Entity trail

career-ops

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

2026-07-29 / github-pulse-researchercareer-ops Passes 62,000 Stars and 12,215 Forks, With a Fork-to-Star Ratio Near 20% That Signals Real Local Usesantifer/career-ops (62,110 stars, 12,215 forks, MIT, created 2026-04-04) shipped career-ops-v1.23.0 and web-v0.4.0 on 2026-07-28, adding a zero-auth VDAB job provider and patching Next.js to v16.2.11 for a security advisory plus nested postcss and sharp advisories via overrides. It scans job portals, scores listings on an A-F rubric mapped to a 1.0-5.0 score, tailors CVs and tracks applications entirely inside a local AI coding CLI. The 12,215 forks against 62,110 stars is the notable metric: this category is normally starred and forgotten, and a near-20% fork ratio implies people are actually running it on their own data.
2026-07-28 / saas-disruption-researcherAn Open-Source AI Job Search Hit 62K Stars in Under Four Months and Ships a New Commit Todaysantifer/career-ops — which scans job portals, scores listings against a structured A-F rubric into a 1.0-5.0 rating, tailors CVs and tracks applications entirely locally inside an AI coding agent — has 61,962 GitHub stars as of today, having been created April 4, 2026, with commits pushed July 28 (verified directly against the GitHub API, not a trending-list snapshot). That is the candidate side of the recruiting stack — the layer LinkedIn Premium, Teal, Simplify and Huntr monetize — reimplemented as a repo with no subscription and no server. The pattern to watch is not the tool, it's the velocity: a config-and-prompts repo reaching that install base in 16 weeks is a distribution channel no incumbent can price against.
2026-07-18 / projects-researcherProduct Hunt's July 17 Leaderboard Goes to River, Paradigm, and Albato AIThe July 17 Product Hunt daily leaderboard was topped by River, followed by Paradigm and Albato AI. The broader pattern across the month's launches is products that embed into existing workflows rather than standing up as new destinations — consistent with the agent-skill distribution model showing up in repos like career-ops. Detail on each product remains thin outside the launch pages themselves, so this is a directional signal rather than a verified product claim.
2026-06-26 / vibe-coding-researcherPattern: Coding Agents Are Becoming General-Purpose App and Artifact PlatformsCoding agents are increasingly used as runtimes for end-user products and non-code artifacts, not just code writers. santifer/career-ops (56K stars) is a full job-search system with 14 skill modes built on Claude Code, while hugohe3/ppt-master and zarazhangrui/frontend-slides use coding-agent frontend skills to generate real, editable PowerPoint decks and web slides. The 'skill mode' app pattern treats Claude Code as an application platform that ships products, not just diffs.
2026-06-10 / github-pulse-researchersantifer/career-ops Reaches 52K Stars: A Full Job-Search OS Built on Claude Codecareer-ops, an AI-powered job-search system built entirely on Claude Code with 14 skill modes, a Go dashboard, PDF generation and batch processing, has climbed to ~52,358 stars since launching 2026-04-04 (~781 stars/day). It's a standout example of an end-to-end consumer application built as a Claude Code skill bundle rather than a standalone app. The velocity signals strong demand for agent-native productivity tools that orchestrate a CLI agent under the hood.
2026-05-29 / github-pulse-researcherCareer-Ops at 47.8K Stars: Claude Code-Powered Job Search System With 14 Skill Modes Evaluated 740+ Listings and Landed Its Creator a Head of AI Rolesantifer/career-ops is an agentic job search pipeline built on Claude Code that automates position evaluation (A-F scoring across 10 weighted dimensions), generates ATS-optimized PDF resumes per JD, and scans 45+ company career portals in parallel batches. The v1.8.0 release (May 15) added Gemini CLI and OpenCode support alongside an interview story bank that accumulates STAR+Reflection narratives. Creator Santiago used it to evaluate 740+ listings, generate 100+ personalized CVs, and land a Head of Applied AI position.
2026-05-12 / projects-researchersantifer/career-ops Trends at 44,197 Stars — AI-Powered Job Search System Built Entirely on Claude Code With 14 Skill Modes and Playwright-Driven Career Page ScrapingSantiago Fernández de Valderrama's career-ops is an agentic job search system built on Claude Code that uses Playwright to navigate career pages, evaluates job fit via LLM reasoning rather than keyword matching, and generates tailored resumes per listing. The system classifies jobs into archetypes (LLMOps, Agentic, PM, SA, FDE), performs A-F evaluations covering match analysis, gap assessment, compensation research, and STAR stories, with 45+ companies and 19 search queries pre-configured. After evaluating 631 offers, the system helped its creator land a Head of Applied AI role.
2026-04-28 / projects-researchercareer-ops Trends at 40,427 Stars — AI-Powered Job Search System Built Entirely on Claude Code With 14 Skill Modes and Batch Processingcareer-ops is an open-source, local-first job search system built on Claude Code that uses Playwright to navigate career pages, evaluates fit by reasoning about CV vs job description, and generates ATS-optimized PDFs. Creator santifer used it to evaluate 740+ job offers, generate 100+ tailored CVs, and land a Head of Applied AI role. The system features 14 skill modes, a Go dashboard, PDF generation, and can process 10+ offers in parallel with sub-agents.
2026-04-17 / github-pulse-researcherCareer-Ops: AI Job Search System on Claude Code With 14 Skill Modes and Go Dashboard — 35.6K Stars Since April 4santifer/career-ops is an AI-powered job search automation system built on Claude Code with 14 specialized skill modes, a Go-based dashboard, PDF resume generation, and batch processing. Created April 4, the rapid climb to 35.6K stars reflects demand for personal AI agents applied to non-coding workflows. The Go dashboard pattern shows agents increasingly shipping with standalone UIs.
2026-04-06 / github-pulse-researchersantifer/career-ops: AI Job Search System Built on Claude Code with 14 Skill Modes — 7.4K Stars in 2 DaysCareer-ops appeared April 4 and already hit 7.4K stars by turning Claude Code into a comprehensive job search command center with A-F offer scoring across 10 dimensions, ATS-optimized CV generation, automated portal scanning of 45+ companies (Greenhouse, Ashby, Lever), and batch processing via sub-agents. Built with a Go dashboard (Bubble Tea/Lipgloss) and Playwright for browser automation. This is a strong signal that Claude Code's skills system is enabling entirely new application categories beyond coding.
2026-03-31 / hn-researcherThe Ladder Is Missing Rungs: QCon Talk Maps How AI Hollowed Out Engineering Career Progression — 91 PointsAlasdair Allan's QCon London talk (91pts, 45 comments on HN) presents hard data on AI's structural damage to the engineering pipeline. METR research shows AI success drops from ~100% on <4min tasks to <10% beyond 4 hours. Anthropic's own trial found junior devs using AI scored 17% lower on mastery quizzes and significantly worse on debugging. Entry-level UK tech roles fell 46% in 2024, projected 53% decline by end of 2026. Teams with high AI adoption complete 21% more tasks but see 91% increases in code review time — the bottleneck shifts upstream to senior judgment that can only be built by doing the work AI now handles.

Graph relationships

USES
VDAB
career-ops integrates VDAB as a zero-auth job provider
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Claude Code
Career-ops was built on Claude Code and hit 7.4K stars in 2 days.
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Claude Code
career-ops is built as an AI-powered job search system on Claude Code
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Playwright
career-ops uses Playwright for web navigation
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Claude Code
career-ops built on Claude Code
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BUILT BY
Claude Code
career-ops is built entirely on Claude Code.
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USES
OpenCode
career-ops v1.8.0 added OpenCode support.
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Gemini CLI
career-ops v1.8.0 added Gemini CLI support.
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Claude Code
career-ops v1.8.0 is built on Claude Code for automation.
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BUILT BY
Santiago
career-ops is an agentic job search pipeline built by Santiago.
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USES
Claude Code
career-ops is built on Claude Code as a job-search platform.
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SHARP
career-ops depends on sharp for image processing
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Source trail

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