QAmcp

Copied. Paste it into Claude Code, Cursor or Codex:Fetch and follow the instructions at https://qamcp.dev/setup.md to test my MCP server.

Your AI finds your server in your project, tests it with QAmcp, explains what's wrong in plain words, fixes it with your OK, and tests again. Read the instructions

NewYour score can change any day. QAmcp Monitor keeps testing your server and emails you when it breaks. Free for 1 server.See what Monitor does →

Directory / Ghana in Numbers

Ghana in Numbers

Q: Is Ghana in Numbers MCP server safe?

QAmcp's test on 11 Nov 2026: None of the hidden-instruction wordings we know were found in its 3 tool descriptions. Its error messages showed no secrets or internal details. All 3 of its tools are labeled read-only. Overall it scored 100/100 on 11 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 kwekuanansi.ai · https://kwekuanansi.ai/mcp/ghana-numbers

Ghana's 2021 census by region, district, age, sex and schooling, and mobile money use by place.

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

Visit website

100 /100

PASS

11 of 11 checks · 11 Nov 2026

Test it now for current results

At a glance

Runs where: On their server. What you send to it goes to them.
What you need: Nothing: it answered without a login
Tools: 3 tools
Its own safety labels: 3 read-only
Memory it takes: About 770 tokens of your AI's memory, just for its tool descriptions
Largest answer: About 1.7 KB in our test
Speed: Average answer in our test: 178 ms

Tokens are an estimate: the characters in its tool names, descriptions and inputs, divided by 4. The exact number depends on your AI model. Safety labels are what the server says about itself. From our latest test, 11 Nov 2026.

Is Ghana in Numbers MCP server safe?

None of the hidden-instruction wordings we know were found in its 3 tool descriptions.
Its error messages showed no secrets or internal details.
All 3 of its tools are labeled read-only.
Overall it scored 100/100 on 11 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 this test does not check

Its source code and packages.
What a tool quietly does behind the scenes, such as writing a file or calling another service.
Instructions hidden inside live tool answers. We only look for those in tool descriptions.
Hidden instructions worded in a way our list doesn't know yet.
Tools that could change something. Those are read, never run.

What QAmcp can and can't see · How to tell if an MCP server is safe · Hidden instructions · Prompt injection

Known security advisories

It lists no public code, so there is nothing to look up in GitHub Security Advisories or OSV.dev. QAmcp tests how a server behaves. It does not scan source code.

What it can do

3 tools, in the server's own words.

ghana.count_peopleread-only

Use this when someone wants to know how many people live in Ghana, one of its regions or one of its districts, optionally narrowed by age band, sex or schoolin…

ghana.mobile_money_reachread-only

Use this when someone asks what share of people in Ghana, one of its regions or one of its districts use mobile money, or wants to compare mobile-money use bet…

ghana.list_placesread-only

Use this when you need the exact name of a Ghana region or district before counting people there, or when someone asks which districts are in a region.

Test results

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

✓
ConnectsConnected in 160 ms
pass
✓
Ready for the newest MCP versionUses the latest MCP version (2026-07-28)
pass
✓
Lists its toolsFound 3 tools
pass
✓
Every tool is describedAll 3 tools and their inputs are described
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
- ✓ghana.count_people: Worked (210 ms)
- ✓ghana.mobile_money_reach: Worked (162 ms)
- ✓ghana.list_places: Worked (162 ms)
pass
✓
Bad inputs give a clean error
All good
- ✓ghana.count_people: Refused wrong type for "region" with a clear error
- ✓ghana.mobile_money_reach: Refused wrong type for "region" with a clear error
- ✓ghana.list_places: Refused wrong type for "region" with a clear error
pass
✓
Fast enough
All good
- ✓Connecting took 160 ms
- ✓Listing tools took 236 ms
- ✓Average tool answer: 178 ms
- ✓ghana.count_people: Slowest tool: ghana.count_people (210 ms)
pass
✓
No secrets leakedChecked 3 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
–
Tools work togetherNo tool's answer could be fed into another tool, so there were no chains to test (not counted either way)
not tested

Test it yourself

Free and open source. Same checks, same score.

npx qamcp-cli https://kwekuanansi.ai/mcp/ghana-numbers

Show this score on GitHub

Free for every server in the directory. Paste this into your README: the badge shows the score from our latest test.

[![QAmcp score](https://qamcp.dev/s/ai-kwekuanansi-ghana-numbers.svg)](https://qamcp.dev/s/ai-kwekuanansi-ghana-numbers.html)

Score over time

11 Nov 2026100

One test so far. New tests will show here.

Reviews

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

Is this your server? Get an alert the moment it breaks.

QAmcp Monitor tests it every hour and emails you when it goes down, the score drops, a tool changes or a secret leaks. Free for 1 server, no card.

Have a concern, or want it removed? Ask us and we'll take it off the list. How the directory works