AI Dev Jobs
REMOTE · AIDEVBOARD.COM · SCANNED SEP 24
MCP for 8,700+ current AI jobs. 13 tools: search, match, salaries, companies, commerce quotes.
Available components
How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →
Endpoint Security63
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- Authorisation not fully verified: no authorisation is required to call this server, and 20 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe. See how to fix → View diagnostics → Unverified
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- The HSTS (Strict-Transport-Security) header is present. View diagnostics → Pass
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
Transport & Reachability100
- Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass
Schema Quality & AI Usability74
- AI-judged instruction clarity (excellent).Pass
- Context-footprint check failed: tool/resource definitions use about 2546 tokens (~127/item across 20 items; 20 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
- No destabilizing schema changes in the last 30 days.Pass
Tool Coverage97
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 90% of tool parameters carry a description.Partial
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 20 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 21 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities60
- Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28. See how to fix → Fail
How do I install the AI Dev Jobs MCP server?
AI Dev Jobs is a hosted endpoint at https://aidevboard.com/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
remote · aidevboard.com
claude mcp add --transport http com-aidevboard-jobs 'https://aidevboard.com/mcp'
{
"mcpServers": {
"com-aidevboard-jobs": {
"url": "https://aidevboard.com/mcp"
}
}
} {
"servers": {
"com-aidevboard-jobs": {
"type": "http",
"url": "https://aidevboard.com/mcp"
}
}
} [mcp_servers.com-aidevboard-jobs] url = "https://aidevboard.com/mcp"
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"com-aidevboard-jobs": {
"type": "remote",
"url": "https://aidevboard.com/mcp",
"enabled": true
}
}
} openclaw mcp add com-aidevboard-jobs --url 'https://aidevboard.com/mcp' --transport streamable-http
mcp_servers:
com-aidevboard-jobs:
url: "https://aidevboard.com/mcp" {
"McpServers": {
"com-aidevboard-jobs": {
"Transport": "http",
"Url": "https://aidevboard.com/mcp"
}
}
} assistant mcp add com-aidevboard-jobs -t streamable-http -u 'https://aidevboard.com/mcp'
{
"mcpServers": {
"com-aidevboard-jobs": {
"type": "http",
"url": "https://aidevboard.com/mcp"
}
}
} The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 8 Sept 26 +1
- Stability: fail → pass ▲ security
- 1 Sept 26 −1
- Stability: pass → fail ▼ security
- 26 Aug 26 79
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 25 Aug 26 0
- Stability: 0.97 → pass security
- 11 Aug 26 0
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 9 Aug 26 0
- A breaking change shipped without a version bump: still 1.0.0 ▼ security
- The server rewrote its instructions, which are the text every model session reads security
- Tool “apply_to_job” rewrote its description, which is the text the model reads security
- Tool “get_stats” rewrote its description, which is the text the model reads security
- Tool “list_products” rewrote its description, which is the text the model reads security
- Tool “match_jobs” rewrote its description, which is the text the model reads security
- Tool “quote_product” rewrote its description, which is the text the model reads security
- Tool “search_jobs” rewrote its description, which is the text the model reads security
- Tool “start_checkout” rewrote its description, which is the text the model reads security
- “apply_to_job” made “compiled_artifact_hash” required, so existing callers break ▼ functional
- “apply_to_job” made “compiled_artifact_id” required, so existing callers break ▼ functional
- “apply_to_job” made “compiled_authorization_id” required, so existing callers break ▼ functional
- Schema quality: 150 → 127 ▲ functional
- Tool coverage: 83% → 90% ▲ functional
- Schema quality: fair → good functional
- “apply_to_job” reworded the description of “compiled_artifact_id” cosmetic
- “quote_product” reworded the description of “product_id” cosmetic
- “apply_to_job” dropped the optional parameter “cover_letter” cosmetic
- “apply_to_job” dropped the optional parameter “email” cosmetic
- “apply_to_job” dropped the optional parameter “experience_years” cosmetic
- “apply_to_job” dropped the optional parameter “github_url” cosmetic
- “apply_to_job” dropped the optional parameter “linkedin_url” cosmetic
- “apply_to_job” dropped the optional parameter “name” cosmetic
- “apply_to_job” dropped the optional parameter “portfolio_url” cosmetic
- “apply_to_job” dropped the optional parameter “resume_url” cosmetic
- “apply_to_job” dropped the optional parameter “skills” cosmetic
- “quote_product” dropped the optional parameter “sku” cosmetic
- “quote_product” dropped the optional parameter “tier” cosmetic
- “start_checkout” dropped the optional parameter “buyer_email” cosmetic
- “start_checkout” dropped the optional parameter “demand_category” cosmetic
- “start_checkout” dropped the optional parameter “job_id” cosmetic
- “start_checkout” dropped the optional parameter “payment_mode” cosmetic
- “start_checkout” dropped the optional parameter “sku” cosmetic
- “start_checkout” dropped the optional parameter “source_tool” cosmetic
- “start_checkout” dropped the optional parameter “visible_job_results” cosmetic
- Tool “list_products” changed its title: List Paid Products → List Outcome-Based Employer Pilot cosmetic
- Tool “start_checkout” changed its title: Start Checkout → Request Outcome-Based Employer Pilot Review cosmetic
- 4 Aug 26 0
- Tool “start_checkout” rewrote its description, which is the text the model reads security
- Schema quality: good → fair functional
- “start_checkout” reworded the description of “buyer_email” cosmetic
- 3 Aug 26 0
- The server rewrote its instructions, which are the text every model session reads security
- Tool “list_products” rewrote its description, which is the text the model reads security
- Tool “match_jobs” rewrote its description, which is the text the model reads security
- Tool “search_jobs” rewrote its description, which is the text the model reads security
- Tool “start_checkout” rewrote its description, which is the text the model reads security
- Schema quality: 116 → 148 ▼ functional
- Tool coverage: 77% → 83% ▲ functional
- New tool “analyze_application_readiness” functional
- New tool “approve_compiled_application” functional
- New tool “compile_job_specific_resume” functional
- New tool “record_my_application_outcome” functional
- “apply_to_job” added an optional parameter “compiled_artifact_hash” cosmetic
- “apply_to_job” added an optional parameter “compiled_artifact_id” cosmetic
- “apply_to_job” added an optional parameter “compiled_authorization_id” cosmetic
- “start_checkout” added an optional parameter “company” cosmetic
- “start_checkout” added an optional parameter “demand_category” cosmetic
- “start_checkout” added an optional parameter “employer_name” cosmetic
- “start_checkout” added an optional parameter “pilot_authority_asserted” cosmetic
- “start_checkout” added an optional parameter “pilot_role_reference” cosmetic
- “start_checkout” added an optional parameter “pilot_terms_acknowledged” cosmetic
- “start_checkout” added an optional parameter “source_tool” cosmetic
- “start_checkout” added an optional parameter “visible_job_results” cosmetic
- “start_checkout” added an optional parameter “work_email” cosmetic
- “quote_product” reworded the description of “product_id” cosmetic
- “start_checkout” reworded the description of “buyer_email” cosmetic
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 24 Sept 2026 · Probed https://aidevboard.com/mcp
TLS valid
Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=aidevboard.com | CN=YE2,O=Let's Encrypt,C=US | 2 Aug 2026 | 31 Oct 2026 | ECDSA 256 | ECDSA-SHA384 | 62698184d4c65f5d9ca229e946b806a7dc2 |
| SANs: aidevboard.com | ||||||
| CN=YE2,O=Let's Encrypt,C=US (CA) | CN=Root YE,O=ISRG,C=US | 3 Sept 2025 | 2 Sept 2028 | ECDSA 384 | ECDSA-SHA384 | 4df3b15dd6c0784c507cd37b58e6f115 |
| CN=Root YE,O=ISRG,C=US (CA) | CN=ISRG Root X2,O=Internet Security Research Group,C=US | 13 May 2026 | 2 Sept 2032 | ECDSA 384 | ECDSA-SHA384 | 872165fc34b6e5fba8add5b3705fb53a |
| CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) | CN=ISRG Root X1,O=Internet Security Research Group,C=US | 13 May 2026 | 2 Sept 2032 | ECDSA 384 | SHA256-RSA | 6c8f1dc727c7117f7baf853ac980f9cd |
Background: What to check on a remote MCP endpoint →
DNSSEC insecure
Validation of aidevboard.com. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| com. | present | 19718 | 13 | Verified |
| aidevboard.com. | absent | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
Authentication No authorisation required
The endpoint answered without asking for a token. Anyone who knows the URL can reach it.
| Result | No authorisation required |
|---|---|
| HTTP status | 200 |
| Header | Value |
|---|---|
| strict-transport-security | max-age=31536000; includeSubDomains |
| x-content-type-options | nosniff |
| x-frame-options | DENY |
| referrer-policy | strict-origin-when-cross-origin |
| permissions-policy | geolocation=(), microphone=(), camera=() |
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://aidevboard.com/mcp | Verified | 200 | |
| http (plaintext) | http://aidevboard.com/mcp | HTTPS enforced | 301 | https://aidevboard.com/mcp |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
analyze_application_readiness Analyze Application Readiness ~135
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.
| Name | Type | Req | Description |
|---|---|---|---|
| candidate_skills | array | – | Candidate-declared skills used to identify relevant public job language. Only verified evidence counts as coverage. |
| evidence_bullets | array | – | Candidate-owned factual evidence. Raw text is processed transiently and is not retained in MCP analytics. |
| job_id | string | yes | Active job UUID or slug returned by search_jobs or get_job. |
No output schema declared.
No examples provided.
apply_to_job Submit a Confirmed Job Application ~152
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.
| Name | Type | Req | Description |
|---|---|---|---|
| compiled_artifact_hash | string | yes | Exact SHA-256 hash of the candidate-approved compiled artifact. |
| compiled_artifact_id | string | yes | Private artifact ID returned by compile_job_specific_resume. |
| compiled_authorization_id | string | yes | Short-lived single-use authorization returned by approve_compiled_application. |
| job_id | string | yes | Active job UUID returned by search_jobs or get_job. |
| principal_authorized | boolean | yes | True only after the named candidate explicitly authorizes this exact application. |
No output schema declared.
No examples provided.
approve_compiled_application Approve an Exact Compiled Application ~119
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.
| Name | Type | Req | Description |
|---|---|---|---|
| artifact_hash | string | yes | Exact SHA-256 artifact hash returned by compile_job_specific_resume. |
| artifact_id | string | yes | Private artifact ID returned by compile_job_specific_resume. |
| principal_authorized | boolean | yes | True only after the named candidate reviews and authorizes this exact artifact for its exact job. |
No output schema declared.
No examples provided.
compile_job_specific_resume Compile a Job-Specific Resume Draft ~165
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.
| Name | Type | Req | Description |
|---|---|---|---|
| candidate_skills | array | – | Candidate-declared skills. The draft lists a skill as evidence-backed only when verified evidence supports it. |
| evidence_bullets | array | yes | Candidate-owned factual evidence. Raw text is processed transiently and is not retained in MCP analytics. |
| job_id | string | yes | Active job UUID or slug returned by search_jobs or get_job. |
No output schema declared.
No examples provided.
get_company Get Company Profile ~87
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.
| Name | Type | Req | Description |
|---|---|---|---|
| slug | string | yes | Company slug (e.g. 'anthropic', 'openai', 'deepmind'). Use the slug from search_jobs or list_companies results. |
No output schema declared.
No examples provided.
get_job Get Job Details ~56
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.
| Name | Type | Req | Description |
|---|---|---|---|
| id | string | yes | Job ID (UUID) or slug |
No output schema declared.
No examples provided.
get_salary_data Get Salary Benchmarks ~129
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.
| Name | Type | Req | Description |
|---|---|---|---|
| company | string | – | Company slug (e.g. 'anthropic', 'openai') |
| level | string | – | Experience level |
| tag | string | – | Filter by tag (e.g. 'llm', 'pytorch', 'agents') |
| workplace | string | – | Workplace type |
No output schema declared.
No examples provided.
get_similar_jobs Get Similar Jobs ~104
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.
| Name | Type | Req | Description |
|---|---|---|---|
| id | string | yes | Job ID (UUID) or slug — same identifier get_job accepts |
| limit | integer | – | Max results (default 5, max 20) |
No output schema declared.
No examples provided.
get_stats Get Index Stats ~63
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.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
get_trending_companies Get Trending Companies ~106
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.
| Name | Type | Req | Description |
|---|---|---|---|
| days | integer | – | Look-back window in days (default 7, max 30) |
| limit | integer | – | Max results (default 10, max 25) |
No output schema declared.
No examples provided.
list_companies List Top Hiring Companies ~51
Returns top AI/ML companies by active role count, optionally with average salary. Useful for discovering who is hiring in AI.
| Name | Type | Req | Description |
|---|---|---|---|
| limit | integer | – | Max companies (default 20, max 50) |
No output schema declared.
No examples provided.
list_my_interview_outcomes List My Interview Confirmations ~35
List employer-reported interview outcomes for applications submitted with the authenticated developer API key. No candidate fee is ever created.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
list_products List Outcome-Based Employer Pilot ~77
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.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
list_tags List Available Tags ~36
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.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
match_jobs Match Jobs to Candidate Profile ~189
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.
| Name | Type | Req | Description |
|---|---|---|---|
| job_type | string | – | – |
| level | string | – | – |
| limit | integer | – | Max results (default 10) |
| location | string | – | Location substring (e.g. 'San Francisco') |
| salary_max | integer | – | Maximum salary USD |
| salary_min | integer | – | Minimum salary USD |
| skills | array | yes | Candidate skills/tags (e.g. ['python','llm','pytorch']) |
| workplace | string | – | – |
No output schema declared.
No examples provided.
quote_product Quote Product ~68
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.
| Name | Type | Req | Description |
|---|---|---|---|
| product_id | string | – | The only active value is aidevboard_verified_interview_pilot. |
No output schema declared.
No examples provided.
record_my_application_outcome Record My Screening Progress ~97
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.
| Name | Type | Req | Description |
|---|---|---|---|
| application_id | string | yes | Application ID returned by apply_to_job. |
| outcome | string | yes | – |
| principal_authorized | boolean | yes | True only after the named candidate authorizes this exact self-report. |
No output schema declared.
No examples provided.
respond_to_interview_outcome Confirm or Dispute an Interview Outcome ~86
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.
| Name | Type | Req | Description |
|---|---|---|---|
| candidate_confirms_interview | boolean | yes | – |
| outcome_id | string | yes | – |
| principal_authorized | boolean | yes | True only after the candidate authorizes this attestation. |
No output schema declared.
No examples provided.
search_jobs Search AI/ML Jobs ~327
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.
| Name | Type | Req | Description |
|---|---|---|---|
| company | string | – | Company slug (e.g. 'openai', 'anthropic') — returns only that company's jobs |
| global_remote | boolean | – | Only roles explicitly open to candidates worldwide. Ambiguous or region-restricted remote jobs are excluded. |
| job_type | string | – | Employment type |
| level | string | – | Experience level |
| limit | integer | – | Max results (default 10, max 25) |
| location | string | – | Location substring (e.g. 'San Francisco') |
| posted_within_days | integer | – | Only return jobs posted within the last N days. Useful for polling agents that check for new listings — try 1 for daily, 7 for weekly. |
| query | string | – | Keyword query — matches title, description, company name, and tags |
| salary_min | integer | – | Minimum salary in USD. Matches if job's max salary >= this value (range overlap). |
| tags | array | – | Tag filter (e.g. ['llm', 'pytorch']). Returns jobs with ANY of these tags. |
| workplace | string | – | Filter by workplace type |
No output schema declared.
No examples provided.
start_checkout Request Outcome-Based Employer Pilot Review ~245
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.
| Name | Type | Req | Description |
|---|---|---|---|
| company | string | – | Verified Interview Pilot employer company. |
| employer_name | string | – | Verified Interview Pilot employer contact name. Included only in the returned review-request template; this MCP call does not submit it. |
| pilot_authority_asserted | boolean | – | True only after the principal explicitly authorizes requesting owner review for this exact employer and role. |
| pilot_role_reference | string | – | Public job URL, requisition ID, or exact role reference for the pilot. |
| pilot_terms_acknowledged | boolean | – | True only after the employer principal acknowledges the canonical 30-day, $99-per-mutually-confirmed-interview, three-interview/$297-cap terms. |
| product_id | string | – | Product ID from list_products. |
| work_email | string | – | Verified Interview Pilot work email. Included only in the returned review-request template; this MCP call does not submit it. |
No output schema declared.
No examples provided.
What is the AI Dev Jobs MCP server?
AI Dev Jobs is an MCP server listed in the public MCP registry as com.aidevboard/jobs. MCP for 8,700+ current AI jobs. 13 tools: search, match, salaries, companies, commerce quotes. This page covers its hosted endpoint (https://aidevboard.com/mcp).
Is the AI Dev Jobs MCP server safe to use?
AI Dev Jobs scores 79 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the AI Dev Jobs MCP server expose?
AI Dev Jobs exposes 20 tools: search_jobs, get_job, list_companies, get_company, get_stats, and 15 more. Their descriptions and schemas cost roughly 2,327 tokens of context every time the server is loaded.
Does the AI Dev Jobs MCP server require authentication?
No. We connected to AI Dev Jobs without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.
Is the AI Dev Jobs MCP server still maintained?
AI Dev Jobs is still listed as active in the MCP registry. We last reached this channel on 24 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.