Trieve vs MCP Ragchat
A side-by-side look at the Trieve and MCP Ragchat MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.
Verdict: choose Trieve for search & data extraction work as a local process; choose MCP Ragchat for search & data extraction. You can also run both side by side in one mcpServers block.
Which MCP server should you choose?
Choose 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.
Choose MCP Ragchat when
- You need dedicated capabilities in the Search & Data Extraction domain.
- Its auth model fits you: API key required.
- You have the keys it needs:
OPENAI_API_KEY, ANTHROPIC_API_KEY, GEMINI_API_KEY, AWS_REGION, LLM_MODEL, EMBEDDING_MODEL. - You want tools like
ragchat_setup, ragchat_test, ragchat_serve.
Feature & specification comparison
Rows where the two servers differ are marked.
| Spec | ||
|---|---|---|
| Category | Search & Data Extraction | Search & Data Extraction |
| Quality signal | 61/100 · Good | 45/100 · Fair |
| Install command | Confirmed | Not confirmed yet |
| Transport | Local subprocess (stdio) | — |
| Auth | API key required | API key required |
| Pricing | BYOK (pay the provider) | BYOK (pay the provider) |
| Required env vars | TRIEVE_API_KEYTRIEVE_ORGANIZATION_IDTRIEVE_DATASET_ID | OPENAI_API_KEYANTHROPIC_API_KEYGEMINI_API_KEYAWS_REGIONLLM_MODELEMBEDDING_MODEL |
| Verified owner | Community listing | Community listing |
| GitHub stars | 2,722 | 2 |
| Directory activity | 3 views 0 installs 0 upvotes | 3 views 0 installs 0 upvotes |
| Tools | 1 | 5 |
| Full listing | View Trieve | View MCP Ragchat |
Tools & capabilities
Trieve tools 1
searchSearch through Trieve datasets using semantic, fulltext, hybrid or BM25 search with advanced filtering and highlighting options
MCP Ragchat tools 5
ragchat_setupSeed a knowledge base from markdown content. Each `##` section becomes a searchable document with vector embeddings.ragchat_testSend a test message to verify RAG retrieval and LLM response quality.ragchat_serveStart a local HTTP chat server with CORS and input sanitization.ragchat_widgetGenerate a self-contained `<script>` tag -- a floating chat bubble, no dependencies.ragchat_statusList all configured domains with document counts and config details.
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": {
"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"
}
}
}
}
MCP Ragchat
No confirmed install command for MCP Ragchat 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. MCP Ragchat belongs to Search & Data Extraction and uses an install path we have not confirmed yet. Pick Trieve for search & data extraction work and MCP Ragchat 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. MCP Ragchat 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. MCP Ragchat is bring-your-own-key: usage is billed by the API provider you supply a key for. Auth: api key required. 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 gogabrielordonez-mcp-ragchat 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 2,722 GitHub stars. MCP Ragchat has 45/100 (Fair) with 3 views, 0 installs and 2 GitHub stars.