Protoperfect Labs

Search and read Protoperfect Labs research, documentation and glossary. Read-only.

Should I use this

Quality & Safety

A
Description quality
100%
Schema completeness
93%
Naming quality
95%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~693Tokens (tool definitions)
~941 BTypical response size
Moderate attention impact (0.54% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

{
  "mcpServers": {
    "labs": {
      "url": "https://protoperfect.io/api/mcp"
    }
  }
}

Remote endpoints

https://protoperfect.io/api/mcpstreamable-http

What it can do

Tool inventory

Tools (4)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢search_documents(query)

Search Protoperfect Labs research papers, documentation and blueprints. Every word of the query must appear. Returns up to 12 matches with the best-matching section and a snippet.

Input Schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "description": "Search text, up to 160 characters."
    }
  },
  "required": [
    "query"
  ]
}

Output Schema

{
  "type": "object",
  "properties": {
    "results": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "title": {
            "type": "string"
          },
          "url": {
            "type": "string"
          },
          "section": {
            "type": "string"
          },
          "snippet": {
            "type": "string"
          }
        },
        "required": [
          "title",
          "url"
        ]
      }
    }
  },
  "required": [
    "results"
  ]
}
🟢get_document(path)

Return any public protoperfect.io page as Markdown: research papers, documentation, the glossary and its terms, the FAQ, Studio, Games, About and the legal pages. Pass a path such as /research/warranted-agency or a full protoperfect.io URL.

Input Schema

{
  "type": "object",
  "properties": {
    "path": {
      "type": "string",
      "description": "A page path or protoperfect.io URL."
    }
  },
  "required": [
    "path"
  ]
}
🟢list_documents(section)

List public pages with their titles, URLs and summaries. Optionally limit to one section: research (papers and case studies), documentation (architecture, blueprints, glossary, FAQ) or company (home, Studio, Games, About and the other hand-built pages).

Input Schema

{
  "type": "object",
  "properties": {
    "section": {
      "type": "string",
      "enum": [
        "research",
        "documentation",
        "company"
      ]
    }
  }
}

Output Schema

{
  "type": "object",
  "properties": {
    "documents": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "title": {
            "type": "string"
          },
          "url": {
            "type": "string"
          },
          "section": {
            "type": "string"
          },
          "summary": {
            "type": "string"
          }
        },
        "required": [
          "title",
          "url",
          "section"
        ]
      }
    }
  },
  "required": [
    "documents"
  ]
}
🟢define_term(term)

Return the Protoperfect glossary definition of a term (for example "Warranted Agency" or "Context Window"), with its category, related terms and the paper that covers it. Suggests close matches when there is no exact term.

Input Schema

{
  "type": "object",
  "properties": {
    "term": {
      "type": "string",
      "description": "The term to define."
    }
  },
  "required": [
    "term"
  ]
}

Output Schema

{
  "type": "object",
  "properties": {
    "term": {
      "type": "string"
    },
    "category": {
      "type": "string"
    },
    "definition": {
      "type": "string"
    },
    "url": {
      "type": "string"
    },
    "related": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "suggestions": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  }
}

Community

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Evidence

Recent observations

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