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SchoolScope

REMOTE · MCP.SCHOOLSCOPE.CO · SCANNED SEP 21

California school data for AI agents — scores, profiles, comparisons, feeder paths, UC pipelines.

0 this week 89 Trust /100
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 Security80
Transport & Reachability100
Schema Quality & AI Usability86
  • 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
  • Tool/resource definitions use about 1167 tokens (~89/item across 13 items; 7 tools + 6 resources), lean.Pass
  • 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 Coverage96
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 85% 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 7 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 8 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
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'
// .cursor/mcp.json
{
  "mcpServers": {
    "co-schoolscope-mcp": {
      "url": "https://mcp.schoolscope.co/mcp"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "co-schoolscope-mcp": {
      "type": "http",
      "url": "https://mcp.schoolscope.co/mcp"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.co-schoolscope-mcp]
url = "https://mcp.schoolscope.co/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "co-schoolscope-mcp": {
      "type": "remote",
      "url": "https://mcp.schoolscope.co/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add co-schoolscope-mcp --url 'https://mcp.schoolscope.co/mcp' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  co-schoolscope-mcp:
    url: "https://mcp.schoolscope.co/mcp"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "co-schoolscope-mcp": {
      "Transport": "http",
      "Url": "https://mcp.schoolscope.co/mcp"
    }
  }
}
# add to Vellum
assistant mcp add co-schoolscope-mcp -t streamable-http -u 'https://mcp.schoolscope.co/mcp'
// mcp.json
{
  "mcpServers": {
    "co-schoolscope-mcp": {
      "type": "http",
      "url": "https://mcp.schoolscope.co/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

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.

  • 15 Sept 26 0
    • Stability: 0.97 → pass security
  • 14 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 93 to 97. That category is still filling its 30-day observation window: 28 days of observed history at the previous scan, 29 at this one. The score rises as the window fills, whether or not the server changes.

  • 12 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 87 to 90. That category is still filling its 30-day observation window: 26 days of observed history at the previous scan, 27 at this one. The score rises as the window fills, whether or not the server changes.

  • 10 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 80 to 83. That category is still filling its 30-day observation window: 24 days of observed history at the previous scan, 25 at this one. The score rises as the window fills, whether or not the server changes.

  • 8 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 73 to 77. That category is still filling its 30-day observation window: 22 days of observed history at the previous scan, 23 at this one. The score rises as the window fills, whether or not the server changes.

  • 5 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 63 to 67. That category is still filling its 30-day observation window: 19 days of observed history at the previous scan, 20 at this one. The score rises as the window fills, whether or not the server changes.

  • 3 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 57 to 60. That category is still filling its 30-day observation window: 17 days of observed history at the previous scan, 18 at this one. The score rises as the window fills, whether or not the server changes.

  • 1 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 50 to 53. That category is still filling its 30-day observation window: 15 days of observed history at the previous scan, 16 at this one. The score rises as the window fills, whether or not the server changes.

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 21 Sept 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 21 Aug 2026 19 Nov 2026 ECDSA 256 ECDSA-SHA256 68e8d98601bfcbd013d706feb7e70280
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 · 7 exposed · ~1,006 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 ~131

Compare 2-4 public schools side by side: band, Scope Score, exceeded/met split, cohort growth (same students across the grade span, as a 0-100 index centred on the state average), climate. A school with no cohort comparison reports no growth figure rather than a substitute — treat that as 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 from find_schools
NameTypeReqDescription
comparedarrayyes
excludedPrivatearrayyes
metaobjectyes

No examples provided.

district_profile ~56

A California district roll-up: average Scope Score and absenteeism across the district plus every scored school ranked by level. Match by district name.

NameTypeReqDescription
districtstringyesDistrict name or fragment, e.g. 'palo alto unified'
NameTypeReqDescription
countyyes
districtstringyes
metaobjectyes
schoolsarrayyes
statsyes

No examples provided.

feeder_path ~78

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 (NCES SABS), shown alongside scores, never inside them.

NameTypeReqDescription
slugstringyesURL slug of the school
NameTypeReqDescription
endpointyes
feedsFromarrayyes
feedsIntoarrayyes
metaobjectyes
schoolstringyes
subjectobjectyes

No examples provided.

find_schools ~401

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.

NameTypeReqDescription
levelstringRestrict to one level. Elementary, middle and high are scored on separate scales and are never mixed. With no query/zip/near, returns the top-ranked schools at this level.
limitinteger
nearstringA 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…
querystringFree text: school, city or district name, e.g. 'lowell', 'palo alto unified'
radius_milesnumberRadius for `near`, in miles. Default 5. Ignored unless `near` is set.
tkbooleantrue limits results to schools with active transitional kindergarten (TK) enrollment.
zipstring5-digit California zip code, e.g. '94110'
NameTypeReqDescription
headingstring
metaobjectyes
pointobject
radiusMilesnumber
schoolsarrayyes

No examples provided.

my_watchlist ~32

Return the schools the authenticated user has saved on SchoolScope. Requires the `watchlist:read` OAuth scope.

Input schema present but exposes no named parameters.

NameTypeReqDescription
emailstringyes
metaobjectyes
watchlistarrayyes

No examples provided.

school_profile ~195

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 (the same students 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. Current data year 2025.

NameTypeReqDescription
slugstringyesURL slug, e.g. 'lowell-high-san-francisco-unified'. Get it from find_schools.
NameTypeReqDescription
metaobjectyes
schoolobjectyes
trendarray

No examples provided.

similar_schools ~113

Schools serving a similar student population to a given school — same level, 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
slugstringyesURL slug of the school to find peers for. Get it from find_schools.
NameTypeReqDescription
freeLunchWindowyes
matchedPeerCountnumber
metaobjectyes
outscoredPeers
peersarrayyes
subjectobjectyes

No examples provided.

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, profiles, comparisons, feeder paths, UC pipelines. This page covers its hosted endpoint (https://mcp.schoolscope.co/mcp).

Is the SchoolScope MCP server safe to use?

SchoolScope scores 89 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 7 tools: find_schools, school_profile, feeder_path, compare_schools, district_profile, and 2 more. Their descriptions and schemas cost roughly 1,006 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 21 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.