# SchoolScope

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

- name: co.schoolscope/mcp
- version: 3.4.0
- connection class: R0 (autonomous)
- trust: 79/100 flags: no-repository
- quality: 77/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/co.schoolscope%2Fmcp
- tools: https://api.protogrid.dev/v1/servers/co.schoolscope%2Fmcp/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "schoolscope": {
      "type": "http",
      "url": "https://mcp.schoolscope.co/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 99
- freshness: 85
- provenance: 55
- drivers: +dns-namespace +website +reachable +uptime-96% ~updated-64d-ago -no-repository
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 77/100 (good)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 79 (weight 30)

- pass `tools.descriptions`: every tool has a description
- warn `tools.description_length`: 1 tools have descriptions over 1,024 characters, which crowds the context
- pass `tools.schemas`: every tool has an object input schema
- pass `tools.annotations`: 7 of 7 tools declare readOnlyHint or destructiveHint
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: district_profile (idempotentHint); find_schools (idempotentHint); my_watchlist (idempotentHint); …
- pass `tools.token_cost`: about 1,718 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 75 (weight 15)

- warn `stability.changes`: 14 tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 7, about 1,718 tokens to load them all
- tool set hash: 9e525663f10667c755dddae5fcd941a9
- tools last changed: 2026-10-20T00:35:27.673Z
- badge: [![protogrid quality](https://protogrid.dev/badge/co.schoolscope/mcp.svg)](https://protogrid.dev/servers/co.schoolscope/mcp)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-20 `feeder_path` changed (description)
  - before: 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.
  - after: 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.
- 2026-10-16 `my_watchlist` changed (outputSchema)
- 2026-10-16 `similar_schools` changed (outputSchema)
- 2026-10-16 `district_profile` changed (outputSchema)
- 2026-10-16 `compare_schools` changed (outputSchema)
- 2026-10-16 `feeder_path` changed (outputSchema)
- 2026-10-16 `school_profile` changed (description, outputSchema)
  - before: 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 2025.
  - after: 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.
- 2026-10-16 `find_schools` changed (outputSchema)
- 2026-10-06 `school_profile` changed (description, outputSchema)
  - before: 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. Current data year 2025.
  - after: 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 2025.
- 2026-09-27 `similar_schools` changed (outputSchema)

Full history: https://api.protogrid.dev/v1/servers/co.schoolscope%2Fmcp/changes

## Remotes

- https://mcp.schoolscope.co/mcp (streamable-http, auth none, reachable true, uptime30d 0.96428573)

## Packages

_none_

## Tools (7)

- `compare_schools`: Compare 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 0-100 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.
- `district_profile`: A California district roll-up: average Scope Score and absenteeism across the district plus every scored school ranked by level. Match by district name.
- `feeder_path`: 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.
- `find_schools`: 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.
- `my_watchlist`: Return the schools the authenticated user has saved on SchoolScope. Requires the `watchlist:read` OAuth scope.
- `school_profile`: 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.
- `similar_schools`: 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.