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Shruti Kaushik: Founder GTM Research

by shrutikaushik.com · remote · no sign-in to list tools · v1.0.0 · published by com.shrutikaushik

Founder go-to-market guides, direct answers and sourced LinkedIn, Reddit and AI search statistics.

Changes · 3
CompareRegistry entry

8 tools: 3 change things and 5 only read.

Scanned Oct 21, 2026

1 check matched something in the tool definitions. No finding is not a safety guarantee. How the checks work.

claude mcp add --transport http research https://shrutikaushik.com/mcp

Findings

Matches of fixed checks, with the text they matched.

1 warn
  • Warncheck_linkedin_post

    The server marks "check_linkedin_post" read-only (readOnlyHint: true), and its own name, description or input give the class "write".

    Matched text

    annotations: {"readOnlyHint":true,"openWorldHint":false}; The name "check_linkedin_post" says "post": a word for a change.

    What this check looks for

Tools

Open a tool for its reasons and full description. Descriptions are the publisher's own words, shown as they are.

8 tools

Changes things 3Claude Code: ask
  • about_shruti_kaushikWho Shruti Kaushik is (LinkedIn and Reddit ghostwriter for B2B founders since 2015), what she offers, and how to book a call or get the free AI visibility check.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
    Who Shruti Kaushik is (LinkedIn and Reddit ghostwriter for B2B founders since 2015), what she offers, and how to book a call or get the free AI visibility check.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
    • title: About Shruti Kaushik
  • check_linkedin_postScore a LinkedIn post draft (0 to 100) for the template patterns readers flag as AI-written, with each flagged pattern, the matched words and why it reads as generated.1 finding

    Why it is in this group

    • The name "check_linkedin_post" says "post": 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 "check_linkedin_post" read-only (readOnlyHint: true), and its own name, description or input give the class "write".

      Matched text

      annotations: {"readOnlyHint":true,"openWorldHint":false}; The name "check_linkedin_post" says "post": a word for a change.

      What this check looks for
    Description, as the server wrote it
    Score a LinkedIn post draft (0 to 100) for the template patterns readers flag as AI-written, with each flagged pattern, the matched words and why it reads as generated. Runs the same checker as shrutikaushik.com/tools/linkedin-ai-slop-checker.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
    • title: Check a LinkedIn post for AI slop
  • founder_ai_visibilityHow Shruti Kaushik gets a founder and company named in ChatGPT, Perplexity and Google AI answers: the method, the three service tiers, the monthly report, and how to get a free bas…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
    How Shruti Kaushik gets a founder and company named in ChatGPT, Perplexity and Google AI answers: the method, the three service tiers, the monthly report, and how to get a free baseline check.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
    • title: Founder-led AI visibility service
Only reads 5Claude Code: allow
  • answer_questionFind the closest published answers (from the FAQ sections of the guides and statistics pages) to a B2B go-to-market question.No findings

    Why it is in this group

    • The description's first verb is "find": a word for reading.
    Description, as the server wrote it
    Find the closest published answers (from the FAQ sections of the guides and statistics pages) to a B2B go-to-market question. Each answer comes with its source URL.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
    • title: Answer a founder GTM question
  • get_guideGet the full text (markdown) of one guide by slug, or one section of it by heading.No findings

    Why it is in this group

    • The name "get_guide" says "get": a word for reading.
    Description, as the server wrote it
    Get the full text (markdown) of one guide by slug, or one section of it by heading. Use after search_guides.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
    • title: Read a guide
  • list_topicsList every published guide and every statistics topic page, with URLs.No findings

    Why it is in this group

    • The name "list_topics" says "list": a word for reading.
    Description, as the server wrote it
    List every published guide and every statistics topic page, with URLs.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
    • title: List guides and statistics topics
  • search_guidesSearch Shruti Kaushik's research-backed go-to-market guides for B2B founders (LinkedIn, Reddit, AI search visibility, founder-led marketing and sales).No findings

    Why it is in this group

    • The name "search_guides" says "search": a word for reading.
    Description, as the server wrote it
    Search Shruti Kaushik's research-backed go-to-market guides for B2B founders (LinkedIn, Reddit, AI search visibility, founder-led marketing and sales). Returns matching guides with their direct answer and URL.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
    • title: Search founder GTM guides
  • search_statisticsSearch a library of LinkedIn, Reddit, AI search, B2B buying and founder-led marketing statistics.No findings

    Why it is in this group

    • The name "search_statistics" says "search": a word for reading.
    Description, as the server wrote it
    Search a library of LinkedIn, Reddit, AI search, B2B buying and founder-led marketing statistics. Every figure includes the original publisher, date and source URL, plus the shrutikaushik.com page it is listed on.

    Annotations the server declares

    • readOnlyHint: true
    • openWorldHint: false
    • title: Search sourced statistics

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.

Install

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

claude mcp add --transport http research https://shrutikaushik.com/mcp

Run in a terminal.

Claude Code permissions

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

.claude/settings.json
{
  "permissions": {
    "allow": [
      "mcp__research__search_guides",
      "mcp__research__get_guide",
      "mcp__research__answer_question",
      "mcp__research__search_statistics",
      "mcp__research__list_topics"
    ],
    "ask": [
      "mcp__research__about_shruti_kaushik",
      "mcp__research__check_linkedin_post",
      "mcp__research__founder_ai_visibility"
    ],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. It assumes the server is installed as research. Review it before you use it.