AI Dev Jobs
Server Details
MCP for 8,700+ current AI jobs. 13 tools: search, match, salaries, companies, commerce quotes.
- Status
- Healthy
- Uptime
- 100.0% over the last 24 hours
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-06-18
- URL
- ChatGPT
- –
- Claude
- –
TDQS
Scored across 20 tools
Most tools have clearly distinct purposes: discovery tools (search, match, get details, similar, companies, tags, stats, trending), application workflow tools (compile, analyze, approve, apply), outcome tools (list, record, respond), and product tools (list, quote, checkout). However, search_jobs and match_jobs both find jobs with overlapping filters, and list_products vs quote_product both describe the same pilot, which could cause occasional misselection.
All tool names use consistent snake_case and follow a verb_noun or verb_prep_noun pattern (e.g., get_job, list_companies, apply_to_job, respond_to_interview_outcome). The minor preposition in apply_to_job is a natural exception that does not break the pattern.
With 20 tools, the set is on the heavy side for a job board. While each tool maps to a distinct step in discovery, application, or outcome workflows, the three pilot-related tools (list_products, quote_product, start_checkout) and multiple discovery tools add surface area that could be consolidated.
The surface covers job discovery, company info, salary benchmarks, resume compilation, application approval/submission, and outcome recording/response, which is a solid lifecycle for candidates. Minor gaps include no tool to view or manage candidate profiles/evidence, and no way to list submitted applications beyond interview outcomes.
Available Tools
20 toolsanalyze_application_readinessAnalyze Application ReadinessAInspect
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.
Inputs: job_id (required), candidate_skills, evidence_bullets.
apply_to_jobSubmit a Confirmed Job ApplicationAInspect
Submit only the exact, visible compiled artifact after the email-verified human principal approves its hash. Requires the single-use approval authorization, an API key, and principal_authorized=true. Candidates and agents are never charged.
Inputs: job_id (required), compiled_artifact_id (required), principal_authorized (required), compiled_artifact_hash (required), +1 more.
approve_compiled_applicationApprove an Exact Compiled ApplicationAInspect
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.
Inputs: artifact_id (required), artifact_hash (required), principal_authorized (required).
compile_job_specific_resumeCompile a Job-Specific Resume DraftAInspect
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.
Inputs: job_id (required), evidence_bullets (required), candidate_skills.
get_companyGet Company ProfileAInspect
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.
Inputs: slug (required).
get_jobGet Job DetailsAInspect
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.
Inputs: id (required).
get_salary_dataGet Salary BenchmarksAInspect
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.
Inputs: tag, level, company, workplace.
get_similar_jobsGet Similar JobsAInspect
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.
Inputs: id (required), limit.
get_statsGet Index StatsAInspect
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. This is free index data and does not create a payment handoff.
Inputs: no named parameters.
get_trending_companiesGet Trending CompaniesAInspect
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.
Inputs: days, limit.
list_companiesList Top Hiring CompaniesAInspect
Returns top AI/ML companies by active role count, optionally with average salary. Useful for discovering who is hiring in AI.
Inputs: limit.
list_my_interview_outcomesList My Interview ConfirmationsAInspect
List employer-reported interview outcomes for applications submitted with the authenticated developer API key. No candidate fee is ever created.
Inputs: no named parameters.
list_productsList Outcome-Based Employer PilotAInspect
Returns AI Dev Board's only agent-readable commercial offer: the employer-funded Verified Interview Pilot. Candidates and agents pay $0; job discovery and the evidence-backed application workflow are free. The pilot is billable only after an owner-approved program, a verified candidate-authorized application, and independent employer and candidate interview confirmation. It never changes organic ranking.
Inputs: no named parameters.
list_tagsList Available TagsAInspect
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.
Inputs: no named parameters.
match_jobsMatch Jobs to Candidate ProfileAInspect
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. The employer outcome pilot never affects these matches.
Inputs: skills (required), level, limit, job_type, +4 more.
quote_productQuote ProductBInspect
Returns the deterministic, outcome-only terms for AI Dev Board's Verified Interview Pilot. No candidate or agent is charged; legacy package, sponsorship, and Dossier product IDs are retired from agent commerce.
Inputs: product_id.
record_my_application_outcomeRecord My Screening ProgressAInspect
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.
Inputs: outcome (required), application_id (required), principal_authorized (required).
respond_to_interview_outcomeConfirm or Dispute an Interview OutcomeAInspect
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.
Inputs: outcome_id (required), principal_authorized (required), candidate_confirms_interview (required).
search_jobsSearch AI/ML JobsAInspect
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. The employer outcome pilot never affects organic results.
Inputs: tags, level, limit, query, +7 more.
start_checkoutRequest Outcome-Based Employer Pilot ReviewAInspect
Returns a non-charging owner-review request template for the Verified Interview Pilot only. It creates no request, program, candidate action, invoice, or charge. Employer identity, exact-role authority, and acknowledgement of the capped 30-day terms are required before a separate review request may be submitted.
Inputs: company, product_id, work_email, employer_name, +3 more.
Tool Schema Changelog
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