# Linkedin Job Filter > LinkedIn job auto-filter tool. Uses agent-browser (--headed) to open LinkedIn job search pages, clicks each job to view full JD, calls jd-filter for evaluation, and clicks dismiss (X) button for rejected jobs. Triggers include "filter LinkedIn jobs", "linkedin job filter", or when user provides a LinkedIn Jobs search URL. Use when this capability is needed. - Skill: `tomevault-io/linkedin-job-filter` (Agent Skill, multi-file: 2 files) - Install (CLI): `npx skillmds@latest add tomevault-io/linkedin-job-filter` - Raw SKILL.md: https://api.skillmd.com/api/skills/tomevault-io/linkedin-job-filter/raw - Safety review: pending (external: skill-scanner PASS, skillspector PASS) - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: AI & ML - Author: tomevault-io (https://skillmd.com/u/tomevault-io) - Updated: 2026-09-17 - Page: https://skillmd.com/skills/tomevault-io/linkedin-job-filter --- # LinkedIn Job Filter Skill Automatically filter LinkedIn job search results by viewing each job detail, using jd-filter for evaluation, and auto-dismissing jobs that don't meet criteria. ## Use Cases - User provides LinkedIn Jobs search results URL (e.g., `https://www.linkedin.com/jobs/search/...`) - User says "help me filter LinkedIn jobs" or "filter LinkedIn jobs" - User has already searched jobs on LinkedIn and wants to batch filter ## Prerequisites - `agent-browser` installed and in PATH - User logged into LinkedIn (requires agent-browser state or manual login) - `jd-filter` skill's `user_filter.json` configured ## Limitations - **No pagination support** - Only processes jobs visible on current page - Requires user to be logged into LinkedIn (if not logged in, prompt user to login manually) ## Workflow ### Step 0: Load Filter Criteria Read jd-filter's filter criteria: ``` .claude/skills/jd-filter/user_filter.json ``` If doesn't exist, prompt user to set filter first (using jd-filter skill). ### Step 1: Open LinkedIn Page ```bash agent-browser --session linkedin --headed open "" agent-browser --session linkedin wait --load networkidle agent-browser --session linkedin wait 3000 ``` **Important:** Must use `--headed`, user needs to see browser window. ### Step 2: Check Login Status ```bash agent-browser --session linkedin snapshot -i ``` Check snapshot output: - If see "Sign in" / "Join now" buttons → Prompt user to login manually - If see job listings → Continue to next step If login required: 1. Prompt user to manually complete login in browser 2. Wait for user to confirm logged in 3. Re-navigate to job search URL 4. Snapshot again to confirm ### Step 3: Get Job Listings ```bash agent-browser --session linkedin snapshot -i ``` From snapshot, identify all job cards. LinkedIn search results typically contain: - Job title link (clickable) - Company name - Location - Posted time - Dismiss button (X icon) Record for each job: - **title_ref**: Job title's @ref (for clicking to view details) - **dismiss_ref**: X button's @ref (for dismissing unqualified jobs) - **title_text**: Job title text - **company_text**: Company name Save all job info to in-memory list, ready to process one by one. ### Step 4: Process Each Job For each job in the list, execute the following workflow: #### 4a: Click Job to View Details ```bash agent-browser --session linkedin click @title_ref agent-browser --session linkedin wait --load networkidle agent-browser --session linkedin wait 2000 ``` After clicking, LinkedIn right panel will display job details. #### 4b: Extract JD Text ```bash agent-browser --session linkedin snapshot -i ``` From snapshot, find job description area. LinkedIn JD is usually in: - Under `jobs-description__content` class - Or under `jobs-box__html-content` class After finding JD content's @ref: ```bash agent-browser --session linkedin get text @jd_ref ``` Also extract: - Job title - Company name - Location - Job type (Full-time, Contract, etc.) - Remote/Hybrid/On-site #### 4c: Call jd-filter for Evaluation Pass extracted JD text to jd-filter for evaluation. jd-filter will return: - **PASS** - Job meets user requirements - **REJECT** - Job doesn't meet user requirements #### 4d: Handle Filter Results **If REJECT:** 1. Find the dismiss (X) button for this job in current snapshot 2. Need to re-snapshot to get latest refs: ```bash agent-browser --session linkedin snapshot -i ``` 3. Find dismiss button's @ref (usually a small X icon button in top-right corner of job card) 4. Click dismiss: ```bash agent-browser --session linkedin click @dismiss_ref agent-browser --session linkedin wait 1000 ``` 5. Output: `REJECT - [Job Title] @ [Company] - [Rejection Reason]` **If PASS:** 1. Take no action, keep the job 2. Output: `PASS - [Job Title] @ [Company] - [Match Reason]` #### 4e: Prepare for Next Job ```bash agent-browser --session linkedin snapshot -i ``` Re-get snapshot, because dismiss action may have changed page structure and refs. Find next unprocessed job, repeat 4a-4d. ### Step 5: Output Summary Report After all jobs processed, output summary: ``` ## LinkedIn Job Filter Report Total Processed: X jobs - PASS: Y jobs - REJECT: Z jobs ### PASS Jobs: 1. [Job Title] @ [Company] - [Location] 2. ... ### REJECT Jobs: 1. [Job Title] @ [Company] - [Rejection Reason] 2. ... ``` ### Step 6: Keep Browser Open **Don't close browser** - Keep browser open after processing, user may need to continue operations. ## LinkedIn Page Structure Reference ### Job Listings Page Typical LinkedIn search results page structure: - Left side: Job card list (scrollable) - Right side: Selected job's detailed information panel ### Common Elements | Element | Description | How to Find | |---------|-------------|-------------| | Job Title | Clickable link | `` tag in snapshot, text is job name | | Company Name | Text | Below job title | | Location | Text | Below company name | | Dismiss Button | X icon | Button in top-right corner of job card, usually has `dismiss` related attribute | | JD Content | Detail panel | Main text area in right panel | | "Show more" Button | Expand full JD | Bottom of JD area | ### Expand Full JD LinkedIn shows only partial JD by default, need to click "Show more" / "See more" to expand: ```bash # Find "Show more" button in JD panel agent-browser --session linkedin snapshot -i # If found "Show more" / "...more" / "See more" button agent-browser --session linkedin click @show_more_ref agent-browser --session linkedin wait 1000 agent-browser --session linkedin snapshot -i # Now can get full JD agent-browser --session linkedin get text @full_jd_ref ``` ## Key Principles 1. **Must use --headed** - User needs to see browser 2. **Re-snapshot after each action** - LinkedIn is SPA, DOM changes frequently 3. **Moderate speed** - Wait 1-2 seconds between jobs, avoid rate limiting 4. **Don't stop on errors** - If job extraction fails, log error and continue to next 5. **Snapshot before action** - Never use stale @ref 6. **Expand JD** - Click "Show more" to get full description before filtering 7. **Re-locate after dismiss** - After dismissing a job, list changes, need to re-snapshot 8. **Don't close browser** - Keep browser open after processing, user may continue ## Processing Efficiency Optimization ### Efficient Processing Strategy - **Obviously irrelevant jobs**: For retail, part-time, healthcare etc. that are clearly unrelated, can dismiss based on title alone without reading full JD - **Prioritization**: Only jobs that look promising from title need full JD reading, saves time ### Behavior After Dismiss - After dismissing a job, LinkedIn auto-shows new job to fill the gap - **Must track newly appeared jobs** - Don't miss jobs that appear after dismiss - When re-snapshotting, check list and process all unprocessed jobs ## Error Handling | Error Type | Handling | |------------|----------| | Not logged in | Prompt user to login manually, wait for confirmation | | Job details load failure | Wait 3 seconds and retry once, still fails then skip | | JD text empty | Try clicking "Show more", still empty then skip | | Dismiss button not found | Skip dismiss, mark for manual processing | | Page rate limit/CAPTCHA | Pause, prompt user to complete verification then continue | | Snapshot timeout | Wait 5 seconds then retry | ## Usage Example ``` User: Help me filter jobs on this LinkedIn page https://www.linkedin.com/jobs/search/?keywords=software%20engineer&location=Toronto --- > Converted and distributed by [TomeVault](https://tomevault.io/claim/sguan119) — claim your Tome and manage your conversions.