CouponLlama: Shopper-Rated Promo Codes

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

4 read-only, 1 labeled as changing things

Memory it takes

About 880 tokens of your AI's memory, just for its tool descriptions

Largest answer

About 18 KB in our test

Speed

Average answer in our test: 2.4 s

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 CouponLlama: Shopper-Rated Promo Codes 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.
• 4 of its 5 tools are labeled read-only; the others may change or send things.
• Overall it scored 98/100 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.

Test results

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

• !
  Fast enough

  2 warnings

  • !Average tool answer: 2.4 s
  • !search_stores: Slowest tool: search_stores (4.5 s): users will notice the wait
  • and 2 more
  note
• ✓
  ConnectsConnected in 247 ms
  pass
• ✓
  Ready for the newest MCP versionUses the latest MCP version (2026-07-28)
  pass
• ✓
  Lists its toolsFound 5 tools
  pass
• ✓
  Every tool is describedAll 5 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

  • ✓find_promo_codes: Worked (500 ms)
  • ✓search_stores: Worked (4.5 s)
  • ✓list_categories: Worked (4.4 s)
  • ✓latest_promo_codes: Worked (175 ms)
  • –report_code_result: Not run: labeled as changing data
  pass
• ✓
  Bad inputs give a clean error

  All good

  • ✓find_promo_codes: Refused missing required input "store" with a clear error
  • ✓find_promo_codes: Refused wrong type for "store" with a clear error
  • ✓search_stores: Refused wrong type for "query" with a clear error
  • ✓latest_promo_codes: Refused wrong type for "category" with a clear error
  pass
• ✓
  No secrets leakedChecked 4 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.

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.

Score over time

• 11 Nov 202698

One test so far. New tests will show here.

Reviews

Coming soon: reviews from people who use CouponLlama: Shopper-Rated Promo Codes, signed in with GitHub, one per person. Reviews never change the score.