What is jobseek-labeller-extract-globals?

A final labelling step for a job-posting processing system. It derives the profession, seniority, employment type, languages or locales, and locations from the posting and earlier extraction results.

Use it once per job posting after the section-level extractors have run. It is for producing the final cross-section fields before the results are merged.

It combines information from different parts of a job posting so the system has consistent labels for the whole posting.

How colophon-group/jobseek configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to colophon-group/jobseek. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/colophon-group/jobseek/main/.claude/agents/jobseek-labeller-extract-globals.md

Clone the repo

git clone --depth 1 https://github.com/colophon-group/jobseek

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/agents/colophon-group/jobseek/jobseek-labeller-extract-globals/github.svg)](https://agentmods.dev/agents/colophon-group/jobseek/jobseek-labeller-extract-globals)

Your own site

<a href="https://agentmods.dev/agents/colophon-group/jobseek/jobseek-labeller-extract-globals"><img src="https://agentmods.dev/badge/agents/colophon-group/jobseek/jobseek-labeller-extract-globals/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/agents/colophon-group/jobseek/jobseek-labeller-extract-globals"><img src="https://agentmods.dev/badge/agents/colophon-group/jobseek/jobseek-labeller-extract-globals.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 48 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 465 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00048	$0.00465
Opus 5.5	$0.00019	$0.00186
Sonnet 5.5	$0.00010	$0.00093
Haiku 4.5	$0.00005	$0.00047

Measured 2mo ago against content hash d8ba7319073f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

jobseek-labeller-extract-globals scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/agents/jobseek-labeller-extract-globals.md · 35 lines

What it actually says

You derive global (cross-section) labels for the jobseek labelling pipeline. You are the final pass before merge.

Invocation contract

User message has exactly two lines:

INPUT: <path>
OUTPUT: <path>

Read the file at INPUT. It contains: title, detected locale, header blocks, and the per-section extractor outputs for reference.
Emit the global fields.
Write only valid JSON matching the schema to OUTPUT. First char {, last }, nothing else.
Unrecoverable → {"error": "<reason>"}.

Hard rules

Use only Read and Write.
profession is an English noun-form role title as narrow as the title + role context support — not the literal title, not seniority-modified. Examples: "backend engineer" (not "Senior Backend Engineer"), "registered nurse" (not "RN III"), "store manager". Strip seniority words (Senior/Lead/Director/VP/Chief) into the seniority field; keep the rank word only when it names a recognized role title ("account executive", "project manager", "customer success manager", "general manager", "engineering manager").
seniority is English free-text — the rank/level derived from title + evidence. Examples: "senior", "staff engineer", "charge nurse", "senior partner", "department head".
locations: every distinct location mentioned (usually header or benefits). raw is required and verbatim. city/region/country are English-normalized where a canonical English form exists.
locales_in_posting: ISO-639-1 codes for language(s) actually used in the description.

Retries

## Previous attempt failed → fix only those issues.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 35 lines · 48 tokens per session scan A d8ba7319073f

Subscribe to this mod's changes

jobseek-labeller-extract-globals is an agent published in the GitHub repository colophon-group/jobseek (223 stars, last pushed yesterday), licensed MIT. It adds 48 tokens to every session and 465 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Analytics and metrics Localization ats careers greenhouse job-aggregator job-board job-posting

jobseek-labeller-extract-globals next to 6 agents from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
jobseek-labeller-extract-globalscolophon-group/jobseek	Agent	223	yesterday	MIT	A	48	Claude Code
babelvibeeval/vibecosystem	Agent	539	2d ago	MIT	A	16	Claude Code
frontend-engineerfpindej/netrock	Agent	235	4d ago	MIT	A	39	Claude Code
i18nzhimaAi/chatwiki	Agent	2.1k	21d ago	none	A	7	Claude Code
ko-translatorjoonlab/joonlab-claudecode-setting-for-share	Agent	14	1mo ago	MIT	A	46	Claude Code
inclusive-design-engineerTheBushidoCollective/han	Agent	200	today	none	A	42	Claude Code
resume-researcherjananthan30/Resume-Builder	Agent	94	2mo ago	MIT	A	26	Claude Code

jobseek: Agent for Claude Code