#Indexing MCP Servers

Manage enterprise search via Elastic. Search engines and documents, handle indexing, and monitor search analytics directly from any AI agent.

Empower vector search via Elasticsearch. Perform dense vector kNN searches, handle index mappings, and index embedding documents directly from any AI agent.

Query and manage RAG pipelines via LlamaIndex. Execute natural language searches, audit indexed files, and monitor data pipelines.

Run k-NN vector searches on OpenSearch. Create indexes, upsert embeddings, query similar documents, and manage your vector store from any AI agent.

Monitor your website's search performance, fix indexing issues, and manage sitemaps via AI.

Equip your AI to autonomously manage embeddings, run KNN similarity searches, and administrate vector indexes natively inside your Redis stack.

Manage your Meilisearch instance. Handle indexes, documents, and search configurations directly from your AI agent.

Manage semantic search via Marqo. Execute tensor queries, index JSON documents, and audit vector indices.

Index and query blockchain data across EVM and Solana chains. Access transfers, holders, swaps, and custom subgraphs directly.

Equip your AI agent to manage AI-powered knowledge bases, track sources, and query your bots via the DocsBot API.

Connect your AI to Elastic Swiftype. Query your search engines, manage documents, and retrieve deep analytical insights natively from the terminal.

Fast URL indexing and SEO tools.

Generate flawless, sequentially accurate Bates numbering arrays for massive e-Discovery documentation without LLM skipping.

Manage and interact with Fern documentation platforms. Generate access tokens, index websites for AI, and query analytics directly from your agent.