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Directory / SchoolScope
SchoolScope
by schoolscope.co · https://mcp.schoolscope.co/mcp
California school data for AI agents — scores, profiles, comparisons, feeder paths, UC pipelines.
12 of 12 checks · 30 Oct 2026
Is SchoolScope MCP server safe?
- No hidden instructions were found in its tool descriptions.
- Its error messages showed no secrets or internal details.
- All 7 of its tools are labeled read-only.
- Overall it scored 89/100 on 30 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
7 tools, in the server's own words.
find_schoolsread-onlyFind California schools four ways, whichever fits the question: free text over school/city/district names (`query`), inside a zip code (`zip`), within a radius…
school_profileread-onlyThe full SchoolScope profile for one school by slug: verdict and archetype, Scope Score with band and percentile per level, CAASPP exceeded/met split, cohort g…
feeder_pathread-onlyThe K-12 feeder path for a school: which schools students typically arrive from, where they go next, and — for elementary/middle schools — the endpoint high sc…
compare_schoolsread-onlyCompare 2-4 public schools side by side: band, Scope Score, exceeded/met split, cohort growth (aggregate school-by-grade cohorts across the grade span, as a 0-…
district_profileread-onlyA California district roll-up: average Scope Score and absenteeism across the district plus every scored school ranked by level.
similar_schoolsread-onlySchools serving a similar student population to a given school — same level, comparable free/reduced-lunch share and enrollment size — with the subject's stand…
my_watchlistread-onlyReturn the schools the authenticated user has saved on SchoolScope.
Test results
Safe mode: only tools labeled read-only were run. How the test works
- !Ready for the newest MCP versionnote
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.
- !Every tool is describednote
2 warnings
- !find_schools: Inputs with no description: limit
- !similar_schools: Inputs with no description: limit
- ✓ConnectsConnected in 1.1 spass
- ✓Lists its toolsFound 7 toolspass
- ✓Tools are labeled safe or dangerousEvery tool has a safety labelpass
- ✓No hidden instructionsNo hidden instructions found in tool descriptionspass
- ✓Tools work with good inputspass
All good
- ✓find_schools: Answered with an error, probably because of our sample input: Nothing to search on. Give a `query`, a `zip`, a `near` point, or a `level` for a top list.
- ✓school_profile: Answered with an error, probably because of our sample input: No school found with slug "test". Use find_schools to find the right slug.
- ✓feeder_path: Answered with an error, probably because of our sample input: No school found with slug "test".
- ✓compare_schools: Answered with an error, probably because of our sample input: MCP error -32602: Input validation error: Invalid arguments for tool compare_schools: Too small: expected array to have >=2 items at slugs
- ✓district_profile: Answered with an error, probably because of our sample input: No California district matching "test".
- ✓similar_schools: Answered with an error, probably because of our sample input: No school found with slug "test". Use find_schools to find valid slugs.
- ✓my_watchlist: Answered with an error, probably because of our sample input: Sign-in required. The MCP client should obtain an OAuth access token with the `watchlist:read` scope from https://schoolscope.co/api/auth.
- ✓Bad inputs give a clean errorpass
All good
- ✓find_schools: Refused wrong type for "query" with a clear error
- ✓school_profile: Refused missing required input "slug" with a clear error
- ✓school_profile: Refused wrong type for "slug" with a clear error
- ✓feeder_path: Refused missing required input "slug" with a clear error
- ✓feeder_path: Refused wrong type for "slug" with a clear error
- ✓compare_schools: Refused missing required input "slugs" with a clear error
- ✓compare_schools: Refused wrong type for "slugs" with a clear error
- ✓district_profile: Refused missing required input "district" with a clear error
- and 3 more
- ✓Fast enoughpass
All good
- ✓Connecting took 1.1 s
- ✓Listing tools took 80 ms
- ✓Average tool answer: 115 ms
- ✓feeder_path: Slowest tool: feeder_path (160 ms)
- ✓No secrets leakedChecked 18 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
- ✓Resources and prompts workpass
All good (6 resources)
- ✓Opened 6 of 6 resources
- ✓An address that does not exist gets a clean "not found" error
- –Tools work togetherNo safe tool returned data to start a chain from, so chains were not tested (not counted either way)not tested
Test it yourself
Free and open source. Same checks, same score.
npx qamcp-cli https://mcp.schoolscope.co/mcpShow 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/co-schoolscope-mcp.html)Score over time
- 30 Oct 202689
One test so far. New tests will show here.
Reviews
Coming soon: reviews from people who use SchoolScope, signed in with GitHub, one per person. Reviews never change the score.
QAmcp Monitor (coming soon) tests it every hour and emails you when it goes down, the score drops, a tool changes or a secret leaks. You'll also be able to claim this page and get a verified owner mark. Founding price: $19/month for life for the first 50 teams.
Have a concern, or want it removed? Ask us and we'll take it off the list. How the directory works