• job_fit_brief, Brief on one job and tailor resume. Best for: the facts of one posting, such as "what does the senior backend job at Stripe require?" or "how should I tailor my resume for this role?". It reads the posting only, never the user's own text. Returns: must-haves, nice-to-haves, the level and the words that signal it, terms to mirror, years asked, location, the process and referral facts the posting states, and a short resume tailoring checklist. If the job is not found, it returns job_not_found with the closest open titles. Input tips: send company and job, such as {"company": "Stripe", "job": "Senior Backend Engineer"}. The job is the applyUrl or exact title; call find_company_jobs first if you do not know either. Not for: checking the user's own profile or resume text against a job (use profile_keyword_check).
• profile_keyword_check, Check recruiter and LinkedIn profile keywords. Best for: LinkedIn profile and resume keywords recruiters search. Checks the user's own pasted headline, About or resume text, such as "does my profile have the right keywords for backend jobs?" or "what words am I missing for this job?". Returns: per role, the title, skill, tool and seniority words present or missing, an example boolean search string and whether the text matches it, and tips for the headline and About section. Input tips: send profileText (headline on the first line) plus targetTitles OR company and job, never both, such as {"profileText": "...", "targetTitles": ["Senior Backend Engineer"]}. For a job you do not know exactly, call find_company_jobs first for its applyUrl. Not for: reading a LinkedIn link or any site (ask the user to paste the text) or the facts of a job alone (use job_fit_brief).

Add Company Jobs Finder in ChatGPT

ChatGPT does not read a local config file. A custom MCP server is added in the product, and only after developer mode is on. These steps were checked against OpenAI's plugin connect guide and the ChatGPT MCP guide on 2026-10-01. Developer mode can be hidden by a workspace policy, so a Team or Enterprise admin may have to allow it first.

1. Open ChatGPT settings, then Security and login, and turn on Developer mode.
2. Open ChatGPT plugins and select the plus button.
3. Enter a name such as "Company Jobs Finder" and a one-line description of what you want it to answer.
4. Under Connection, choose the public endpoint and paste this URL. Include the /mcp path. Do not add a tunnel id: this server is already public.

   https://jobs.openkrill.app/mcp

5. Create the connection and review the tools ChatGPT lists. You should see find_company_jobs, rank_jobs_for_profile, job_fit_brief, profile_keyword_check. The feedback tools on the same server are optional and not required for the lookup.
6. Start a new conversation, add the connection from the tools menu, and ask: What jobs is Stripe hiring for right now?

No API key and no OAuth client id are required. The server answers without a login. Calls are limited per network and per day, and a limit comes back as a tool error rather than a partial answer. If the tool list is stale after a server change, open the connection and select Refresh, then start a new conversation.

The ChatGPT desktop app, Codex CLI and IDE extension share a different config. In the desktop app, open Settings, then MCP servers, choose Add server, select Streamable HTTP, and paste the same URL. In ~/.codex/config.toml the equivalent is a table named mcp_servers.company-jobs with url = "https://jobs.openkrill.app/mcp". ChatGPT on the web does not read that file. A published directory listing is also a different path: this page is the developer-mode connection, not a claim that Company Jobs Finder is already in the ChatGPT directory.

Treat the server as untrusted until you have read a few answers. A remote MCP server sees the arguments the model sends. Company Jobs Finder is read-only and documents what it sends onward on the privacy page.

If it does not work

A call checked on 2026-10-17

Stripe publishes on a public Greenhouse board, which is one of the five boards this plugin reads. The request below was posted to https://jobs.openkrill.app/mcp as tools/call. HTTP 200. Source: the Company Jobs Finder server, read 2026-10-17.

{
  "method": "tools/call",
  "params": {
    "name": "find_company_jobs",
    "arguments": {
      "companies": [
        "Stripe"
      ],
      "limit": 2
    }
  }
}

• companies. 1 returned
• companies status. ok

Repeat the call yourself if you need a newer reading. Cached answers expire. A rate limit is not a result: wait and try again. Nothing in the call is a ranking, a filing, or advice.

Using it in production

Nothing to install and nothing to run: no package, no Python or Node.js version and no environment variable. Company Jobs Finder runs on our servers, and your client only needs the URL https://jobs.openkrill.app/mcp.

Use it in other apps

• Company Jobs Finder in Claude
• Company Jobs Finder in Cursor
• Company Jobs Finder in VS Code
• Company Jobs Finder in Pi

Roles that use Company Jobs Finder

• Job seeker guide
• Recruiter guide

Frequently asked questions

Words on this page

• MCP (Model Context Protocol) definition
• Streamable HTTP transport definition
• Tool primitive definition
• Rate limit policy definition

Source: plugin listing for company-jobs in this repository, and a live tools/call on 2026-10-17. As of 2026-10-17.