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Admit Coach — College Search & Costs

REMOTE · ADMIT-COACH.COM · SCANNED SEP 22

Search US colleges and compare historical admissions, costs and aid using public federal data.

Available components

+4 this week 80 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 Usability77
  • AI-judged instruction clarity (good).Pass
  • Tool/resource definitions use about 454 tokens (~113/item across 4 items; 4 tools + 0 resources), lean.Pass
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management53
  • Stability observed for 16 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage79
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 25% 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 4 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 5 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
Install

How do I install the Admit Coach — College Search & Costs MCP server?

Admit Coach — College Search & Costs is a hosted endpoint at https://admit-coach.com/api/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 · admit-coach.com

# add to Claude Code
claude mcp add --transport http com-admit-coach-university-data 'https://admit-coach.com/api/mcp/'
// .cursor/mcp.json
{
  "mcpServers": {
    "com-admit-coach-university-data": {
      "url": "https://admit-coach.com/api/mcp/"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "com-admit-coach-university-data": {
      "type": "http",
      "url": "https://admit-coach.com/api/mcp/"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.com-admit-coach-university-data]
url = "https://admit-coach.com/api/mcp/"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-admit-coach-university-data": {
      "type": "remote",
      "url": "https://admit-coach.com/api/mcp/",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add com-admit-coach-university-data --url 'https://admit-coach.com/api/mcp/' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  com-admit-coach-university-data:
    url: "https://admit-coach.com/api/mcp/"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "com-admit-coach-university-data": {
      "Transport": "http",
      "Url": "https://admit-coach.com/api/mcp/"
    }
  }
}
# add to Vellum
assistant mcp add com-admit-coach-university-data -t streamable-http -u 'https://admit-coach.com/api/mcp/'
// mcp.json
{
  "mcpServers": {
    "com-admit-coach-university-data": {
      "type": "http",
      "url": "https://admit-coach.com/api/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.

  • 22 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.

  • 20 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 43 to 47. That category is still filling its 30-day observation window: 13 days of observed history at the previous scan, 14 at this one. The score rises as the window fills, whether or not the server changes.

  • 18 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 37 to 40. That category is still filling its 30-day observation window: 11 days of observed history at the previous scan, 12 at this one. The score rises as the window fills, whether or not the server changes.

  • 16 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 30 to 33. That category is still filling its 30-day observation window: 9 days of observed history at the previous scan, 10 at this one. The score rises as the window fills, whether or not the server changes.

  • 14 Sept 26 +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.

  • 11 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

  • 9 Sept 26 +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.

  • 7 Sept 26 0
    • Schema quality: 347 → 454 functional
    • Stability: unverified → 0.03 functional
    • Schema quality: excellent → good functional
    • New tool “get_application_deadlines” functional
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 22 Sept 2026 · Probed https://admit-coach.com/api/mcp/

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=admit-coach.com CN=WR3,O=Google Trust Services,C=US 7 Sept 2026 6 Dec 2026 RSA 2048 SHA256-RSA 2c88383840f39c7d0a34fc26ecdee466
SANs: admit-coach.com
CN=WR3,O=Google Trust Services,C=US (CA) CN=GTS Root R1,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 RSA 2048 SHA256-RSA 7ff005a91568d63abc22861684aa4b5a
CN=GTS Root R1,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 19 Jun 2020 28 Jan 2028 RSA 4096 SHA256-RSA 77bd0d6cdb36f91aea210fc4f058d30d

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of admit-coach.com. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
com. present 19718 13 Verified
admit-coach.com. 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; preload
content-security-policy default-src 'self'; script-src 'self' 'unsafe-inline' https://www.googletagmanager.com https://www.google-analytics.com https://ssl.google-analytics.com; style-src 'self' 'unsafe-inline' https://fonts.googleapis.com; font-src 'self' https://fonts.gstatic.com; img-src 'self' data: https: https://www.google-analytics.com https://www.googletagmanager.com; connect-src 'self' https://generativelanguage.googleapis.com https://www.google-analytics.com https://*.google-analytics.com https://*.analytics.google.com https://*.googletagmanager.com https://analytics.google.com
x-content-type-options nosniff
x-frame-options DENY
referrer-policy strict-origin-when-cross-origin
permissions-policy camera=(), microphone=(), geolocation=()

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

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://admit-coach.com/api/mcp/ Verified 200
http (plaintext) http://admit-coach.com/api/mcp/ HTTPS enforced 302 https://admit-coach.com/api/mcp/
MCP tools · 4 exposed · ~376 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
get_application_deadlines ~107

Recorded application, aid and commitment deadlines for up to 20 colleges, with days remaining. Also returns a prep schedule worked backwards from the earliest application deadline (recommendations, first essay draft, final essay, submission) and a calendar-file URL. Dates come from institution records for the current cycle and can lag; tell the student to confirm each on the official admissions page. No student data is read or stored.

NameTypeReqDescription
unitidsarrayyes

Structured output declared, but exposes no named fields.

No examples provided.

get_financial_aid ~89

Read historical average net price, income brackets, grants and debt for a college. These cohort statistics are not a personalized cost estimate or financial aid offer. Public-college averages may not apply to nonresident students. Verify the official college net-price calculator before deciding affordability. Missing figures remain unknown.

NameTypeReqDescription
unitidstringyesIPEDS institution ID from search results

Structured output declared, but exposes no named fields.

No examples provided.

get_university_details ~81

Read a college's admissions ranges, majors, costs and outcomes by IPEDS ID. Use search_universities to resolve a name first. Values are historical and may be missing; cite the returned school URL. No login, personal profile or student documents are accessed.

NameTypeReqDescription
unitidstringyesIPEDS institution ID from search results

Structured output declared, but exposes no named fields.

No examples provided.

search_universities ~99

Find colleges by name, two-letter location, field of study or historical acceptance rate. Returns at most 20 institutions and links to school profiles. This searches public institutional records, does not access student accounts, and does not predict admission.

NameTypeReqDescription
limitinteger
majorstring
max_acceptance_ratenumber
querystring
statestring

Structured output declared, but exposes no named fields.

No examples provided.

Common questions

What is the Admit Coach — College Search & Costs MCP server?

Admit Coach — College Search & Costs is an MCP server listed in the public MCP registry as com.admit-coach/university-data. Search US colleges and compare historical admissions, costs and aid using public federal data. This page covers its hosted endpoint (https://admit-coach.com/api/mcp/).

Is the Admit Coach — College Search & Costs MCP server safe to use?

Admit Coach — College Search & Costs scores 80 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 Admit Coach — College Search & Costs MCP server expose?

Admit Coach — College Search & Costs exposes 4 tools: search_universities, get_university_details, get_financial_aid, get_application_deadlines. Their descriptions and schemas cost roughly 376 tokens of context every time the server is loaded.

Does the Admit Coach — College Search & Costs MCP server require authentication?

No. We connected to Admit Coach — College Search & Costs without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the Admit Coach — College Search & Costs MCP server still maintained?

Admit Coach — College Search & Costs is still listed as active in the MCP registry. We last reached this channel on 22 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.