AI Dev Jobs is a remote MCP server that gives an AI agent 20 tools, among them analyze_application_readiness, apply_to_job, approve_compiled_application. It answers at https://aidevboard.com/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 10 of 10 times since 4 September 2026; the last check, on 17 October 2026, succeeded.
MCP server for 8,600+ AI/ML jobs. 9 tools: search, match, stats, salaries, tags, trending_companies.
Description as the publisher wrote it.
| Tool | What it does |
|---|---|
analyze_application_readiness | 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, Inputs: candidate_skills, evidence_bullets, job_id |
apply_to_job | 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: compiled_artifact_hash, compiled_artifact_id, compiled_authorization_id, job_id, principal_authorized |
approve_compiled_application | 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_hash, artifact_id, principal_authorized |
compile_job_specific_resume | 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 ve Inputs: candidate_skills, evidence_bullets, job_id |
get_company | 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 |
get_job | 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 |
get_salary_data | 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: company, level, tag, workplace |
get_similar_jobs | 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 Inputs: id, limit |
get_stats | 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 |
get_trending_companies | 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 o Inputs: days, limit |
list_companies | 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_outcomes | List employer-reported interview outcomes for applications submitted with the authenticated developer API key. No candidate fee is ever created. |
list_products | 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 a |
list_tags | 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. |
match_jobs | 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 c Inputs: job_type, level, limit, location, salary_max, salary_min |
quote_product | 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_outcome | 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: application_id, outcome, principal_authorized |
respond_to_interview_outcome | 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: candidate_confirms_interview, outcome_id, principal_authorized |
search_jobs | 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 Inputs: company, global_remote, job_type, level, limit, location |
start_checkout | 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- Inputs: company, employer_name, pilot_authority_asserted, pilot_role_reference, pilot_terms_acknowledged, product_id |
Every block below points at https://aidevboard.com/mcp. Pick your client and copy.
claude mcp add --transport http ai-dev-jobs https://aidevboard.com/mcp
{
"mcpServers": {
"ai-dev-jobs": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://aidevboard.com/mcp"]
}
}
}{
"mcpServers": {
"ai-dev-jobs": {
"url": "https://aidevboard.com/mcp"
}
}
}{
"servers": {
"ai-dev-jobs": {
"type": "http",
"url": "https://aidevboard.com/mcp"
}
}
}{
"context_servers": {
"ai-dev-jobs": {
"url": "https://aidevboard.com/mcp"
}
}
}{
"mcpServers": {
"ai-dev-jobs": {
"serverUrl": "https://aidevboard.com/mcp"
}
}
}{
"mcpServers": {
"ai-dev-jobs": {
"url": "https://aidevboard.com/mcp"
}
}
}name: AI Dev Jobs
version: 0.0.1
schema: v1
mcpServers:
- name: AI Dev Jobs
type: streamable-http
url: https://aidevboard.com/mcp{
"mcpServers": {
"ai-dev-jobs": {
"httpUrl": "https://aidevboard.com/mcp"
}
}
}{
"mcpServers": {
"ai-dev-jobs": {
"type": "http",
"url": "https://aidevboard.com/mcp"
}
}
}{
"mcpServers": {
"ai-dev-jobs": {
"url": "https://aidevboard.com/mcp"
}
}
}goose://extension?url=https%3A%2F%2Faidevboard.com%2Fmcp&type=streamable_http&id=ai-dev-jobs&name=AI%20Dev%20Jobs
It answered our last check on 17 October 2026 in 413 ms. Over 10 checks since 4 September 2026 it answered 10. Status here comes from Neuronto's own probes, not from the publisher.
Yes. It is published by aidevboard.com and served from aidevboard.com, the vendor's own domain: https://aidevboard.com/mcp.
20, as returned by the server's own tools/list on 9 September 2026: analyze_application_readiness, apply_to_job, approve_compiled_application, compile_job_specific_resume, get_company, get_job, get_salary_data, get_similar_jobs, and 12 more.
It answered our last check on 17 October 2026 in 413 ms. Over 10 checks since 4 September 2026 it answered 10.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://aidevboard.com/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: com.aidevboard. Endpoint host: aidevboard.com. ARD identifier: urn:air:com.aidevboard:mcp:jobs.
First indexed 31 August 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.