Provided by People Data Labs
Normalize One Job Title and Get Similar Titles and Related Skills (PDL)
Normalize one raw job title into the canonical form PDL uses, and get back the job titles most similar to it together with the skills relevant to it. One title per call; a title outside the PDL title dataset is a miss and is not charged.
Contract snapshot: 2026-09-29. Inspect in Glasser for current terms.
{
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"required": [
"job_title"
],
"properties": {
"job_title": {
"type": "string",
"maxLength": 200,
"minLength": 1
}
},
"additionalProperties": false
}{
"job_title": "software engineer"
}This Endpoint publishes no output schema. You get the Provider's own response body, unchanged — we do not warrant a shape we cannot guarantee.
How to run it
Two fields identify it: the Provider and the endpoint key. The key looks like a path because it usually mirrors the Provider's own, but it is an opaque identifier — not a URL you can open. The same provider:endpoint pair is what your Policy lists.
Once: paste this into your agent's chat. The Skill installs the CLI and logs in by itself. For an agent that cannot use a shell, connect it over MCP instead.
set up https://glasser.ai/SKILL.mdThen ask for this Endpoint:
Run the People Data Labs Endpoint /v5/job_title/enrich on Glasser with input {"job_title":"software engineer"}glasser run -p pdl -e '/v5/job_title/enrich' -i '{"job_title":"software engineer"}' --endpoint-version 1Pinned to version 1, the one this page shows: if a newer version is published first, the Run is refused instead of charged under new terms. Install and log in first on Get Started.
Once per Run:
IDEMPOTENCY_KEY=$(uuidgen)Run it, and copy this same block to send it again:
curl -X POST https://api.glasser.ai/v1/runs \
-H "Authorization: Bearer gl_..." \
-H "Idempotency-Key: $IDEMPOTENCY_KEY" \
-H "Content-Type: application/json" \
-d '{"provider":"pdl","endpoint":"/v5/job_title/enrich","input":{"job_title":"software engineer"},"endpoint_version":1}'Reuse the same Idempotency-Key to send it again: the second send is a read of the first Run. A new key is a new Run and a new Charge. Pinned to version 1 for the same reason as the CLI.
What each outcome charges
| No result | The Provider answered: nothing matched. | $0.00 |
|---|---|---|
| Provider error | The Provider failed to answer. | $0.00 |
| Timed out | The deadline won. | $0.00 |
| Internal failure | Our defect. | $0.00 |