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CareerGenius MCP server

Which MCP servers are CareerGenius's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-10-25

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Whose server it is
  • Registry nameorg.careergenius/careergeniusverified in the MCP registry

The registry name sits under careergenius.org. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

When we asked itchecked 2026-10-25
  • Stateanswerschecked 2026-10-25
  • Tools7
  • Server calls itselfcareergenius
  • Server version2026-10-21
  • Protocol version2025-06-18

On 2026-10-25 the server answered initialize and tools/list without a sign-in. First answer in 234 ms.

Should an agent connect itNot proven either way yet
  • Its tools do every use case we checked: rewrite resume lines to match a job posting; check which posting keywords a resume already covers.
  • Checked on 3 of the 7 days it takes to judge reliability.

Once connected

  • For "rewrite resume lines to match a job posting", the likely first call is careergenius_tailor_resume.
  • For "check which posting keywords a resume already covers", the likely first call is careergenius_keyword_gap.
  • Parameters are untyped or undescribed in 4 of 7 tools: check arguments before calling.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

Measured dailydaily checks: 3, the first on 2026-10-25
  • INITE MCP scoreafter a weeka score needs 7 daily checks: 3 so far
  • What an agent can do with it2 of 2 use cases
  • Answeredmeasuring3 of the 7 daily checks it takes to print a share
  • Median first answer244 ms
  • Space in an agent's context≈ 5,986 tokensthe definitions of all its tools (7), which an agent carries on every turn
  • Tool definitionsA · 90 of 100
  • Typed results0 of 7 toolsdeclared outputSchema: results come typed, read once
  • Parameters without a description: in 4 of 7

What an agent can do with it

  • can do · rewrite resume lines to match a job posting
  • can do · check which posting keywords a resume already covers
  • not sure · review and keep or discard suggested wording edits

Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?

Worth a look

None of the five warning signs in these definitions.

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

Tools it offers7 tools · read 2026-10-25
  • careergenius_keyword_gap

    Lists the keywords a job posting asks for (named tools, products, credentials, plus any you supply) and which of them the resume shows or does not show. Deterministic, no AI. Not a score and not a prediction of screening or interview…

  • careergenius_tailor_resume

    Rewords the resume summary and job bullets for one posting. Every rewrite is checked against the resume; rewrites with unsupported claims (added tools, numbers, seniority, results or employers) are removed and listed in held_back by…

  • careergenius_cover_letter

    Writes a cover letter (or a short hiring-manager letter) from the resume for one posting. Every sentence is checked against the resume; unsupported sentences are removed and counted by reason. Returns only a letter, never other text…

  • careergenius_render_resume_pdf

    Lays out a structured resume as a clean, single-column, ATS-readable PDF (real selectable text, embedded fonts, no images, no tables, no clickable links), letter or A4, at most 3 pages. Returns the file as an embedded resource (base64)…

  • careergenius_render_resume_docx

    The same resume layout as an editable Word (.docx) file, for a person who wants to change it before sending. Returns the file as an embedded resource (base64); nothing is stored. No AI. Counts one call of the monthly allowance. Without a…

  • careergenius_tailor_resume_pdf

    One call: give a job posting (text or a public link) and the person's resume (plain text, a PDF or DOCX file in base64, or structured JSON). CareerGenius reads the posting, lists the keywords it asks for and which the resume shows…

  • careergenius_interview_prep

    Likely interview questions for one job posting, each with an answer outline built ONLY from the resume: every point cites the resume line it comes from and passed the CareerGenius fact check (no invented experience; failing points are…

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

{
  "mcpServers": {
    "careergenius": {
      "type": "http",
      "url": "https://api.careergenius.org/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http careergenius https://api.careergenius.org/mcp

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://api.careergenius.org/mcp as a custom connector in the settings.

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.