QAmcp

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Directory / GTMMCPs GTM Research

GTMMCPs GTM Research

Q: Is GTMMCPs GTM Research MCP server safe?

QAmcp's test on 1 Nov 2026: None of the hidden-instruction wordings we know were found in its tool descriptions. Its error messages showed no secrets or internal details. All 6 of its tools are labeled read-only. Overall it scored 89/100 on 1 Nov 2026. A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.

by andrewcmcguire.com · https://andrewcmcguire.com/gtm-directory/mcp

Read-only, sourced and dated research on GTM software and its MCP servers.

6 tools✓ all read-only✓ no account neededPricing: not listed

Visit website

89 /100

PASS · WITH NOTES

12 of 12 checks · 1 Nov 2026

Is GTMMCPs GTM Research MCP server safe?

None of the hidden-instruction wordings we know were found in its tool descriptions.
Its error messages showed no secrets or internal details.
All 6 of its tools are labeled read-only.
Overall it scored 89/100 on 1 Nov 2026.

A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.

What it can do

6 tools, in the server's own words.

search_gtm_toolsread-only

Find candidate GTM tools by name or task.

get_company_guideread-only

Retrieve the sourced guide for a company slug or catalog ID.

research_gtm_questionread-only

Retrieve evidence for a plain-English tool question.

compare_gtm_toolsread-only

Compare two to five exact catalog IDs from search_gtm_tools, preserving unknown detailed coverage and individual sources.

get_gtm_updatesread-only

Read reviewed updates, optionally for a company slug.

plan_gtm_workflowread-only

Build a design only for intent expansion-account-review from a complete structured request.

Test results

Safe mode: only tools labeled read-only were run. How the test works

!
Ready for the newest MCP version
1 warning
- !Uses an older MCP version (2025-06-18). It works today, but it isn't on the July 2026 version (2026-07-28) yet.
note
!
Every tool is described
5 warnings
- !search_gtm_tools: Inputs with no description: query, limit, mcp_status
- !get_company_guide: Inputs with no description: company_id
- !research_gtm_question: Inputs with no description: question, company_id, limit, evidence_type
- !compare_gtm_tools: Inputs with no description: tool_ids
- !get_gtm_updates: Inputs with no description: company_id, limit
note
✓
ConnectsConnected in 1.5 s
pass
✓
Lists its toolsFound 6 tools
pass
✓
Tools are labeled safe or dangerousEvery tool has a safety label
pass
✓
No known hidden instructionsNone of the hidden-instruction wordings we know were found in tool descriptions. New wordings can get past this check.
pass
✓
Tools work with good inputs
All good
- ✓search_gtm_tools: Worked (74 ms)
- ✓get_company_guide: Worked (47 ms)
- ✓research_gtm_question: Worked (205 ms)
- ✓compare_gtm_tools: Answered with an error, probably because of our sample input: Invalid argument: tool_ids
- ✓get_gtm_updates: Worked (28 ms)
- ✓plan_gtm_workflow: Answered with an error, probably because of our sample input: Invalid argument: request
pass
✓
Bad inputs give a clean error
All good
- ✓search_gtm_tools: Refused missing required input "query" with a clear error
- ✓search_gtm_tools: Refused wrong type for "query" with a clear error
- ✓get_company_guide: Refused missing required input "company_id" with a clear error
- ✓get_company_guide: Refused wrong type for "company_id" with a clear error
- ✓research_gtm_question: Refused missing required input "question" with a clear error
- ✓research_gtm_question: Refused wrong type for "question" with a clear error
- ✓compare_gtm_tools: Refused missing required input "tool_ids" with a clear error
- ✓compare_gtm_tools: Refused wrong type for "tool_ids" with a clear error
- and 3 more
pass
✓
Tools work together
2 chains working
- ✓research_gtm_question → get_company_guide: get_company_guide found what research_gtm_question returned (company_id = "07-apollo-io-cli-by-dipankar")
- ✓research_gtm_question → get_gtm_updates: get_gtm_updates found what research_gtm_question returned (company_id = "07-apollo-io-cli-by-dipankar")
pass
✓
Fast enough
All good
- ✓Connecting took 1.5 s
- ✓Listing tools took 26 ms
- ✓Average tool answer: 68 ms
- ✓research_gtm_question: Slowest tool: research_gtm_question (205 ms)
pass
✓
No secrets leakedChecked 19 error messages: no secrets or internal details
pass
✓
Follows MCP best practices (not scored yet)Tool names, safety labels and tool list size follow the MCP guide
pass

Test it yourself

Free and open source. Same checks, same score.

npx qamcp-cli https://andrewcmcguire.com/gtm-directory/mcp

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Score over time

1 Nov 202689

One test so far. New tests will show here.

Reviews

Coming soon: reviews from people who use GTMMCPs GTM Research, signed in with GitHub, one per person. Reviews never change the score.

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