AI Dev Jobs MCP Server

Analyze candidate-verified evidence against one active job for $0 without requiring identity. The transient response reports covered and unsupported public job signals without an acceptance probability, does not persist candidate evidence, does not submit an application, and rejects hidden screening-model instructions.

Submit an application from an email-verified candidate identity only after the human principal explicitly authorizes it. Requires an API key and principal_authorized=true. Candidates and agents are never charged.

Create a short-lived, single-use authorization for one email-verified candidate, one exact compiled artifact hash, and one unchanged active job. Requires principal_authorized=true, costs the candidate $0, and does not submit an application.

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.

Compile a $0 candidate-controlled ATS-oriented plain-text Markdown resume for one active job using only candidate-verified evidence. Without identity, returns a transient non-persisted preview that cannot be approved or submitted. With a verified candidate key, saves an immutable draft hash plus a machine-readable candidate_review handoff and requires the agent to pause for explicit human review. Never submits or authorizes an application.

List employer-reported interview outcomes for applications submitted with the authenticated developer API key. No candidate fee is ever created.

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.

Search curated AI/ML engineering roles for free. Filter by tags (e.g. llm, pytorch), workplace (remote/hybrid/onsite), global remote eligibility, experience level, salary range, or keyword. After selecting a role, candidates may use compile_job_specific_resume for a $0 transient ATS-oriented preview without identity; a verified key is required only to save an approval-bound artifact. Paid products and employer outcome fees are separate from organic results.

Rank active AI/ML jobs against a candidate profile for free. Scoring combines tag overlap (+2 per match), salary overlap (+3), workplace/level/type/location matches, and description keyword hits. After selecting a role, candidates may use compile_job_specific_resume for a $0 transient ATS-oriented preview without identity; a verified key is required only to save an approval-bound artifact. Paid products and employer outcome fees are separate from these matches.

Returns current agent-readable sellable products for AI Dev Board, including the employer-funded Verified Interview Pilot, clearly labeled listing sponsorships, the AI Market Demand Pack, Dossier packages, and unavailable waitlist products. Candidate and agent discovery stays free; paid treatments never change organic ranking. Retired data-pack aliases resolve to the Market Demand Pack and are not listed as separate offers. 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.

Record one email-verified candidate's explicitly authorized, fixed-taxonomy application outcome for $0. The receipt is candidate-reported, not employer-verified, creates no acceptance-rate claim, and never changes organic ranking.

Record the authenticated candidate's independent response to an employer-reported interview. Requires explicit principal authorization. Confirmation can make a fixed employer fee billable; candidates and agents pay $0.

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.

Returns the correct non-charging handoff for a product. For the Verified Interview Pilot it returns an owner-review request template but creates no request, program, candidate action, invoice, or charge. For the AI Market Demand Pack, anonymous or email-only agents receive a human review URL; a registered company's agent receives the separate company-authenticated checkout handoff, which requires the company API key and explicit principal authorization. MCP does not create a Market Brief Stripe session from buyer_email alone. For Dossier it returns the authenticated checkout URL.

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. Returns a paid market-demand pack handoff for users who want the full ranked CSV, source URLs, and decision brief.

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.

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.