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Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Data access / search

Shruti Kaushik: Founder GTM Research

By shrutikaushik.com Verified namespace

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

WebsiteKnowledge & researchSearch & web data
Connect to Shruti Kaushik: Founder GTM Research
Checks passed
12 / 22

2 failed · 8 not measured

Median response
1105 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
8

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Outdated check

Last connection measurement is over 24 hours old. Current availability is unknown.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
310
Publisher identityCan the publisher be traced to its source?
312

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 1105 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-06-18, serverInfo.name shruti-kaushik-research.

  • Pass
    Lists tools

    tools/list returned 8 tools.

  • Pass
    Current protocol

    Negotiated 2025-06-18. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 1105 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 1105 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Fail
    Parameters documented

    4 of 9 parameters have a description (44%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-10-16T16:00:26.742912Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using Shruti Kaushik: Founder GTM Research

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http shruti-kaushik-founder-gtm-research https://shrutikaushik.com/mcp

Capabilities

Tools 8

about_shruti_kaushik

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.

Discovered
answer_question

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.

Discovered
check_linkedin_post

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.

Discovered
founder_ai_visibility

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.

Discovered
get_guide

Get the full text (markdown) of one guide by slug, or one section of it by heading. Use after search_guides.

Discovered
list_topics

List every published guide and every statistics topic page, with URLs.

Discovered
search_guides

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.

Discovered
search_statistics

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.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected1105 ms8

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