{"ok":true,"name":"search_docs","description":"Search through llama-index documentation using BM25 ranked search. Best for conceptual queries, finding documentation by topic, or when you're not sure of exact terminology. Returns ranked results with excerpts showing match context. Use this when: exploring unfamiliar topics, looking for 'how to' guides, searching by concept rather than exact terms, or need to understand what documentation exists on a subject. For exact term matching or code patterns, use grep_docs instead.","inputSchema":{"type":"object","$schema":"http://json-schema.org/draft-07/schema#","required":["query","section"],"properties":{"limit":{"type":"integer","default":10,"maximum":20,"minimum":1,"description":"Maximum number of results to return (default: 10, max: 20)"},"query":{"type":"string","description":"The search query"},"section":{"enum":["all","llama-cloud","liteparse","llama-index-workflows","llama-index","for-agents","llama-cloud-reference/http","llama-cloud-reference/python","llama-cloud-reference/typescript"],"type":"string","description":"Filter docs to a specific section, or 'all' for the whole site.\n- all: every section below\n- llama-cloud: LlamaParse product guides and examples (document parsing, extraction, classification, index). API reference lives under the llama-cloud-reference/* sections.\n- liteparse: LiteParse — local PDF/DOCX/image parsing CLI and library, no cloud dependency.\n- llama-index-workflows: LlamaAgents — the agent workflow engine and llamactl deployment tool.\n- llama-index: LlamaIndex framework — core Python LLM framework (indexes, retrievers, query engines) and integrations.\n- for-agents: Agent tooling overview — hosted MCP servers, agent skills and plugins, workflow nodes, and programmatic access to these docs.\n- llama-cloud-reference/http: LlamaCloud HTTP API reference (Stainless-generated): endpoints, request/response schemas.\n- llama-cloud-reference/python: LlamaCloud Python SDK reference (Stainless-generated): classes, methods, types.\n- llama-cloud-reference/typescript: LlamaCloud TypeScript SDK reference (Stainless-generated): classes, methods, types."},"fullContent":{"type":"boolean","default":false,"description":"Include full document content in results (default: false, only excerpts)"}},"additionalProperties":false},"serverUrl":"https://developers.llamaindex.ai/mcp","transport":"http","handshake":"ok","host":"developers.llamaindex.ai","score":34,"grade":"D","auth":"api-key","lastScannedAt":"2026-10-30T13:13:58.924Z","stale":false,"permalink":"https://agentboardai.app/mcp/developers.llamaindex.ai/search_docs","page":"https://agentboardai.app/site/developers.llamaindex.ai"}