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Directory / Africa Take-Home Pay
Africa Take-Home Pay
by kwekuanansi.ai · https://kwekuanansi.ai/mcp/africa-pay
Take-home pay, PAYE and payroll contributions in Ghana, Kenya, Nigeria and South Africa.
11 of 11 checks · 11 Nov 2026
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
- 5 tools
- Its own safety labels
- 5 read-only
- Memory it takes
- About 1,600 tokens of your AI's memory, just for its tool descriptions
- Largest answer
- About 3.3 KB in our test
- Speed
- Average answer in our test: 191 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 Africa Take-Home Pay MCP server safe?
- None of the hidden-instruction wordings we know were found in its 5 tool descriptions.
- Its error messages showed no secrets or internal details.
- All 5 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
5 tools, in the server's own words.
ghana.take_homeread-onlyUse this when someone gives a monthly basic salary in Ghana cedis and asks what they take home, how much PAYE or SSNIT comes off it, or what the job costs the …
kenya.take_homeread-onlyUse this when someone gives a monthly gross salary in Kenya shillings and asks what they take home, how much PAYE, NSSF, SHIF or Housing Levy comes off it, or …
nigeria.take_homeread-onlyUse this when someone gives a monthly salary in naira and asks what they take home, how much PAYE or pension comes off it, or what rent relief saves them, unde…
south_africa.take_homeread-onlyUse this when someone gives a monthly salary in rand and asks what they take home, how much PAYE or UIF comes off it, or how age or medical aid changes it, for…
pay.country_ratesread-onlyUse this when someone asks what the income tax bands, reliefs or payroll contributions are in Ghana, Kenya, Nigeria or South Africa, without a salary to work o…
Test results
Safe mode: only tools labeled read-only were run. How the test works
- ✓ConnectsConnected in 166 mspass
- ✓Ready for the newest MCP versionUses the latest MCP version (2026-07-28)pass
- ✓Lists its toolsFound 5 toolspass
- ✓Every tool is describedAll 5 tools and their inputs are describedpass
- ✓Tools are labeled safe or dangerousEvery tool has a safety labelpass
- ✓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 inputspass
All good
- ✓ghana.take_home: Worked (239 ms)
- ✓kenya.take_home: Worked (169 ms)
- ✓nigeria.take_home: Worked (190 ms)
- ✓south_africa.take_home: Worked (166 ms)
- –pay.country_rates: Not run: labeled read-only, but its name starts with "pay", which usually means it changes something. Skipped to be safe: if it only reads, a clearer name helps AI apps too, or test again with --owner
- ✓Bad inputs give a clean errorpass
All good
- ✓ghana.take_home: Refused missing required input "basic_salary" with a clear error
- ✓ghana.take_home: Refused wrong type for "basic_salary" with a clear error
- ✓kenya.take_home: Refused missing required input "gross_salary" with a clear error
- ✓kenya.take_home: Refused wrong type for "gross_salary" with a clear error
- ✓nigeria.take_home: Refused missing required input "gross_salary" with a clear error
- ✓nigeria.take_home: Refused wrong type for "gross_salary" with a clear error
- ✓south_africa.take_home: Refused missing required input "gross_salary" with a clear error
- ✓south_africa.take_home: Refused wrong type for "gross_salary" with a clear error
- ✓Fast enoughpass
All good
- ✓Connecting took 166 ms
- ✓Listing tools took 174 ms
- ✓Average tool answer: 191 ms
- ✓ghana.take_home: Slowest tool: ghana.take_home (239 ms)
- ✓No secrets leakedChecked 8 error messages: no secrets or internal detailspass
- ✓Follows MCP best practices (not scored yet)Tool names, safety labels and tool list size follow the MCP guidepass
- –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/africa-payShow 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.
[](https://qamcp.dev/s/ai-kwekuanansi-africa-pay.html)Score over time
- 11 Nov 2026100
One test so far. New tests will show here.
Reviews
Coming soon: reviews from people who use Africa Take-Home Pay, signed in with GitHub, one per person. Reviews never change the score.
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