# ATS Jobs (pypi · ats-jobs-mcp)

Open jobs read from a company's own careers system: Greenhouse, Ashby, Lever.

- Trust score: 83/100 (high trust)
- Change this week: +3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-09-20

## Components

- remote · `ats-jobs-api.groundtruthtools.workers.dev`: 63/100, [markdown](https://verifymcp.io/servers/groundtruthtools-ats-jobs-mcp/ats-jobs-api.md), [page](https://verifymcp.io/servers/groundtruthtools-ats-jobs-mcp/ats-jobs-api)
- pypi · `ats-jobs-mcp`: 83/100 (this document), [markdown](https://verifymcp.io/servers/groundtruthtools-ats-jobs-mcp/ats-jobs-mcp.md), [page](https://verifymcp.io/servers/groundtruthtools-ats-jobs-mcp/ats-jobs-mcp)

## Channel facts

- Registry: `pypi`
- Package: `ats-jobs-mcp`
- Version: `1.1.0`
- Transport: `stdio`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, 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 2026-09-20.

- **Supply Chain Security**: 100/100
  - No malware found by supply-chain analysis.
  - No known CVEs affecting this package version or its production dependencies.
  - Runs hatchling.build at install time, a recognised native-build step with no shell scripting around it.
  - 1 of 30 dependencies flagged as unhealthy.
- **Provenance & Transparency**: 45/100
  - Source repository is publicly reachable at the declared URL.
  - Provenance check failed: no build-provenance attestation is published.
  - Clear OSI-approved license (MIT).
  - Actively maintained (last published 6 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 73/100
  - AI-judged instruction clarity (excellent).
  - Context-footprint check failed: tool/resource definitions use about 561 tokens (~187/item across 3 items; 3 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 90/100
  - Stability observed for 27 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 3 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 4 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 ATS Jobs MCP server?

ATS Jobs runs locally as a PyPI package, launched with uvx ats-jobs-mcp. 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 groundtruthtools-ats-jobs-mcp -- uvx ats-jobs-mcp
```

### Cursor

```json
{
  "mcpServers": {
    "groundtruthtools-ats-jobs-mcp": {
      "command": "uvx",
      "args": [
        "ats-jobs-mcp"
      ]
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "groundtruthtools-ats-jobs-mcp": {
      "command": "uvx",
      "args": [
        "ats-jobs-mcp"
      ]
    }
  }
}
```

### Codex

```bash
codex mcp add groundtruthtools-ats-jobs-mcp -- uvx ats-jobs-mcp
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "groundtruthtools-ats-jobs-mcp": {
      "type": "local",
      "command": [
        "uvx",
        "ats-jobs-mcp"
      ],
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add groundtruthtools-ats-jobs-mcp --command uvx --arg ats-jobs-mcp
```

### Hermes

```yaml
mcp_servers:
  groundtruthtools-ats-jobs-mcp:
    command: "uvx"
    args: ["ats-jobs-mcp"]
```

### Netclaw

```json
{
  "McpServers": {
    "groundtruthtools-ats-jobs-mcp": {
      "Transport": "stdio",
      "Command": "uvx",
      "Arguments": [
        "ats-jobs-mcp"
      ]
    }
  }
}
```

### Vellum

```bash
assistant mcp add groundtruthtools-ats-jobs-mcp -t stdio -c uvx -a ats-jobs-mcp
```

### Other

```json
{
  "mcpServers": {
    "groundtruthtools-ats-jobs-mcp": {
      "command": "uvx",
      "args": [
        "ats-jobs-mcp"
      ]
    }
  }
}
```

## 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.

### 2026-09-20 (score 83, +1)

No change was recorded against any check on this day. Stability & Change Management went from 87 to 90. That category is still filling its 30-day observation window: 26 days of observed history at the previous scan, 27 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-18 (score 82, +1)

No change was recorded against any check on this day. Stability & Change Management went from 80 to 83. That category is still filling its 30-day observation window: 24 days of observed history at the previous scan, 25 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-16 (score 81, +1)

No change was recorded against any check on this day. Stability & Change Management went from 73 to 77. That category is still filling its 30-day observation window: 22 days of observed history at the previous scan, 23 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-09-13 (score 80, +1)

- [functional] Package version: 1.0.0 → 1.1.0

### 2026-09-11 (score 79, +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.

### 2026-09-09 (score 78, +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.

### 2026-09-07 (score 77, +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.

### 2026-09-05 (score 76, +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.

## MCP tools (3)

### `find_company_board` (~135 tokens)

Find which applicant-tracking system a company's careers page runs on.

Greenhouse, Ashby, Lever and Workable all publish open job board APIs, and
all of them are unusable unless you already know the company's board name.
None of them publishes a directory of its customers, and none could, since
no vendor knows about the others.

Use this first when you have a company name rather than a careers URL.

Input parameters:

- `company` (string, required): Company name or board name, for example 'anthropic' or '1Password'. Case and punctuation do not matter.
- `limit` (integer): Maximum matches to return.

### `list_open_jobs` (~183 tokens)

Every open job at one company, read from its own careers system.

Returns title, department, location, employment type, workplace type,
posted date, a parsed salary range where the employer publishes one, and a
verify_url pointing at the employer's own advert.

Salaries are refused rather than guessed: an hourly rate, an ambiguous
currency, or bands in two currencies all yield no figure, and salary_text
keeps whatever the employer actually wrote.

Input parameters:

- `company` (string, required): A company's board name ('stripe'), a careers URL ('https://jobs.ashbyhq.com/ramp'), or system:name ('ashby:ramp').
- `include_description` (boolean): Include the full job description. Off by default because descriptions are long; email addresses and phone numbers are removed from them either way.
- `limit` (integer): Maximum postings to return.

### `compare_companies` (~115 tokens)

Open jobs across several companies at once, in one schema.

This is the thing no single applicant-tracking system can do: each vendor
only knows about its own customers. Companies on different systems come
back with the same field names, so they can be compared directly.

One company failing does not lose the others; each failure is reported
beside the results that did work.

Input parameters:

- `companies` (array, required): Up to 20 company board names or careers URLs.
- `per_company` (integer): Maximum postings per company.

## Diagnostics

Captured diagnostic sections: Provenance, Install scripts, Dependencies. The full working is on the page: https://verifymcp.io/servers/groundtruthtools-ats-jobs-mcp/ats-jobs-mcp#diagnostics

## Score history

- 2026-09-20: 83
- 2026-09-19: 82
- 2026-09-18: 82
- 2026-09-17: 81
- 2026-09-16: 81
- 2026-09-15: 80
- 2026-09-14: 80
- 2026-09-13: 80
- 2026-09-12: 79
- 2026-09-11: 79
- 2026-09-10: 78
- 2026-09-09: 78
- 2026-09-08: 77
- 2026-09-07: 77
- 2026-09-06: 76
- 2026-09-05: 76
- 2026-09-04: 75
- 2026-09-03: 75
- 2026-09-02: 74
- 2026-09-01: 70
- 2026-08-31: 70
- 2026-08-30: 70
- 2026-08-29: 70
- 2026-08-28: 70
- 2026-08-27: 70
- 2026-08-26: 70
- 2026-08-25: 69
- 2026-08-24: 69

## Common questions

### What is the ATS Jobs MCP server?

ATS Jobs is an MCP server listed in the public MCP registry as io.github.groundtruthtools/ats-jobs-mcp. Open jobs read from a company's own careers system: Greenhouse, Ashby, Lever. This page covers its PyPI package (ats-jobs-mcp).

### Is the ATS Jobs MCP server safe to use?

ATS Jobs scores 83 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 20 September 2026. 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 ATS Jobs MCP server expose?

ATS Jobs exposes 3 tools: find_company_board, list_open_jobs, compare_companies. Their descriptions and schemas cost roughly 433 tokens of context every time the server is loaded.

### Is the ATS Jobs MCP server still maintained?

ATS Jobs is still listed as active in the MCP registry. We last reached this channel on 20 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

### What licence is the ATS Jobs MCP server under?

ATS Jobs declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.

## Links

- PyPI project: https://pypi.org/project/ats-jobs-mcp/
- Socket report: https://socket.dev/pypi/package/ats-jobs-mcp
- Repository: https://github.com/groundtruthtools/ats-jobs-mcp
- Changelog RSS feed: https://verifymcp.io/servers/groundtruthtools-ats-jobs-mcp/ats-jobs-mcp.xml
- Changelog JSON feed: https://verifymcp.io/servers/groundtruthtools-ats-jobs-mcp/ats-jobs-mcp.json
- HTML version of this page: https://verifymcp.io/servers/groundtruthtools-ats-jobs-mcp/ats-jobs-mcp