onet-match
PYPI · ONET-MATCH
Occupation classifier: free text to ranked O*NET-SOC codes with tasks, skills and RIASEC. Local.
Available components
Last scanned (6 hours ago)
Scores higher than 66% of PyPI servers
Category Education and Research
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 Security100
- No malware found by supply-chain analysis.Pass
- No known CVEs affecting this package version or its production dependencies.Pass
- Runs setuptools.build_meta at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
- 1 of 19 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 3 days ago).Pass
- Disclosure check failed: no security disclosure policy was found in the source repository. See how to fix → Fail
Schema Quality & AI Usability69
- AI-judged instruction clarity (good).Pass
- Tool/resource definitions use about 212 tokens (~106/item across 2 items; 2 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management20
- Stability observed for 6 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage71
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 0% of tool parameters carry a description.Fail
- 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 2 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 3 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a current MCP spec version (2026-07-28).Pass
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.
- 5 Nov 26 +16
- Malware scan: unverified → pass ▲ security
- 3 Nov 26 −15
- Malware scan: pass → unverified ▼ security
- 2 Nov 26 +16
- Malware scan: unverified → pass ▲ security
- 1 Nov 26 0
- Malware scan: unverified → pass ▲ security
- Package version: 0.3.4 → 0.3.5 functional
- 31 Oct 26 +1
- Malware scan: unverified → pass ▲ security
- Security disclosure: unverified → fail ▼ functional
- Stability: unverified → 0.03 ▲ functional
- Package version: 0.3.2 → 0.3.4 functional
- 30 Oct 26 52
First indexed and scored.
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 5 Nov 2026 · Analysed pypi/onet-match@0.3.5
Provenance No attestation
The registry publishes no build provenance for this version, so there is nothing to verify.
| Result | No attestation |
|---|---|
| Ecosystem | pypi |
| Reason | No attestation published |
Background: How many MCP packages publish verified provenance →
Install scripts 1 script
| Hook | Tier | Command |
|---|---|---|
| build_backend | allowlisted | setuptools.build_meta |
Background: Why install scripts are a supply-chain risk →
Dependencies 19 packages
| Packages resolved | 19 |
|---|---|
| Stale | 1 |
| 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 →
get_occupation ~59
Full O*NET record for one occupation by SOC code (e.g. "15-1252.00"): description, tasks, detailed work activities, skills, knowledge, abilities and RIASEC interests.
| Name | Type | Req | Description |
|---|---|---|---|
| soc | string | yes | – |
Structured output declared, but exposes no named fields.
No examples provided.
match_occupations ~101
Match free text about work to the closest O*NET occupations. text: a job title, resume bullet, job posting, project description, interest statement or skill list. top_k: number of occupations to return (1-20). Returns ranked occupations with SOC codes, calibrated confidence, key tasks and skills, plus an aggregate skill and RIASEC interest profile.
| Name | Type | Req | Description |
|---|---|---|---|
| text | string | yes | – |
| top_k | integer | – | – |
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the onet-match MCP server?
onet-match runs locally as a PyPI package, launched with uvx onet-match. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
pypi · onet-match
claude mcp add benjamin-v-chan-onet-match -- uvx onet-match
What is the onet-match MCP server?
onet-match is an MCP server listed in the public MCP registry as io.github.Benjamin-V-Chan/onet-match. Occupation classifier: free text to ranked O*NET-SOC codes with tasks, skills and RIASEC. Local. This page covers its PyPI package (onet-match).
Is the onet-match MCP server safe to use?
onet-match scores 70 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 5 November 2026. 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 onet-match MCP server expose?
onet-match exposes 2 tools: match_occupations, get_occupation. Their descriptions and schemas cost roughly 160 tokens of context every time the server is loaded.
Is the onet-match MCP server still maintained?
onet-match is still listed as active in the MCP registry. We last reached this channel on 5 November 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 onet-match MCP server under?
onet-match declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.