Stop wasting hours on listings that were never real
Check a listing for signs that it may be stale, low-quality, or unlikely to be actively filled before you spend time tailoring your materials.
Analyze this job listing for ghost-job indicators. Check for: (1) Posting age, if visible. (2) Description quality — is it specific about the team, projects, and reporting structure, or is it vague boilerplate? (3) Requirement coherence — do the years of experience, skills, and seniority level make sense together? (4) Salary-range sanity — is the range unusually wide for the level? (5) Repost patterns, if visible. (6) Recent company signals — hiring freezes, layoffs, obvious expansion, or no clear sign of hiring momentum. If any data point is not available, say so instead of guessing. Rate the listing: High confidence, Medium, or Low. Explain the reasoning behind each flag. Job listing: [paste URL or job description here]
Before you invest time tailoring materials for a job posting, run it through
this detector. It checks for common warning signs: stale posting dates, vague
descriptions, unrealistic requirement combos, inconsistent salary ranges, and
company signals that suggest the role may not be actively hiring.
Walk in knowing more about the company than the interviewer expects
Get a concise company-and-role briefing before an interview: recent news, role context, likely questions, salary context, and smart questions to ask.
Find the 20 right jobs instead of scrolling through 2,000 wrong ones
Search broadly, filter hard, and surface a smaller set of roles that actually match your goals.
Keep up with what matters, ignore the hype
Set up a lightweight weekly digest around your stack and interests. A nice starter automation because it shows OpenClaw doing recurring research without requiring a huge workflow or lots of context.
Real sources, named experts, actual quotes
Deep research that finds primary sources with named individuals, community sentiment from Reddit/HN/X, and news coverage. No summaries of summaries — actual quotes with URLs.