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SchoolScope

REMOTE · MCP.SCHOOLSCOPE.CO

California school data for AI agents — scores, comparisons, feeder paths, TK ages, applications.

−8 this week 81 Trust /100

Last scanned (3 hours ago)

Scores higher than 84% of remote servers

Reachable. Last reached 5 Nov 2026.

Category Education and Research

Recent critical change

Authorization (3 Nov 2026). See the changelog before you install this server.

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security63
Transport & Reachability100
Schema Quality & AI Usability78
  • 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 3096 tokens (~193/item across 16 items; 10 tools + 6 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
  • No destabilizing schema changes in the last 30 days.Pass
Tool Coverage97
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 90% of tool parameters carry a description.Partial
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 10 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 12 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
  • Supports UI / widget rendering.Pass
Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 3 Nov 26 −8
    • Authorization: partial → fail ▼ critical
    • The server rewrote its instructions, which are the text every model session reads security
    • New tool “track_application”, which the server declares destructive security
    • Tool “compare_schools” rewrote its description, which is the text the model reads security
    • Tool “district_profile” rewrote its description, which is the text the model reads security
    • Tool “my_watchlist” rewrote its description, which is the text the model reads security
    • Tool “similar_schools” rewrote its description, which is the text the model reads security
    • Schema quality: 108 → 193 ▼ functional
    • Server version: 3.5.2 → 3.7.0 functional
    • New tool “my_applications” functional
    • New tool “start_age” functional
    • “compare_schools” reworded the description of “slugs” cosmetic
    • “find_schools” reworded the description of “level” cosmetic
    • “school_profile” reworded the description of “slug” cosmetic
    • “similar_schools” reworded the description of “slug” cosmetic
  • 30 Oct 26 0
    • Tool “find_schools” rewrote its description, which is the text the model reads security
    • Schema quality: pass → fail ▼ functional
    • Server version: 3.4.0 → 3.5.2 functional
    • “find_schools” added an optional parameter “type” cosmetic
  • 20 Oct 26 0
    • Tool “feeder_path” rewrote its description, which is the text the model reads security
  • 16 Oct 26 0
    • Tool “school_profile” rewrote its description, which is the text the model reads security
  • 28 Sept 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 27 Sept 26 0
    • Tool “compare_schools” rewrote its description, which is the text the model reads security
    • Tool “school_profile” rewrote its description, which is the text the model reads security
  • 25 Sept 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 15 Sept 26 0
    • Stability: 0.97 → pass security
Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Nov 2026 · Probed https://mcp.schoolscope.co/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=schoolscope.co CN=WE1,O=Google Trust Services,C=US 19 Oct 2026 17 Jan 2027 ECDSA 256 ECDSA-SHA256 730d2c285b2da73a136cc5771c9a8cb0
SANs: schoolscope.co, mcp.schoolscope.co, *.mcp.schoolscope.co
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of mcp.schoolscope.co. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
co. present 7786 8 Verified
schoolscope.co. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
strict-transport-security max-age=31536000; includeSubDomains
x-content-type-options nosniff

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://mcp.schoolscope.co/mcp Verified 200
http (plaintext) http://mcp.schoolscope.co/mcp HTTPS enforced 301 https://mcp.schoolscope.co/mcp
MCP tools · 10 exposed · ~1,992 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
compare_schools ~207

Compare 2-4 public schools side by side: band, Scope Score and percentile, exceeded/met split, cohort growth (aggregate school-by-grade cohorts across the grade span, as a 0-100 index centred on the state average), and CDE's reported chronic absenteeism and suspension rates, each labelled with its year. High schools add graduation, a-g completion, college-going, UC admissions, AP courses and IB programmes. A school with no cohort comparison reports no growth figure rather than a substitute; that is missing evidence, not flat growth. Schools are only comparable within the same level (elementary/middle/high are separate rankings). Private schools cannot be compared — they have no state testing data.

NameTypeReqDescription
slugsarrayyes2-4 school slugs, each the last segment of a schoolscope.co/ca/school/<slug> address, e.g. ['lowell-high-3407', 'henry-m-gunn-high-2904']
NameTypeReqDescription
comparedarrayyes–
excludedClosedarray––
excludedPrivatearrayyes–
metaobjectyes–

No examples provided.

district_profile ~111

A California district roll-up, level by level: each level's average Scope Score, percentile, exceeded-standard share and CDE chronic absenteeism across its comprehensive schools, and every scored school ranked within its level. Elementary, middle and high are never averaged or ranked together. Continuation and alternative schools are listed apart, unnumbered, because they are ranked only within their own peer class. Match by district name.

NameTypeReqDescription
districtstringyesDistrict name or fragment, e.g. 'palo alto unified'
NameTypeReqDescription
countystring|nullyes–
districtstringyes–
metaobjectyes–
rankingCaveatstring––
schoolsarrayyes–
stats–yes–

No examples provided.

feeder_path ~95

The 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 school with its graduation and college-going outcomes. Boundary-based (the district's own published boundaries where we have them, else NCES SABS 2015-16), shown alongside scores, never inside them.

NameTypeReqDescription
slugstringyesURL slug of the school
NameTypeReqDescription
endpoint–yes–
feedsFromarrayyes–
feedsIntoarrayyes–
metaobjectyes–
schoolstringyes–
subjectobjectyes–

No examples provided.

find_schools ~554

Find California schools four ways, whichever fits the question: free text over school/city/district names (`query`), inside a zip code (`zip`), within a radius of a place or coordinate (`near`), or the top-ranked schools at one level (`level` alone). Returns band, Scope Score, archetype and profile URL for each match. Private schools are flagged and never ranked — they have no state testing data. Supply exactly one of query, zip or near; or none plus a level for a top list. Set `tk: true` to limit any of these searches to schools with active transitional kindergarten (TK) enrollment — a filter that composes with query, zip, near and level, and every result carries a `hasTk` field. Set `type` to `charter` to list only charter schools (they admit by application and lottery, not by address), `standard` for district-run public schools, or `private`; like `tk`, it composes with every mode.

NameTypeReqDescription
levelstring–Restrict to one level. A campus matches every level it teaches (a K-8 matches elementary and middle) and reports that level's score. Applied before the result limit. Elementary, middle and high are s…
limitinteger––
nearstring–A point to search around: 'lat,lng' (e.g. '37.4299,-122.1285'), a 5-digit zip, or a California city name. Zips and city names resolve to the centre of the schools we hold there, so no external geocod…
querystring–Free text: school, city or district name, e.g. 'lowell', 'palo alto unified'
radius_milesnumber–Radius for `near`, in miles. Default 5. Ignored unless `near` is set.
tkboolean–true limits results to schools with active transitional kindergarten (TK) enrollment.
typestring–Limit to one kind of school: 'charter' (publicly funded, admits by application and lottery), 'standard' (district-run public school) or 'private' (never scored). Applied before the result limit, so a…
zipstring–5-digit California zip code, e.g. '94110'
NameTypeReqDescription
headingstring––
metaobjectyes–
pointobject––
radiusMilesnumber––
rankingCaveatstring––
schoolsarrayyes–

No examples provided.

my_applications ~75

The authenticated user's SchoolScope application tracker for 2027–28, in the order schools were added: each school's door (how it takes applications), status, the nearest upcoming published application date with the page it was read from, the family's own upcoming dates, and their note. Requires the `applications:read` OAuth scope.

Input schema present but exposes no named parameters.

NameTypeReqDescription
admissionYearstringyes–
applicationsarrayyes–
maxnumberyes–
metaobjectyes–

No examples provided.

my_watchlist ~70

The schools the authenticated user has saved on SchoolScope, newest first, each with its band, Scope Score and percentile at its lead level and the nearest upcoming published application date with the page it was read from. Private schools are listed unscored. Requires the `watchlist:read` OAuth scope.

Input schema present but exposes no named parameters.

NameTypeReqDescription
metaobjectyes–
rankingCaveatstring––
watchlistarrayyes–

No examples provided.

school_profile ~318

The full SchoolScope profile for one school by slug: verdict and archetype, Scope Score with band and percentile per level, CAASPP exceeded/met split, cohort growth (school-by-grade aggregates two years apart, in SBAC scale-score points, reported as a 0-100 index centred on the state average), climate (absenteeism, suspension, ELPAC), equity gaps by student group, teacher stability, and — for high schools — graduation, college destinations, UC admissions history, AP courses, and IB programmes. Also answers "is this school improving?" with a year-over-year table of statewide percentile and the underlying rates; the Scope Score is excluded there because it is normalised within each year and is not comparable across them. For public schools it also returns the profile's own `answer` (one sentence about all students, each subject against California's rate for the same grades), up to three selected `takeaways` (each with figures, comparisons, a question where one applies, and a generated receipt naming source, year, grades, population, n and how the comparison was built), and `studentGroups` (every group by income, race or ethnicity, language and disability with 30+ students tested in each subject, against the same group in the same grades in the district and statewide). Current data year 2026.

NameTypeReqDescription
slugstringyesThe school's slug: the last segment of its schoolscope.co/ca/school/<slug> address, e.g. 'lowell-high-3407'.
NameTypeReqDescription
metaobjectyes–
schoolobjectyes–
trendarray––

No examples provided.

similar_schools ~137

Schools serving a similar student population to a given school — same level, same peer class, comparable free/reduced-lunch share and enrollment size — with the subject's standing among them. This is the fair comparison: a raw ranking largely reflects who enrolls, so a school's position against demographic peers says far more about the school itself than its statewide rank does. Public schools only.

NameTypeReqDescription
limitinteger––
slugstringyesSlug of the school to find peers for: the last segment of its schoolscope.co/ca/school/<slug> address, e.g. 'lowell-high-3407'.
NameTypeReqDescription
freeLunchWindow–yes–
matchedPeerCountnumber––
metaobjectyes–
outscoredPeersnumber|null––
peersarrayyes–
rankingCaveatstring––
subjectobjectyes–

No examples provided.

start_age ~195

Which school year a California child is transitional kindergarten (TK) or kindergarten age, from a birth month and year, under California Education Code § 48000 (TK: fourth birthday by September 1; kindergarten: fifth birthday on or before September 1). The birth day matters only in September, where September 1 and September 2–30 fall on different sides of the cutoff; without it, both outcomes are given. With a district, it adds that district's upcoming choice-window dates SchoolScope holds.

NameTypeReqDescription
birth_dayinteger–Only for a September birthday: the day of the month. Ignored for other months.
birth_monthintegeryesThe child's birth month, 1-12.
birth_yearintegeryesThe child's birth year, e.g. 2022.
districtstring–Optional: the family's school district name, e.g. 'san diego unified'.
NameTypeReqDescription
choiceDatesarrayyes–
choiceYearstringyes–
district–yes–
outcomesarrayyes–
planningobjectyes–
ruleobjectyes–

No examples provided.

track_application ~230

Adds a school to the authenticated user's SchoolScope application tracker, or changes the status or note of a school already on it. A new entry takes the school's door and how-to-apply line from SchoolScope's record and starts at "planning" ("Planning to apply") unless a status is given. It changes the user's saved list. Statuses, in order: planning ("Planning to apply"), applied ("Applied"), confirmed ("Confirmation checked"), waiting ("Waiting for the lottery or letter"), offer ("Offered a seat"), waitlisted ("Waitlisted"), accepted ("Accepted"), declined ("Declined"). A list holds at most 30 schools. Requires the `applications:write` OAuth scope.

NameTypeReqDescription
notestring–The family's note on this school, up to 500 characters; it replaces any earlier note, and an empty string clears it.
slugstringyesThe school's slug: the last segment of its schoolscope.co/ca/school/<slug> address, e.g. 'lowell-high-3407'.
statusstring–Where the family stands with this school.
NameTypeReqDescription
applicationobjectyes–
metaobjectyes–
resultstringyes–

No examples provided.

Install

How do I install the SchoolScope MCP server?

SchoolScope is a hosted endpoint at https://mcp.schoolscope.co/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · mcp.schoolscope.co

# add to Claude Code
claude mcp add --transport http co-schoolscope-mcp 'https://mcp.schoolscope.co/mcp'
Common questions

What is the SchoolScope MCP server?

SchoolScope is an MCP server listed in the public MCP registry as co.schoolscope/mcp. California school data for AI agents, scores, comparisons, feeder paths, TK ages, applications. This page covers its hosted endpoint (https://mcp.schoolscope.co/mcp).

Is the SchoolScope MCP server safe to use?

SchoolScope scores 81 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the SchoolScope MCP server expose?

SchoolScope exposes 10 tools: find_schools, school_profile, feeder_path, compare_schools, district_profile, and 5 more. Their descriptions and schemas cost roughly 1,992 tokens of context every time the server is loaded.

Does the SchoolScope MCP server require authentication?

No. We connected to SchoolScope without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the SchoolScope MCP server still maintained?

SchoolScope is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.