# io.github.chenyujing1234-netizen/trueai

> Recommend and inspect AI SaaS apps from the TrueAI catalog (1,600+ apps) by need, name or URL.

- name: io.github.chenyujing1234-netizen/trueai
- version: 1.0.1
- connection class: R0 (autonomous)
- trust: 90/100
- quality: 79/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.github.chenyujing1234-netizen%2Ftrueai
- tools: https://api.protogrid.dev/v1/servers/io.github.chenyujing1234-netizen%2Ftrueai/tools

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

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "trueai": {
      "type": "http",
      "url": "https://www.shiflowai.cloud/mcp"
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: 100
- freshness: 65
- provenance: 90
- drivers: +repository +namespace-matches-repo +website +reachable +uptime-100% ~updated-147d-ago
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 79/100 (good)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-03-26; 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: 71 (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
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: recommend_ai_tools (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); list_ai_tools (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); list_categories (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
- pass `tools.token_cost`: about 876 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`: no 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: 4, about 876 tokens to load them all
- tool set hash: 9627fecff7754fe68c05a575baa0baee
- badge: [![protogrid quality](https://protogrid.dev/badge/io.github.chenyujing1234-netizen/trueai.svg)](https://protogrid.dev/servers/io.github.chenyujing1234-netizen/trueai)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

_No tool definition changes recorded._

## Remotes

- https://www.shiflowai.cloud/mcp (streamable-http, auth none, reachable true, uptime30d 1)
- https://www.shiflowai.cloud/mcp-sse/sse (sse, auth unknown, reachable false, uptime30d 0)

## Packages

_none_

## Tools (4)

- `get_ai_tool`: Resolve and return the full structured record of one AI app.

    Parameters
    ----------
    name_or_url : str
        The AI app's display name (e.g. 'Cursor', '通义千问'), its TrueAI
        slug, a numeric id, or its official URL (e.g. 'https://cursor.com').
    include_reviews : bool (default false)
        If true, attach up to ``max_reviews`` real user reviews (sourced
        from watcha.cn). Useful for social proof / real-world usage tips.
    max_reviews : int (1-20, default 5)
        Cap on attached reviews.

    Resolution order: numeric id → exact slug → official_url substring →
    brand keyword from URL → fuzzy name/tagline match.
    
- `list_ai_tools`: Browse the catalog with structured filters and sorting.

    Parameters
    ----------
    category : str | None
        Optional category slug to filter by, e.g. 'coding', 'image-gen',
        'writing'. Use list_categories() to discover slugs.
    free_only : bool | None
        If true, only return tools with a free tier.
    form_factor : str | None
        Filter by product form: 'saas' | 'mobile' | 'cli' | 'windows_app' |
        'web' | 'browser_extension' | 'api'.
    sort : str (default 'overall')
        Sort key: 'overall' | 'usability' | 'effect' | 'price' | 'speed' |
        'reviews' | 'new'.
    page : int (>=1, default 1)
    page_size : int (1-100, default 20)

    Returns ``{items, total, page, page_size}``. Each item is a brief
    record; call ``get_ai_tool`` to drill in.
    
- `list_categories`: List every category in the TrueAI catalog.

    Each entry has ``slug``, ``name``, optional ``icon``, ``sort_order``,
    ``parent_id`` and ``tool_count``. Use the returned slugs to filter
    ``list_ai_tools(category=...)``.
    
- `recommend_ai_tools`: Find AI tools that match a natural-language user need.

    Parameters
    ----------
    description : str
        The user's need in their own words. Be specific about the scenario,
        audience, platform, language and budget when known.
        Examples: '我是新手想学编程，要免费的 AI 工具';
        'I need an AI to generate a 10-page PPT from an outline'.
    top_k : int (1-10, default 5)
        Maximum number of candidates to return.

    Returns
    -------
    JSON: {intents, candidates, external}. ``candidates`` is already ranked
    by relevance & score. ``external`` lists fallback nav sites only when no
    in-catalog candidate matches.