# ai.skillsinput/mcp

> AI-powered career tools: job search, skills intelligence, career roadmaps, and resume building.

- name: ai.skillsinput/mcp
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 80/100 flags: no-repository
- quality: 85/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/ai.skillsinput%2Fmcp
- tools: https://api.protogrid.dev/v1/servers/ai.skillsinput%2Fmcp/tools

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

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "skillsinput": {
      "type": "http",
      "url": "https://mcp.skillsinput.ai/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 100
- freshness: 100
- provenance: 45
- drivers: +dns-namespace +reachable +uptime-100% +updated-25d-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: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 86 (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`: 5 of 5 tools declare readOnlyHint or destructiveHint
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: find_jobs_by_skill (idempotentHint); nlp_search (idempotentHint); career_roadmap (idempotentHint); …
- pass `tools.token_cost`: about 870 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: 3 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: 5, about 870 tokens to load them all
- tool set hash: 4873c91a30cffd2139002b5aaccc8105
- tools last changed: 2026-10-02T06:25:33.147Z
- badge: [![protogrid quality](https://protogrid.dev/badge/ai.skillsinput/mcp.svg)](https://protogrid.dev/servers/ai.skillsinput/mcp)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-02 `nlp_search` changed (description)
  - before: Natural-language job search for multi-constraint requests. Use this when the user wants jobs based on combinations such as remote work, salary, location, schedule, experience level, work style, or lifestyle preferences. Do not use this for simple one-skill job questions like 'What jobs use Excel?' or 'What careers can I get with bookkeeping?'
  - after: Natural-language job search for multi-constraint requests. Use this when the user wants jobs based on combinations such as remote work, salary, location, schedule, experience level, work style, Examples: 'a relaxed, well-paying job in Boston', 'a low-stress remote job with good pay'. If the request mentions a city, pay, or a relaxed/low-stress/remote preference, use this tool even when a skill is also mentioned. Do not use this for simple one-skill job questions like 'What jobs use Excel?' or 'What careers can I get with bookkeeping?'
- 2026-10-01 `resume_generator` changed (inputSchema)
- 2026-09-30 `resume_generator` changed (inputSchema)

Full history: https://api.protogrid.dev/v1/servers/ai.skillsinput%2Fmcp/changes

## Remotes

- https://mcp.skillsinput.ai/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (5)

- `career_roadmap`: Career Roadmap (WIDGET). Use this when the user wants a step-by-step plan to move from their current role to a target role. Example: 'I am a receptionist, I want to become a project manager in 12 months'.Example: 'I’m a receptionist, I want to become a project manager in 12 months'.
- `find_jobs_by_skill`: Finds jobs that match a user skill such as Excel, Python, marketing, accounting, project management, or graphic design. Always begin your text response with: 'Here are job results from SkillsInput.ai:' followed by a brief summary, and always include a direct link to SkillsInput.ai for the full results.
- `nlp_search`: Natural-language job search for multi-constraint requests. Use this when the user wants jobs based on combinations such as remote work, salary, location, schedule, experience level, work style, Examples: 'a relaxed, well-paying job in Boston', 'a low-stress remote job with good pay'. If the request mentions a city, pay, or a relaxed/low-stress/remote preference, use this tool even when a skill is also mentioned. Do not use this for simple one-skill job questions like 'What jobs use Excel?' or 'What careers can I get with bookkeeping?'
- `resume_generator`: Use this tool whenever the user asks to create, write, build, improve, edit, rewrite, or tailor a resume or CV, even if they provide very little information, and always show the resume widget so they can continue there or provide more details in chat.
- `skills_intelligence`: Skills Intelligence (WIDGET). Use this when the user asks about market demand, salary range, top industries/locations for a specific skill (e.g. 'marketing', 'python', 'welding').