# guru.goanywhere/storefront (remote · goanywhere.guru)

US college admissions fit (College Scorecard bands) + verified admitted-student mentor search.

- Trust score: 73/100 (medium)
- Change this week: +7
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- remote · `goanywhere.guru`: 73/100 (this document), [markdown](https://verifymcp.io/servers/guru-goanywhere-storefront/api-mcp.md), [page](https://verifymcp.io/servers/guru-goanywhere-storefront/api-mcp)

## Channel facts

- Endpoint: `https://goanywhere.guru/api/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `0.1.0`

## Trust breakdown

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. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-08-03.

- **Endpoint Security**: 80/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 61/100
  - AI-judged instruction clarity (good).
  - Context-footprint check failed: tool/resource definitions use about 930 tokens (~186/item across 5 items; 5 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 27/100
  - Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 98/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 94% of tool parameters carry a description.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add --transport http guru-goanywhere-storefront https://goanywhere.guru/api/mcp
```

### Codex

```toml
[mcp_servers.guru-goanywhere-storefront]
url = "https://goanywhere.guru/api/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "guru-goanywhere-storefront": {
      "type": "remote",
      "url": "https://goanywhere.guru/api/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add guru-goanywhere-storefront --url https://goanywhere.guru/api/mcp --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  guru-goanywhere-storefront:
    url: "https://goanywhere.guru/api/mcp"
```

### Other

```json
{
  "mcpServers": {
    "guru-goanywhere-storefront": {
      "type": "http",
      "url": "https://goanywhere.guru/api/mcp"
    }
  }
}
```

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

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-08-03 (score 73, +1)

No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-31 (score 72, +4)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-30 (score 68, +1)

No change was recorded against any check on this day. Stability & Change Management went from 10 to 13. That category is still filling its 30-day observation window: 3 days of observed history at the previous scan, 4 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-29 (score 67, +1)

No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-27 (score 66, +1)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-26 (score 65)

First indexed and scored.

## MCP tools (5)

### `assess_admissions_fit` (~140 tokens)

입시 적합도 진단

학생의 시험 점수(SAT/ACT)와 목표 대학 목록을 받아, 확인 가능한 College Scorecard 실데이터 기반으로 학교별 REACH/MATCH/SAFETY 적합도를 분류합니다. 합격 확률 예측이 아닌 밴드 분류이며, 데이터가 있는 경우 점수 밴드·합격률 근거를 함께 반환합니다.

Input parameters:

- `act` (number): ACT 총점
- `sat` (number): SAT 총점
- `target_universities` (array, required): 목표 대학 이름 목록 (영문/한글/약칭 허용, 예: MIT, Harvard)

### `list_supported_universities` (~130 tokens)

지원 대학 목록

적합도 진단이 지원되는 대학을 페이지 단위로 반환합니다. 합격률·SAT/ACT 밴드는 확인된 데이터가 있는 대학에만 포함되며, 없는 값은 null로 명시됩니다.

Input parameters:

- `country` (string): 국가 코드 (예: US)
- `limit` (integer): 페이지 크기 (기본 25, 최대 50)
- `offset` (integer): 페이지 시작 위치 (기본 0)
- `with_test_bands_only` (boolean): true면 SAT 또는 ACT 밴드가 있는 대학만 반환

### `search_mentors` (~153 tokens)

멘토 검색

GoAnywhere의 승인된 합격생 멘토를 검색합니다. 실제 등록된 멘토만 반환하며(가상의 멘토 없음), 각 멘토의 학교·전공·합격 이력·평점·프로필 링크를 제공합니다.

Input parameters:

- `limit` (number)
- `major_field` (string): 전공 계열
- `position` (string): 포지션: consultant(입시 컨설턴트) | tutor(과외)
- `query` (string): 학교/전공 키워드
- `region` (string): 입학 지역 (예: USA, UK)
- `subject` (string): 담당 과목 (과외)

### `get_booking_options` (~78 tokens)

예약 옵션 조회

특정 멘토의 세션 옵션(15/30/60분)과 가격, 예약 딥링크를 반환합니다. 예약·결제는 goanywhere.guru 사이트에서 진행됩니다 (이 도구는 링크 안내까지만).

Input parameters:

- `mentor_id` (string, required): search_mentors 가 반환한 mentor_id

### `capture_lead` (~220 tokens)

상담 연락처 저장

상담을 이어가고 싶은 사용자의 이메일과 선택 입력한 관심사를 저장합니다. 사용자가 명시적으로 연락받기를 원할 때만 호출하세요. **호출 전 반드시 개인정보 수집 고지를 사용자에게 전달하고 동의를 받으세요** — 개인정보 수집·이용 안내 — 목적: 입시 상담 연락. 수집 항목: 이메일 및 사용자가 직접 입력한 관심사(선택). 보관 기간: 목적 달성 또는 삭제 요청 시까지. 귀하는 동의를 거부할 권리가 있으며, 미동의 시 연락 안내가 제한될 수 있습니다. 삭제 요청·문의: yocan@goanywhere.guru. 자세한 내용: https://goanywhere.guru/privacy 저장 후 온보딩 링크를 안내합니다.

Input parameters:

- `email` (string, required): 사용자 이메일 (본인 동의 필수). 형식 오류 시 안내 메시지로 재질문됩니다.
- `interest` (string): 사용자가 직접 입력한 관심사 (선택, 최대 500자)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/guru-goanywhere-storefront/api-mcp#diagnostics

## Score history

- 2026-08-03: 73
- 2026-08-02: 72
- 2026-08-01: 72
- 2026-07-31: 72
- 2026-07-30: 68
- 2026-07-29: 67
- 2026-07-28: 66
- 2026-07-27: 66
- 2026-07-26: 65

## Links

- Remote endpoint: https://goanywhere.guru/api/mcp
- Website: https://goanywhere.guru/
- Changelog RSS feed: https://verifymcp.io/servers/guru-goanywhere-storefront/api-mcp/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/guru-goanywhere-storefront/api-mcp/changelog.json
- HTML version of this page: https://verifymcp.io/servers/guru-goanywhere-storefront/api-mcp