CareerGenius

org.careergenius/careergeniuscareergenius.orgstreamable-httpv1.0.0Scanned 1 hour ago

Fact-checked resume tailoring, cover letters, interview prep and keyword gaps for a job posting.

7 tools: 6 change things and 1 only read.

Reads private data · 1
Reads text others write · 0
Can send data out · 2
2 findings

Anlyon alternative

6 of these tools change something. Run those as governed actions.

Declare what an action changes, and Anlyon puts it under a shared limit, binds every approval to the exact request, and grades the outcome. It works on any HTTPS API you can describe as an action.

Anlyon does not run, proxy or govern this MCP server. A tool your own code calls directly is not routed through Anlyon and is not governed by it.

Import an OpenAPI spec →

Tools

Grouped by what each tool does, most consequential first. Open one for its reasons and full description; descriptions are the publisher's own words.

7 tools

Changes things 6Creates or changes something that can be changed back.Claude Code: ask

careergenius_cover_letterWrites a cover letter (or a short hiring-manager letter) from the resume for one posting.1 finding
Why it is in this group
- The description's first verb is "write": a word for a change.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
Findings
- Warn
  The server marks "careergenius_cover_letter" read-only (readOnlyHint: true), and its own name, description or input give the class "write".
  Matched text
  annotations: {"readOnlyHint":true,"idempotentHint":false,"openWorldHint":false}; The description's first verb is "write": a word for a change.
  What this check looks for
Description, as the server wrote it
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. Review before use. Without a key: one of the conversation's 2 free AI calls (posting_text only; job_url needs a key).
Annotations the server declares
- readOnlyHint: true
- idempotentHint: false
- openWorldHint: false
careergenius_interview_prepLikely 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 …Can send data outNo findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
What it can reach
- outboundThe input takes a destination (input.contact.phone): what the tool writes goes there.
Description, as the server wrote it
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 removed and listed by reason). Resume as plain text, a PDF/DOCX file (base64) or structured JSON. Counts one call and uses the AI cap. Without a key: one of the conversation's 2 free AI calls (posting_text only; job_url needs a key). Without a key the whole request is limited to 96 KB.
Annotations the server declares
- readOnlyHint: true
- idempotentHint: false
- openWorldHint: false
careergenius_render_resume_docxThe same resume layout as an editable Word (.docx) file, for a person who wants to change it before sending.No findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
Description, as the server wrote it
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 key: one of the conversation's 10 free keyword/PDF calls.
Annotations the server declares
- readOnlyHint: true
- idempotentHint: true
- openWorldHint: false
careergenius_render_resume_pdfLays 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 p…No findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
Description, as the server wrote it
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); nothing is stored. No AI: the text is printed exactly as sent. Counts one call of the monthly allowance. Without a key: one of the conversation's 10 free keyword/PDF calls.
Annotations the server declares
- readOnlyHint: true
- idempotentHint: true
- openWorldHint: false
careergenius_tailor_resumeRewords the resume summary and job bullets for one posting.No findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
Description, as the server wrote it
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 reason code. Every result has "outcome": which lines were reworded, kept or held back, reason codes (such as NO_CHANGES, AI_KEPT_WORDING, ALL_HELD_BACK, MISSING_KEYWORDS_NOT_ADDABLE), the posting keywords the resume does not show (rewording cannot add them), a plain explanation and next steps. Review before use. Without a key: one of the conversation's 2 free AI calls (posting_text only; job_url needs a key).
Annotations the server declares
- readOnlyHint: true
- idempotentHint: false
- openWorldHint: false
careergenius_tailor_resume_pdfOne 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).Can send data outNo findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
What it can reach
- outboundThe input takes a destination (input.contact.phone): what the tool writes goes there.
Description, as the server wrote it
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, rewords the summary and bullets for this job, keeps ONLY the rewordings that pass its fact check (no added tools, numbers, titles, results or employers), and returns a clean single-column ATS-readable PDF plus a summary of what changed, what was held back and why. "outcome" explains the result in reason codes and plain words, also when nothing changed: lines reworded / kept / held back, posting keywords the resume does not show, and next steps. Counts one call and uses the AI cap. Review before sending. Without a key: one of the conversation's 2 free AI calls (posting_text only; job_url needs a key). Without a key the whole request is limited to 96 KB.
Annotations the server declares
- readOnlyHint: true
- idempotentHint: false
- openWorldHint: false

Only reads 1Looks things up and changes nothing.Show 1 read-only tool

careergenius_keyword_gapLists 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.Reads private data1 finding
Why it is in this group
- The description's first verb is "list": a word for reading.
What it can reach
- private-dataThe description's first sentence says "list" and "credential": it reads secrets.
Findings
- Info
  The description mentions "credentials".
  Matched text
  description: "...osting asks for (named tools, products, credentials, plus any you supply) and which of them..."
  What this check looks for
Description, as the server wrote it
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 outcomes. Without a key: one of the conversation's 10 free keyword/PDF calls. job_url needs a key.
Annotations the server declares
- readOnlyHint: true
- idempotentHint: true
- openWorldHint: false

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Exfil surface

Which tools read private data, which read text someone else can write, and which can send data out. One of each is a path a prompt injection can use.

No private-data, untrusted-input, outbound path in this server alone: no tool is tagged untrusted-input.

Reads private data1: Reads files, mail, messages, databases, secrets, calendars or repositories.; careergenius_keyword_gap
Reads text others write0: Brings in text someone else can write: web pages, inbound email, messages, issues and comments.
Can send data out2: Can carry data to people or systems: it sends, posts or publishes, or takes a recipient, channel or URL.; careergenius_interview_prep
careergenius_tailor_resume_pdf

Other servers in the same agent add their own tools to these paths. Audit your whole setup to see them together.

Findings

Matches of fixed checks, with the text they matched.

1 warn1 info

Warncareergenius_cover_letter
The server marks "careergenius_cover_letter" read-only (readOnlyHint: true), and its own name, description or input give the class "write".
Matched text
annotations: {"readOnlyHint":true,"idempotentHint":false,"openWorldHint":false}; The description's first verb is "write": a word for a change.
What this check looks for
Infocareergenius_keyword_gap
The description mentions "credentials".
Matched text
description: "...osting asks for (named tools, products, credentials, plus any you supply) and which of them..."
What this check looks for

History

Changes to its tool definitions and to its remote endpoint, newest first.

No change seen yet. Its tools are rescanned every day, and a remote endpoint is looked at once a week.

All changes to this server

Install

Pinned to version 1.0.0. Values in angle brackets are yours to fill in.

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

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

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change or a way out, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json

{
  "permissions": {
    "allow": [
      "mcp__careergenius__careergenius_keyword_gap"
    ],
    "ask": [
      "mcp__careergenius__careergenius_tailor_resume",
      "mcp__careergenius__careergenius_cover_letter",
      "mcp__careergenius__careergenius_render_resume_pdf",
      "mcp__careergenius__careergenius_render_resume_docx",
      "mcp__careergenius__careergenius_tailor_resume_pdf",
      "mcp__careergenius__careergenius_interview_prep"
    ],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. A read that can send data out (it takes a URL, say) asks first too. It assumes the server is installed as careergenius. Review it before you use it.

Capability tags behind 3 rules

mcp__careergenius__careergenius_keyword_gap private-data
mcp__careergenius__careergenius_tailor_resume_pdf outbound
mcp__careergenius__careergenius_interview_prep outbound

Keep the decision: fail CI when the tools change, follow every change, or show a badge.

Pin in CI

Fail a build when the tools you reviewed are not the tools the server serves today.

curl -s "https://anlyon.dev/api/v1/servers/org.careergenius/careergenius/verify?hash=55bc947db2eb5b6edf64d09cd7da054fd2eafc52ffba5f3a07ae9bf4af598772" | jq -e '.changed == false'

Pinned hash 55bc947db2eb, from Oct 25, 2026, 17:22 UTC.

Watch

Get told when its tools change: a new tool, a new description, a new class.

https://anlyon.dev/servers/org.careergenius/careergenius/changes.xml

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Badge

[![anlyon.dev](https://anlyon.dev/badge/org.careergenius/careergenius.svg)](https://anlyon.dev/servers/org.careergenius/careergenius)

Source: MCP Registry. Synced Oct 25, 2026, 17:22 UTC.