com.le-teen/college-roi-mcp
NPM · COLLEGE-ROI-MCP · SCANNED SEP 22
U.S. college ROI data: 30-yr NPV for 500 colleges, lifetime ROI for 134 majors. Keyless.
Available components
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 → Why this is hard to score →
Supply Chain Security98
- No malware found by supply-chain analysis.Pass
- No known CVEs affecting this package version or its production dependencies.Pass
- No install/post-install scripts declared.Pass
- 31 of 96 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency45
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Provenance check failed: no build-provenance attestation is published. See how to fix → View diagnostics → Fail
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 68 days ago).Pass
- Disclosure check failed: no security disclosure policy was found in the source repository. See how to fix → Fail
Schema Quality & AI Usability77
- 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 Management100
- No destabilizing schema changes in the last 30 days.Pass
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
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
How do I install the com.le-teen/college-roi-mcp server?
com.le-teen/college-roi-mcp runs locally as an npm package, launched with npx -y college-roi-mcp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
npm · college-roi-mcp
claude mcp add com-le-teen-college-roi-mcp -- npx -y college-roi-mcp
{
"mcpServers": {
"com-le-teen-college-roi-mcp": {
"command": "npx",
"args": [
"-y",
"college-roi-mcp"
]
}
}
} {
"servers": {
"com-le-teen-college-roi-mcp": {
"command": "npx",
"args": [
"-y",
"college-roi-mcp"
]
}
}
} codex mcp add com-le-teen-college-roi-mcp -- npx -y college-roi-mcp
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"com-le-teen-college-roi-mcp": {
"type": "local",
"command": [
"npx",
"-y",
"college-roi-mcp"
],
"enabled": true
}
}
} openclaw mcp add com-le-teen-college-roi-mcp --command npx --arg -y --arg college-roi-mcp
mcp_servers:
com-le-teen-college-roi-mcp:
command: "npx"
args: ["-y", "college-roi-mcp"] {
"McpServers": {
"com-le-teen-college-roi-mcp": {
"Transport": "stdio",
"Command": "npx",
"Arguments": [
"-y",
"college-roi-mcp"
]
}
}
} assistant mcp add com-le-teen-college-roi-mcp -t stdio -c npx -a -y college-roi-mcp
{
"mcpServers": {
"com-le-teen-college-roi-mcp": {
"command": "npx",
"args": [
"-y",
"college-roi-mcp"
]
}
}
} 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
- Stability: 0.97 → pass security
- 20 Sept 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 90 to 93. That category is still filling its 30-day observation window: 27 days of observed history at the previous scan, 28 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 83 to 87. That category is still filling its 30-day observation window: 25 days of observed history at the previous scan, 26 at this one. The score rises as the window fills, whether or not the server changes.
- 16 Sept 26 −3
- Stability: pass → 0.80 functional
- 15 Sept 26 +1
- Stability: 0.97 → pass security
- 13 Sept 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 90 to 93. That category is still filling its 30-day observation window: 27 days of observed history at the previous scan, 28 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 83 to 87. That category is still filling its 30-day observation window: 25 days of observed history at the previous scan, 26 at this one. The score rises as the window fills, whether or not the server changes.
- 9 Sept 26 −3
- Stability: pass → 0.80 functional
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 · Analysed npm/college-roi-mcp@1.0.1
Provenance No attestation
The registry publishes no build provenance for this version, so there is nothing to verify.
| Result | No attestation |
|---|---|
| Ecosystem | npm |
Background: How many MCP packages publish verified provenance →
Dependencies 96 packages
| Packages resolved | 96 |
|---|---|
| Stale | 31 |
| Tree resolution | Complete |
Background: SBOMs and build attestations, explained →
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 →
best_value_colleges Best-value colleges by state ~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).
| Name | Type | Req | Description |
|---|---|---|---|
| state | string | – | Two-letter state code, e.g. 'CA'. Omit for all states' #1. |
No output schema declared.
No examples provided.
get_api_info About the College ROI API ~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 Get one college's full record ~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.
| Name | Type | Req | Description |
|---|---|---|---|
| slug | string | yes | College slug or name, e.g. 'university-of-michigan-ann-arbor'. |
No output schema declared.
No examples provided.
get_major Get one major's full ROI detail ~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.
| Name | Type | Req | Description |
|---|---|---|---|
| slug | string | yes | Major slug or name, e.g. 'computer-science' or 'Computer Science'. |
No output schema declared.
No examples provided.
list_majors List majors by lifetime ROI ~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.
| Name | Type | Req | Description |
|---|---|---|---|
| kind | string | – | Filter to broad categories (19), CIP subfields (115), or all 134. |
| limit | integer | – | Max rows returned. |
| parent | string | – | Only subfields of this category slug, e.g. 'engineering'. |
| sort_by | string | – | Sort field. ROI sorts are descending; name ascending. |
No output schema declared.
No examples provided.
out_of_state_penalty Out-of-state tuition penalty ranking ~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.
| Name | Type | Req | Description |
|---|---|---|---|
| limit | integer | – | Max rows returned (77 total). |
| state | string | – | Filter to one state's public colleges. |
No output schema declared.
No examples provided.
search_colleges Search colleges by name/state ~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.
| Name | Type | Req | Description |
|---|---|---|---|
| control | string | – | – |
| limit | integer | – | Max rows returned. |
| query | string | – | Case-insensitive substring of the college name. |
| sort_by | string | – | – |
| state | string | – | Two-letter state code, e.g. 'MI'. |
No output schema declared.
No examples provided.
What is the com.le-teen/college-roi-mcp server?
com.le-teen/college-roi-mcp is listed in the public MCP registry as com.le-teen/college-roi-mcp. U.S. college ROI data: 30-yr NPV for 500 colleges, lifetime ROI for 134 majors. Keyless. This page covers its npm package (college-roi-mcp).
Is the com.le-teen/college-roi-mcp server safe to use?
com.le-teen/college-roi-mcp scores 84 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 22 September 2026. It declares no install or post-install scripts. 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 com.le-teen/college-roi-mcp server expose?
com.le-teen/college-roi-mcp exposes 7 tools: get_api_info, list_majors, get_major, search_colleges, get_college, and 2 more. Their descriptions and schemas cost roughly 757 tokens of context every time the server is loaded.
Is the com.le-teen/college-roi-mcp server still maintained?
com.le-teen/college-roi-mcp 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.
What licence is the com.le-teen/college-roi-mcp server under?
com.le-teen/college-roi-mcp declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.