Trieve vs Rag

A side-by-side look at the Trieve and Rag MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

Trieve logoTrieveSearch & Data Extraction · Local subprocess (stdio)Crawl, embed, chunk, search, and retrieve information from datasets through Trieve61GoodAuth: api key requiredRag logoRagSearch & Data ExtractionMCP RAG server with hybrid search, multi-KB support, and AI-powered chunk contextualization.41FairAuth: not declared

Verdict: choose Trieve for search & data extraction work as a local process; choose Rag for search & data extraction. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

Trieve logoChoose Trieve when

  • You need dedicated capabilities in the Search & Data Extraction domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: API key required.
  • You have the keys it needs: TRIEVE_API_KEY, TRIEVE_ORGANIZATION_ID, TRIEVE_DATASET_ID.
  • You want tools like search.
Explore Trieve

Rag logoChoose Rag when

  • You need dedicated capabilities in the Search & Data Extraction domain.
  • You want tools like list_knowledge_bases, search_documents, get_document_chunk.
Explore Rag

Feature & specification comparison

Rows where the two servers differ are marked.

SpecTrieve logoTrieveRag logoRag
CategorySearch & Data ExtractionSearch & Data Extraction
Quality signal61/100 · Good41/100 · Fair
Install commandConfirmedNot confirmed yet
TransportLocal subprocess (stdio)—
AuthAPI key requiredNot declared
PricingBYOK (pay the provider)Not declared
Required env varsTRIEVE_API_KEYTRIEVE_ORGANIZATION_IDTRIEVE_DATASET_IDNone listed
Verified ownerCommunity listingCommunity listing
GitHub stars2,7210
Directory activity 3 views 0 installs 0 upvotes 0 views 0 installs 0 upvotes
Tools17

Tools & capabilities

Trieve tools 1

  • searchSearch through Trieve datasets using semantic, fulltext, hybrid or BM25 search with advanced filtering and highlighting options

Rag tools 7

  • list_knowledge_basesList all available KBs with status (file/chunk counts, indexing status)
  • search_documentsHybrid BM25 + vector search with RRF. Supports `search_mode`: `auto`, `bm25`, `vector
  • get_document_chunkRetrieve full content of a specific chunk by ID
  • start_reindexQueue an indexing request. Scope merge, force/deferred flags, orchestrator auto-spawn
  • cancel_reindexRemove a pending (not-yet-started) queue entry
  • get_index_infoIndex metadata, queue state (status/position/deferred/last_error), contextualization health
  • check_changesDry-run filesystem scan. Lightweight, no API calls

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

Trieve

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "devflowinc-trieve": {
      "command": "npx",
      "args": [
        "trieve-mcp-server@latest"
      ],
      "env": {
        "TRIEVE_API_KEY": "YOUR_TRIEVE_API_KEY_HERE",
        "TRIEVE_ORGANIZATION_ID": "YOUR_TRIEVE_ORGANIZATION_ID_HERE",
        "TRIEVE_DATASET_ID": "YOUR_TRIEVE_DATASET_ID_HERE"
      }
    }
  }
}

Rag

No confirmed install command for Rag yet — follow the setup steps linked from its listing page rather than a guessed package name.

Frequently asked questions

Trieve is categorized under Search & Data Extraction and uses a local stdio subprocess. Rag belongs to Search & Data Extraction and uses an install path we have not confirmed yet. Pick Trieve for search & data extraction work and Rag for search & data extraction.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client. Rag has no confirmed install command yet — follow its own setup instructions.

Trieve is bring-your-own-key: usage is billed by the API provider you supply a key for. Auth: api key required. Rag has no declared pricing — check the project's own site. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add devflowinc-trieve and rag as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Trieve has a quality signal of 61/100 (Good) with 3 views, 0 installs and 2,721 GitHub stars. Rag has 41/100 (Fair) with 0 views, 0 installs and 0 GitHub stars.