AI Dev Jobs MCP server

Search curated AI/ML engineering roles. Filter by tags (e.g. llm, pytorch), workplace (remote/hybrid/onsite), experience level, salary range, or keyword. Results are ranked by quality score and recency.

Fetch full job posting by ID or slug: title, description, requirements, salary, workplace, tags, apply URL. Use after search_jobs to read a specific listing.

Returns top AI/ML companies by active role count, optionally with average salary. Useful for discovering who is hiring in AI.

Get detailed profile for an AI company: total open roles, salary range, top tags/skills, workplace distribution, and apply URL. Use after list_companies or search_jobs to learn more about a specific employer.

Current AI Dev Jobs index statistics: total active jobs, companies hiring, median salary, new jobs today / this week, and the top 10 trending tags across jobs posted in the last 7 days.

Rank active AI/ML jobs against a candidate profile (skills, salary range, workplace, level). Scoring combines tag overlap (+2 per match), salary overlap (+3), workplace/level/type/location matches, and description keyword hits. Use this when an agent is choosing which role to surface to its user — it returns pre-ranked matches with scoring explanations.

Salary benchmarks for AI/ML roles. Filter by tag (e.g. 'llm', 'pytorch'), experience level, workplace type, or company. Returns average, median, p25, p75, min, max, and sample count. Useful for compensation research and negotiation.

Given a job ID or slug, return active jobs that match on tag overlap, same workplace, level, and job type. Ranked by similarity score (tag overlap weighted 3x). Use after search_jobs to surface nearby roles — matches the /jobs/{id}/similar REST endpoint.

Companies posting the most AI/ML jobs in the last N days. Complements get_stats trending_tags_7d — while that answers 'what skills are trending', this answers 'who's hiring most aggressively'. Returns company name/slug/logo plus the count of new jobs in the window.

Returns all available job tags/skills with the count of active jobs for each. Use to discover what tags are available for search_jobs filtering.

Returns agent-readable sellable products for AI Dev Board plus unavailable waitlist products. Use before quote_product or start_checkout.

Returns a deterministic quote for an AI Dev Board product, including amount in cents, currency, supported payment mode, and checkout requirements. Accepts product_id or dossier sku.

Returns the correct checkout handoff for a product without charging automatically. For promoted listings it returns the POST /api/v1/checkout body; for Dossier it returns the authenticated checkout URL.