# Praxis Workforce

> Find people for real-world work. Search anonymous profiles; request a private conversation.

- name: io.github.max7819/manpower
- version: 0.3.0
- connection class: R0 (autonomous)
- trust: 80/100 flags: no-repository
- quality: 85/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.github.max7819%2Fmanpower
- tools: https://api.protogrid.dev/v1/servers/io.github.max7819%2Fmanpower/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "manpower": {
      "type": "http",
      "url": "https://jobs.made-in.ai/api/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 100
- freshness: 100
- provenance: 45
- drivers: +website +reachable +uptime-100% +updated-7d-ago -no-repository
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 85/100 (good)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: 83 (weight 15)

- pass `auth.prm`: Protected Resource Metadata (RFC 9728) published
- pass `auth.as_metadata`: authorization server metadata reachable
- warn `auth.cimd`: only Dynamic Client Registration, deprecated in 2026-07-28 in favour of CIMD
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 100 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- pass `tools.annotations`: 6 of 6 tools declare readOnlyHint or destructiveHint
- pass `tools.directory_hints`: every tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
- pass `tools.token_cost`: about 1,244 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 75 (weight 15)

- warn `stability.changes`: 9 tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 6, about 1,244 tokens to load them all
- tool set hash: 2d1dcba53b8955612001bc8ec2c71c75
- tools last changed: 2026-10-12T16:58:36.540Z
- badge: [![protogrid quality](https://protogrid.dev/badge/io.github.max7819/manpower.svg)](https://protogrid.dev/servers/io.github.max7819/manpower)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-12 `get_product` changed (title, annotations)
- 2026-10-12 `list_products` changed (title, annotations)
- 2026-10-12 `list_skills` changed (title, annotations)
- 2026-10-12 `get_worker_profile` changed (title, annotations)
- 2026-10-12 `search_workers` changed (title, annotations)
- 2026-10-12 `get_capabilities` changed (title, annotations)
- 2026-10-10 `get_product` changed (description, outputSchema)
  - before: Read product request conditions, completion criteria, consultation checks, related products and submit_task guidance by stable productId (e.g. LAB01, TRD001). Set locale=en for English or ko for Korean. Research rank is not availability.
  - after: Read product request conditions, completion criteria, consultation checks, related products and discovery guidance by stable productId (e.g. LAB01, TRD001). Set locale=en for English or ko for Korean. Research rank is not availability.
- 2026-10-10 `list_skills` changed (description)
  - before: List skills, languages, categories and countries actually present in the active pool, with worker counts. Use these values in search_workers and submit_task.
  - after: List skills, languages, categories and countries actually present in the active pool, with worker counts. Use these values in search_workers.
- 2026-10-10 `search_workers` changed (description, inputSchema)
  - before: Search anonymous worker profiles worldwide by skills, languages, category, remote/on-site location, verification and budget. Results are ranked with explainable match reasons. Searching does not reserve anyone.
  - after: Search anonymous worker profiles worldwide by skills, languages, category, remote/on-site location, verification and budget. Results are ranked with explainable match reasons. Use skillsMatch=all for strict skill requirements, or rank for partial matches. weeklyWindow requires stated local weekly hours covering the whole window. Searching does not reserve anyone.

Full history: https://api.protogrid.dev/v1/servers/io.github.max7819%2Fmanpower/changes

## Remotes

- https://jobs.made-in.ai/api/mcp (streamable-http, auth none, reachable true, uptime30d 1)
- https://jobs.made-in.ai/mcp (streamable-http, auth oauth2, reachable true, uptime30d 1)

## Packages

_none_

## Tools (6)

- `get_capabilities`: Read what this human workforce pool does, task categories, lifecycle, terms, prohibited uses and limits. Call this first.
- `get_product`: Read product request conditions, completion criteria, consultation checks, related products and discovery guidance by stable productId (e.g. LAB01, TRD001). Set locale=en for English or ko for Korean. Research rank is not availability.
- `get_worker_profile`: Read one anonymous worker profile by handle (e.g. "w-7kq2xm").
- `list_products`: Search the product catalog by Korean or English discovery terms, family or group. Paginated; use nextOffset. Includes agent tasks and traditional staffing (driving, housekeeping, construction, etc). Listings require consultation and do not confirm available workers, prices or booking.
- `list_skills`: List skills, languages, categories and countries actually present in the active pool, with worker counts. Use these values in search_workers.
- `search_workers`: Search anonymous worker profiles worldwide by skills, languages, category, remote/on-site location, verification and budget. Results are ranked with explainable match reasons. Use skillsMatch=all for strict skill requirements, or rank for partial matches. weeklyWindow requires stated local weekly hours covering the whole window. Searching does not reserve anyone.