AI-Safe Careers
REMOTE · AISAFE.CAREERS
AI exposure scores (0-100) for ~1,000 U.S. occupations, and recent AI-attributed layoffs.
Available components
Last scanned (19 hours ago)
Scores higher than 57% of remote servers
Reachable. Last reached 4 Nov 2026.
Category AI and Machine Learning
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 Security74
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one. See how to fix → View diagnostics → Partial
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- HSTS check failed: the Strict-Transport-Security header is absent. See how to fix → View diagnostics → Fail
- 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 Usability77
- AI-judged instruction clarity (excellent).Pass
- Tool/resource definitions use about 369 tokens (~123/item across 3 items; 3 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management10
- Stability observed for 3 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 3 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 4 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
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.
- 3 Nov 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.
- 2 Nov 26 0
- Stability: unverified → 0.03 ▲ functional
- 1 Nov 26 70
First indexed and scored.
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 4 Nov 2026 · Probed https://aisafe.careers/mcp
TLS valid
Negotiated TLS 1.3 with TLS_AES_256_GCM_SHA384 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=autodiscover.aisafe.careers | CN=YR2,O=Let's Encrypt,C=US | 5 Sept 2026 | 4 Dec 2026 | RSA 2048 | SHA256-RSA | 5e3636310996ae3ec3bfe5244e53e3053e1 |
| SANs: aisafe.careers, aisafe.jobs, aisafe.work, autoconfig.aisafe.careers, autodiscover.aisafe.careers, cpanel.aisafe.careers, cpcalendars.aisafe.careers, cpcontacts.aisafe.careers, mail.aisafe.careers, mail.aisafe.jobs, mail.aisafe.work, webdisk.aisafe.careers and 4 more | ||||||
| CN=YR2,O=Let's Encrypt,C=US (CA) | CN=Root YR,O=ISRG,C=US | 3 Sept 2025 | 2 Sept 2028 | RSA 2048 | SHA256-RSA | 4ebd24947e24d394802d84a52fd5b319 |
| CN=Root YR,O=ISRG,C=US (CA) | CN=ISRG Root X1,O=Internet Security Research Group,C=US | 13 May 2026 | 2 Sept 2032 | RSA 4096 | SHA256-RSA | f24b6d17f9d9ad7cb1c9fea78782699f |
Background: What to check on a remote MCP endpoint →
DNSSEC insecure
Validation of aisafe.careers. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| careers. | present | 7462 | 8 | Verified |
| aisafe.careers. | 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 |
|---|---|
| x-content-type-options | nosniff |
| x-frame-options | DENY |
| referrer-policy | strict-origin-when-cross-origin |
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://aisafe.careers/mcp | Verified | 200 | |
| http (plaintext) | http://aisafe.careers/mcp | HTTPS enforced | 301 | https://aisafe.careers/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 →
get_ai_exposure AI exposure for a job ~134
Look up the AI Exposure Score (0-100) for a job title: its band (Low, Moderate, Elevated, High, Very High), percentile, example tasks that are automatable, augmentable or durable, and adjacent careers with their scores. Scores are precomputed estimates of how much of a role's tasks overlap with what AI can do, built from O*NET and published research; they are not predictions that a job will disappear. Cite "AI-Safe Careers" with the returned URL.
| Name | Type | Req | Description |
|---|---|---|---|
| job_title | string | yes | A job title, for example "registered nurse" or "data analyst". |
No output schema declared.
No examples provided.
recent_ai_attributed_layoffs Recent AI-attributed layoffs ~94
Recent layoffs where the company itself cited AI as a reason, from AI-Safe Careers' curated tracker, each with its date, approximate headcount and source. All-cause layoffs (layoffs.fyi, WARN notices) are tracked separately and are never included here, so these are not a count of all job cuts.
| Name | Type | Req | Description |
|---|---|---|---|
| limit | integer | – | How many events to return (default 10). |
No output schema declared.
No examples provided.
search_occupations Search occupations ~78
Find occupations whose titles match a search, with each one's AI Exposure Score, band and page URL. Use it when a job title is ambiguous, then call get_ai_exposure with the exact occupation.
| Name | Type | Req | Description |
|---|---|---|---|
| limit | integer | – | How many matches to return (default 8). |
| query | string | yes | Words from a job title. |
No output schema declared.
No examples provided.
How do I install the AI-Safe Careers MCP server?
AI-Safe Careers is a hosted endpoint at https://aisafe.careers/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 · aisafe.careers
claude mcp add --transport http careers-aisafe-ai-exposure 'https://aisafe.careers/mcp'
What is the AI-Safe Careers MCP server?
AI-Safe Careers is an MCP server listed in the public MCP registry as careers.aisafe/ai-exposure. AI exposure scores (0-100) for ~1,000 U.S. occupations, and recent AI-attributed layoffs. This page covers its hosted endpoint (https://aisafe.careers/mcp).
Is the AI-Safe Careers MCP server safe to use?
AI-Safe Careers scores 71 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-Safe Careers MCP server expose?
AI-Safe Careers exposes 3 tools: get_ai_exposure, search_occupations, recent_ai_attributed_layoffs. Their descriptions and schemas cost roughly 306 tokens of context every time the server is loaded.
Does the AI-Safe Careers MCP server require authentication?
No. We connected to AI-Safe Careers without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.
Is the AI-Safe Careers MCP server still maintained?
AI-Safe Careers is still listed as active in the MCP registry. We last reached this channel on 4 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.