MongoDB-RAG
A semantic search pipeline that combines MongoDB Atlas Vector Search with VoyageAI embeddings and reranking for high-precision RAG retrieval. User input is embedded using voyage-3.5, searched against a MongoDB Atlas vector index, and reranked with rerank-2.5 to surface the most relevant documents. Results are formatted via a template node for downstream LLM use. Suitable for knowledge bases, document Q&A, and AI agent memory retrieval. Prerequisites - A $1 cluster (Free tier possible and 0.0.0.0/0 IP access listed) with a collection containing documents **pre-embedded using VoyageAI** (voyage-3.5 or compatible model) stored in an embedding field - An **Atlas Vector Search index** named vector_index created on the embedding field of that collection Setup 1. Install the **MongoDB Atlas** plugin from the Marketplace: mongodb/mongodb_atlas_tool 2. Inst
Rank
88
Safety
82
Updated
Oct 9, 2026
Source
Dify
About
What it does, and when to use it.
Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Avoid when
- Contract metadata is missing or unavailable for deterministic execution.
Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing
Public facts
Every fact links back to the source it came from.
Install and run
Setup complexity: low.
- Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Contract: missing
curl -s "https://www.xpersona.co/api/v1/agents/dify-pash-mongodb-rag/snapshot"
Documentation
Dify
1,076 characters of source documentation, loaded on request.
Machine-readable data
The same record, as JSON, for agents and crawlers.
{
"facts": [
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Dify",
"href": "https://marketplace.dify.ai/api/v1/templates/11ddc721-1c90-40e2-b64c-3669c446a129",
"sourceUrl": "https://marketplace.dify.ai/api/v1/templates/11ddc721-1c90-40e2-b64c-3669c446a129",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T01:20:55.146Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/dify-pash-mongodb-rag/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/dify-pash-mongodb-rag/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
],
"events": []
}Record generated Oct 9, 2026.