Knowgrph Agent

Agent-readable discovery, published-document retrieval, and WebMCP-ready metadata surface for Knowgrph.

Skills

• Search Knowgrph Source Files
  Use this when an MCP host needs to search published Knowgrph Source Files and return stable document IDs for the `fetch` tool. Call this first for OpenAI Deep Research-style retrieval, Claude, Qwen Code, Kimi CLI, BytePlus ModelArk, and generic MCP clients.
  mcpsearchsource-filesread-only
• Fetch Knowgrph Source File
  Use this when an MCP host needs the complete published Knowgrph Source File for an ID returned by `search`. Returns markdown as both `content` and `text` for OpenAI, Claude, Qwen Code, Kimi CLI, BytePlus ModelArk, and generic MCP clients.
  mcpfetchsource-filesmarkdownread-only
• List Source Files
  Use this when an MCP host needs the published Knowgrph Source Files index as markdown.
  mcpdiscoverysource-filesread-only
• Read Source File
  Use this when an MCP host knows a published Knowgrph canonical path and needs that Editor Workspace markdown content. Defaults to the canonical docs workspace when workspaceId is omitted.
  mcpreadmarkdownworkspace
• Read Shared Document
  Use this when an MCP host has a Knowgrph share token or public Knowgrph share/document URL and needs the published markdown content.
  mcpreadshared-documentmarkdown
• Inspect Shared Document Structure
  Use this when an MCP host has a Knowgrph share token or public Knowgrph share/document URL and needs frontmatter/body structure without mutating the document.
  mcpinspectshared-documentstructure
• Inspect Agent Surface
  Use this when an MCP Apps-capable host or generic MCP client needs to inspect Knowgrph agent-ready discovery, MCP Apps readiness, OpenAPI, and skill metadata.
  mcpagent-readydiscoverymetadata

How to call

https://airvio.co/knowgrph/mcp