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com.le-teen/college-roi-mcp

NPM · COLLEGE-ROI-MCP · SCANNED AUG 3

U.S. college ROI data: 30-yr NPV for 500 colleges, lifetime ROI for 134 majors. Keyless.

Available components

+23 this week 68 Trust /100
Trust breakdown (6 categories)

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score →

Supply Chain Security87
  • No malware found by supply-chain analysis.Pass
  • Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree.Partial
  • No install/post-install scripts declared.Pass
  • Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree. View diagnostics → Partial
Provenance & Transparency45
Schema Quality & AI Usability74
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 906 tokens (~129/item across 7 items; 7 tools + 0 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 Management27
  • Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage95
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 86% of tool parameters carry a description.Partial
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

npm · college-roi-mcp

# add to Claude Code
claude mcp add com-le-teen-college-roi-mcp -- npx -y college-roi-mcp
# add to Codex CLI
codex mcp add com-le-teen-college-roi-mcp -- npx -y college-roi-mcp
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-le-teen-college-roi-mcp": {
      "type": "local",
      "command": [
        "npx",
        "-y",
        "college-roi-mcp"
      ],
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add com-le-teen-college-roi-mcp --command npx --arg -y --arg college-roi-mcp
# ~/.hermes/config.yaml
mcp_servers:
  com-le-teen-college-roi-mcp:
    command: "npx"
    args: ["-y", "college-roi-mcp"]
// mcp.json
{
  "mcpServers": {
    "com-le-teen-college-roi-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "college-roi-mcp"
      ]
    }
  }
}
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.

  • 2 Aug 26 +48
    • Provenance: unverified → fail security
    • Install scripts: unverified → pass security
    • Known CVEs: unverified → partial security
    • Malware scan: unverified → pass security
    • Schema quality: unverified → excellent functional
    • License: unverified → pass functional
    • Dependency health: unverified → partial functional
    • Maintenance: unverified → pass functional
    • MCP protocol: unverified → pass functional
    • Stability: unverified → 0.23 functional
    • Licence: MIT functional
  • 31 Jul 26 −7
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 30 Jul 26 +3
    • Malware scan: pass → unverified security
    • Tool coverage: unverified → 100 functional
  • 28 Jul 26 −21
    • Tool coverage: 100 → unverified functional
    • First check of Schema quality: unverified functional
  • 27 Jul 26 45

    First indexed and scored.

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 3 Aug 2026 · Analysed npm/[email protected]

Provenance none

Ecosystem: npm · Outcome: none

Dependencies 95 packages

95 packages in the resolved dependency tree · 95 deprecated · 29 stale.

The dependency tree was only partially resolved, so these counts may be incomplete.

MCP tools — 7 exposed · ~757 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.

Tool Tokens
best_value_colleges ~84

Each U.S. state's best-value four-year colleges at resident pricing, ranked by 30-year NPV (top 15 per state). Pass a state for its full list; omit it for a nationwide summary (every state's top pick).

NameTypeReqDescription
statestringTwo-letter state code, e.g. 'CA'. Omit for all states' #1.

No output schema declared.

No examples provided.

get_api_info ~38

Metadata for the underlying LE TEEN College ROI API: description, license, attribution, DOI, docs URL, and the list of raw endpoints.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

get_college ~120

Full record for one college by slug (e.g. 'university-of-michigan-ann-arbor'): 30-year NPV at resident and non-resident pricing, total cost of attendance both ways, median earnings 10 years after entry, break-even age, IPEDS unitid, and FREOPP program coverage. Accepts a plain name and will slugify it; use search_colleges to discover slugs.

NameTypeReqDescription
slugstringyesCollege slug or name, e.g. 'university-of-michigan-ann-arbor'.

No output schema declared.

No examples provided.

get_major ~131

Full lifetime-ROI record for one major category or CIP subfield by slug (e.g. 'nursing', 'computer-science', 'philosophy-and-religious-studies'): ROI distribution (p25/median/mean/p75), never-break-even %, break-even age, completion-adjusted and dropout ROI, graduates/programs counts, and AI-exposure detail. Accepts a plain name and will slugify it; use list_majors to discover exact slugs.

NameTypeReqDescription
slugstringyesMajor slug or name, e.g. 'computer-science' or 'Computer Science'.

No output schema declared.

No examples provided.

list_majors ~151

List bachelor's-degree majors (19 broad categories and/or 115 CIP subfields) with lifetime-ROI stats: median/mean lifetime ROI (USD), % of programs that never break even, median break-even age, and AI-exposure band. Returns compact rows sorted by the chosen field. Use the returned slug with get_major for full detail.

NameTypeReqDescription
kindstringFilter to broad categories (19), CIP subfields (115), or all 134.
limitintegerMax rows returned.
parentstringOnly subfields of this category slug, e.g. 'engineering'.
sort_bystringSort field. ROI sorts are descending; name ascending.

No output schema declared.

No examples provided.

out_of_state_penalty ~84

U.S. public four-year colleges ranked by the out-of-state penalty: how much 30-year NPV a non-resident gives up versus a resident at the same school. Includes both NPVs and both tuition figures per row.

NameTypeReqDescription
limitintegerMax rows returned (77 total).
statestringFilter to one state's public colleges.

No output schema declared.

No examples provided.

search_colleges ~149

Search the 500 largest-coverage U.S. four-year colleges that clear the positive-NPV envelope. Each row: 30-year NPV at resident and non-resident pricing, total cost of attendance, median earnings 10 years after entry, and break-even age. Filter by name substring, state, and control; sorted by resident NPV descending unless overridden. Use the returned slug with get_college.

NameTypeReqDescription
controlstring
limitintegerMax rows returned.
querystringCase-insensitive substring of the college name.
sort_bystring
statestringTwo-letter state code, e.g. 'MI'.

No output schema declared.

No examples provided.