7 servers tagged rag. See all categories.
| Server | Description | Stars | Last push |
|---|---|---|---|
| Hindsight | Agent memory: long-term recall and reflection exposed to agents over MCP. | 50k | 2026-10-14 |
| Local RAG | Local-first RAG with semantic and keyword search over your code and documents. | 415 | 2026-10-15 |
| Vectorize | Official Vectorize MCP server for retrieval and file-to-markdown extraction. | 115 | 2026-09-23 |
| Needle | Official Needle MCP server for RAG over your own documents. | 103 | 2025-07-27 |
| Vectara | Official Vectara MCP server for RAG and search over Vectara corpora, with hallucination checks. | 29 | 2026-07-23 |
| AWS Knowledge Base Retrieval | Official AWS Labs MCP server for retrieving from Amazon Bedrock Knowledge Bases. | — | 2026-10-15 |
| Cognee | Long-term memory for agents built on graph and vector stores, with ingestion from many data sources. | — | 2026-10-15 |