Directory / prefrosh.ai

prefrosh.ai

Q: Is prefrosh.ai MCP server safe?

QAmcp's test on 22 Oct 2026: No hidden instructions were found in its tool descriptions. Its error messages showed no secrets or internal details. All 8 of its tools are labeled read-only. Overall it scored 84/100 on 22 Oct 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 prefrosh.ai · https://prefrosh.ai/mcp

College admissions: admit rates by round, your odds, compare colleges, and a mock admissions game.

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

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84 /100

PASS · WITH NOTES

11 of 11 checks · 22 Oct 2026

Is prefrosh.ai MCP server safe?

No hidden instructions were found in its tool descriptions.
Its error messages showed no secrets or internal details.
All 8 of its tools are labeled read-only.
Overall it scored 84/100 on 22 Oct 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

8 tools, in the server's own words.

school_cardread-only

Show one college as a card: photo or campus map, overall admit rate and admit rate by round (Early Decision, Early Action, Regular Decision) with deadlines, SA…

my_oddsread-only

Estimate a student's admission odds at one or more colleges, by round, with a likely range, from GPA and test scores (plus optional class rank, home state, leg…

compareread-only

Compare 2 to 4 colleges side by side: admit rates by round, SAT/ACT ranges, testing policy, sticker cost, average net price, graduation rate, size and setting.

admissions_gameread-only

Run the student's application past prefrosh.ai's simulated admissions committee for one college and round: five fictional readers (first, second, essay and fac…

game_readread-only

App-only.

game_voteread-only

App-only.

game_debriefread-only

App-only.

game_doneread-only

App-only.

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 (2025-11-25). It works today, but it isn't on the July 2026 version (2026-07-28) yet.
note
!
Every tool is described
5 warnings
- !compare: Inputs with no description: schools
- !game_read: Inputs with no description: kind, school, round, application, major, visits, run
- !game_vote: Inputs with no description: readers, school, round, application, major, visits, run
- !game_debrief: Inputs with no description: readers, school, round, application, major, visits, run
- !game_done: Inputs with no description: school, usage, seconds
note
!
Bad inputs give a clean error
2 warnings
- !compare: Accepted wrong type for "schools" without complaining
- !game_done: Accepted wrong type for "school" without complaining
- and 13 more
note
✓
ConnectsConnected in 407 ms
pass
✓
Lists its toolsFound 8 tools
pass
✓
Tools are labeled safe or dangerousEvery tool has a safety label
pass
✓
No hidden instructionsNo hidden instructions found in tool descriptions
pass
✓
Tools work with good inputs
All good
- ✓school_card: Answered with an error, probably because of our sample input: No school on prefrosh.ai matches "test". {"kind":"error","message":"No school on prefrosh.ai matches \"test\".","url":"https://prefrosh.ai"}
- ✓my_odds: Answered with an error, probably because of our sample input: I need at least a GPA or an SAT/ACT score to estimate odds. Ask the student for them. {"kind":"error","message":"I need at least a GPA or a…
- ✓compare: Answered with an error, probably because of our sample input: No school on prefrosh.ai matches "test". {"kind":"error","message":"No school on prefrosh.ai matches \"test\".","url":"https://prefrosh.ai"}
- ✓admissions_game: Answered with an error, probably because of our sample input: No school on prefrosh.ai matches "test". {"kind":"error","message":"No school on prefrosh.ai matches \"test\".","url":"https://prefrosh.ai"}
- ✓game_read: Answered with an error, probably because of our sample input: This run has expired. Start the admissions game again. {"kind":"error","message":"This run has expired. Start the admissions game again.","…
- ✓game_vote: Answered with an error, probably because of our sample input: This run has expired. Start the admissions game again. {"kind":"error","message":"This run has expired. Start the admissions game again.","…
- ✓game_debrief: Answered with an error, probably because of our sample input: This run has expired. Start the admissions game again. {"kind":"error","message":"This run has expired. Start the admissions game again.","…
- ✓game_done: Worked (34 ms)
pass
✓
Fast enough
All good
- ✓Connecting took 407 ms
- ✓Listing tools took 64 ms
- ✓Average tool answer: 56 ms
- ✓school_card: Slowest tool: school_card (152 ms)
pass
✓
No secrets leakedChecked 20 error messages: no secrets or internal details
pass
✓
Resources and prompts work
All good (1 resource)
- ✓Opened 1 of 1 resources
- ✓An address that does not exist gets a clean "not found" error
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://prefrosh.ai/mcp

Score over time

22 Oct 202684

One test so far. New tests will show here.

Reviews

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

Is this your server?

Soon you can claim this page: re-test it from here, reply to results, and show a "Tested by QAmcp" badge.

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