kniverhell

Product Jobs Search Agent — Data skill for Claude Code

Data community

A file-based agentic system that runs a senior PM job search end to end.

How to install Product Jobs Search Agent

This entry records only its repository, not the path inside it, so there is no exact command to give. Open kniverhell/product-jobs-search-agent and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Product Jobs Search Agent does

A file-based agentic system that runs a senior PM job search end to end. Built with Claude Code. No external services, no subscriptions, no database. Designed for: Senior / Director / VP product managers in a specialized domain (identity, fintech, SaaS, data platforms, etc.) who want a structured system rather than ad-hoc AI prompting.

Alternatives in Data

  • Notion Sync — /notion-sync - Push Ranked Jobs and Applications to a Notion Database 36.6k ★
  • Financial Services — Reference agents, skills, and data connectors for the financial-services workflows we see most — investment ba 34.5k ★
  • Arcgis To Portaljs — Migrate a whole ArcGIS Hub site (opendata.arcgis.com or a Hub Premium custom domain) into a PortalJS Arc porta 2.3k ★

README

Job Search Agent — for Product Managers

A file-based agentic system that runs a senior PM job search end to end. Built with [Claude Code](https://claude.ai/code). No external services, no subscriptions, no database.

**Designed for:** Senior / Director / VP product managers in a specialized domain (identity, fintech, SaaS, data platforms, etc.) who want a structured system rather than ad-hoc AI prompting.


The problem this solves

Most AI job search tools stop at resume rewriting. This one runs the whole operation:

  • Finds roles — query-led web discovery, watchlist passes, and a Python ATS scanner across 27 boards
  • Verifies them — every role confirmed on the employer's own ATS before any effort goes into it
  • Scores them — 5-dimension rubric (domain, level, comp, location, company) with transparent modifiers, not keyword matching
  • Evaluates each role — 7-block structured report covering fit, comp, personalization angle, interview stories, and blockers
  • Tailors your materials — resume and cover letter calibrated to one specific JD
  • Prepares you — company research, interview story mapping, negotiation prep
  • Scores company survival — 9 dimensions, stated confidence, and what it means for your equity and your next two years
  • Keeps the pipeline honest — dedup, staleness enforcement, proof-point integrity

**Key finding from 8 weeks of operation:** ~32% of apparently live job board listings are already closed *(measured: 8 of ~25 postings verified against employer ATS in the first week — dead reqs stay indexed on aggregators for months)*. The verification gate catches them before you invest any time. A "quiet market" that hasn't been verified is not a finding — it's an unread report.


The 12 modes

Trigger Mode What it does
"run the scout" / "any new roles" Scan Query-led discovery + ATS verification
Paste a JD or URL Evaluate 7-block report + score + tracker entry
"t