# Physical AI Jobs (remote · www.physicalai.jobs)

Find robotics, humanoid and embodied AI jobs from PhysicalAI.jobs.

- Trust score: 81/100 (high trust)
- Change this week: +4
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-09-22

## Components

- remote · `www.physicalai.jobs`: 81/100 (this document), [markdown](https://verifymcp.io/servers/jobs-physicalai-physical-ai-jobs/www.md), [page](https://verifymcp.io/servers/jobs-physicalai-physical-ai-jobs/www)

## Channel facts

- Endpoint: `https://www.physicalai.jobs/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `0.1.0`

## Trust breakdown

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. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-09-22.

- **Endpoint Security**: 80/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 65/100
  - AI-judged instruction clarity (good).
  - Context-footprint check failed: tool/resource definitions use about 704 tokens (~176/item across 4 items; 4 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 67/100
  - Stability observed for 20 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 94/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 77% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 4 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 5 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a current MCP spec version (2026-07-28).

## Install

### How do I install the Physical AI Jobs MCP server?

Physical AI Jobs is a hosted endpoint at https://www.physicalai.jobs/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.

### Claude

```bash
claude mcp add --transport http jobs-physicalai-physical-ai-jobs 'https://www.physicalai.jobs/mcp'
```

### Cursor

```json
{
  "mcpServers": {
    "jobs-physicalai-physical-ai-jobs": {
      "url": "https://www.physicalai.jobs/mcp"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "jobs-physicalai-physical-ai-jobs": {
      "type": "http",
      "url": "https://www.physicalai.jobs/mcp"
    }
  }
}
```

### Codex

```toml
[mcp_servers.jobs-physicalai-physical-ai-jobs]
url = "https://www.physicalai.jobs/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "jobs-physicalai-physical-ai-jobs": {
      "type": "remote",
      "url": "https://www.physicalai.jobs/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add jobs-physicalai-physical-ai-jobs --url 'https://www.physicalai.jobs/mcp' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  jobs-physicalai-physical-ai-jobs:
    url: "https://www.physicalai.jobs/mcp"
```

### Netclaw

```json
{
  "McpServers": {
    "jobs-physicalai-physical-ai-jobs": {
      "Transport": "http",
      "Url": "https://www.physicalai.jobs/mcp"
    }
  }
}
```

### Vellum

```bash
assistant mcp add jobs-physicalai-physical-ai-jobs -t streamable-http -u 'https://www.physicalai.jobs/mcp'
```

### Other

```json
{
  "mcpServers": {
    "jobs-physicalai-physical-ai-jobs": {
      "type": "http",
      "url": "https://www.physicalai.jobs/mcp"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-09-22 (score 81, +1)

No change was recorded against any check on this day. Stability & Change Management went from 63 to 67. That category is still filling its 30-day observation window: 19 days of observed history at the previous scan, 20 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-20 (score 80, +1)

No change was recorded against any check on this day. Stability & Change Management went from 57 to 60. That category is still filling its 30-day observation window: 17 days of observed history at the previous scan, 18 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-18 (score 79, +1)

No change was recorded against any check on this day. Stability & Change Management went from 50 to 53. That category is still filling its 30-day observation window: 15 days of observed history at the previous scan, 16 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-16 (score 78, +1)

No change was recorded against any check on this day. Stability & Change Management went from 43 to 47. That category is still filling its 30-day observation window: 13 days of observed history at the previous scan, 14 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-14 (score 77, +1)

No change was recorded against any check on this day. Stability & Change Management went from 37 to 40. That category is still filling its 30-day observation window: 11 days of observed history at the previous scan, 12 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-12 (score 76, +1)

No change was recorded against any check on this day. Stability & Change Management went from 30 to 33. That category is still filling its 30-day observation window: 9 days of observed history at the previous scan, 10 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-10 (score 75, +1)

No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-07 (score 74, +1)

No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

## MCP tools (4)

### `search_jobs` (~280 tokens)

Search Physical AI Jobs

Search current robotics, humanoid, embodied AI and Physical AI roles from PhysicalAI.jobs by keyword, specialty, company, location, remote status and compensation. Use this when a user wants to discover or shortlist relevant jobs.

Input parameters:

- `category` (string): Public PhysicalAI.jobs category slug or name.
- `company` (string): PhysicalAI.jobs company slug or company name.
- `country` (string): Country name, country slug, or two-letter country code.
- `currency` (string): V1 salary thresholds use normalized annual USD compensation.
- `cursor` (string): Opaque next_cursor returned by a previous call with identical filters.
- `employment_type` (string)
- `limit` (integer)
- `location` (string): Location text such as California, Taipei, or San Carlos.
- `min_salary` (integer): Minimum comparable annual salary in USD.
- `query` (string): Keywords or specialty, for example robotics controls, humanoid, perception, or VLA.
- `remote` (boolean): True for remote-only results; false for onsite or hybrid results.
- `since` (string): Only jobs published at or after this ISO 8601 date-time.
- `sort` (string): Use salary_desc only when comparing jobs with usable compensation data.
- `tags` (array): Public PhysicalAI.jobs specialty/tag slugs or names.

Output parameters:

- `count` (integer)
- `jobs` (array)
- `next_cursor` (string|null)

### `get_job` (~66 tokens)

Get Physical AI Job Details

Retrieve additional sanitized public details for one PhysicalAI.jobs listing. Use this after search_jobs or latest_jobs when the user wants more information. The result links back to PhysicalAI.jobs and never exposes a hidden employer ATS URL.

Input parameters:

- `id` (required): Stable public job ID returned by PhysicalAI.jobs.

Output parameters:

- `canonical_url` (string)
- `category` (object|null)
- `company` (object|null)
- `description` (string|null)
- `employment_type` (string|null)
- `id` (integer)
- `location` (object|null)
- `location_type` (string|null)
- `open_url` (string)
- `published_at` (string|null)
- `remote` (boolean)
- `salary` (object|null)
- `slug` (string|null)
- `summary` (string|null)
- `tags` (array)
- `title` (string|null)

### `latest_jobs` (~235 tokens)

Newest Physical AI Jobs

Find the newest current Physical AI, robotics, humanoid, embodied AI, autonomy, manipulation, perception and controls jobs on PhysicalAI.jobs. Use this for recent-job or jobs-since-a-date questions.

Input parameters:

- `category` (string): Public PhysicalAI.jobs category slug or name.
- `company` (string): PhysicalAI.jobs company slug or company name.
- `country` (string): Country name, country slug, or two-letter country code.
- `currency` (string): V1 salary thresholds use normalized annual USD compensation.
- `cursor` (string): Opaque next_cursor returned by a previous call with identical filters.
- `employment_type` (string)
- `limit` (integer)
- `location` (string): Location text such as California, Taipei, or San Carlos.
- `min_salary` (integer): Minimum comparable annual salary in USD.
- `remote` (boolean): True for remote-only results; false for onsite or hybrid results.
- `since` (string): Only jobs published at or after this ISO 8601 date-time.
- `tags` (array): Public PhysicalAI.jobs specialty/tag slugs or names.

Output parameters:

- `count` (integer)
- `jobs` (array)
- `next_cursor` (string|null)

### `search_companies` (~86 tokens)

Search Physical AI Companies

Search public PhysicalAI.jobs company profiles and optionally restrict results to companies that currently have public live jobs. Use this for questions about robotics, humanoid or embodied AI companies and who is hiring.

Input parameters:

- `cursor` (string): Pagination token returned by a previous call with identical filters.
- `hiring_only` (boolean)
- `limit` (integer)
- `query` (string)

Output parameters:

- `companies` (array)
- `count` (integer)
- `next_cursor` (string|null)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/jobs-physicalai-physical-ai-jobs/www#diagnostics

## Score history

- 2026-09-22: 81
- 2026-09-21: 80
- 2026-09-20: 80
- 2026-09-19: 79
- 2026-09-18: 79
- 2026-09-17: 78
- 2026-09-16: 78
- 2026-09-15: 77
- 2026-09-14: 77
- 2026-09-13: 76
- 2026-09-12: 76
- 2026-09-11: 75
- 2026-09-10: 75
- 2026-09-09: 74
- 2026-09-08: 74
- 2026-09-07: 74
- 2026-09-06: 73
- 2026-09-05: 73
- 2026-09-04: 72
- 2026-09-03: 72
- 2026-09-02: 71

## Common questions

### What is the Physical AI Jobs MCP server?

Physical AI Jobs is an MCP server listed in the public MCP registry as jobs.physicalai/physical-ai-jobs. Find robotics, humanoid and embodied AI jobs from PhysicalAI.jobs. This page covers its hosted endpoint (https://www.physicalai.jobs/mcp).

### Is the Physical AI Jobs MCP server safe to use?

Physical AI Jobs scores 81 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 Physical AI Jobs MCP server expose?

Physical AI Jobs exposes 4 tools: search_jobs, get_job, latest_jobs, search_companies. Their descriptions and schemas cost roughly 667 tokens of context every time the server is loaded.

### Does the Physical AI Jobs MCP server require authentication?

No. We connected to Physical AI Jobs without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the Physical AI Jobs MCP server still maintained?

Physical AI Jobs is still listed as active in the MCP registry. We last reached this channel on 22 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://www.physicalai.jobs/mcp
- Repository: https://github.com/garlic-cajun/physicalaijobs
- Website: https://www.physicalai.jobs/
- Changelog RSS feed: https://verifymcp.io/servers/jobs-physicalai-physical-ai-jobs/www.xml
- Changelog JSON feed: https://verifymcp.io/servers/jobs-physicalai-physical-ai-jobs/www.json
- HTML version of this page: https://verifymcp.io/servers/jobs-physicalai-physical-ai-jobs/www