"author:chacharin" matching MCP servers:

Enables AI agents to connect to a LightRAG knowledge-graph server over HTTP, exposing 33 tools for querying, managing documents, and editing knowledge graph entities and relations with proper authentication and error handling.

Enables AI agents to proofread and correct Thai spelling in Markdown files or plain text through any OpenAI-compatible LLM endpoint, fixing spelling only without rewriting content. It validates each LLM response line-by-line to protect numbers, URLs, English terms, and document structure, backs up originals before writing, and logs every accepted or rejected change.

Enables MCP-compatible AI agents to search the web and obtain cited answers, step-by-step reasoning, and deep research through hosted APIs.