#88th of 15 in RAG and knowledge
PipesHub
Permission-aware search and agent context over 50+ workplace systems
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- Stars
- 3.8k
- License
- Apache-2.0
- Last commit
- Oct 2026
- Last release
- Sep 2026
Overview
PipesHub indexes Slack, Google Drive, GitHub, Microsoft 365, Notion and 50+ systems into a knowledge graph (Neo4j or ArangoDB), Qdrant and MongoDB, then serves permission-aware search with block-level citations and hands the same context to agents over MCP and SDKs. Access is checked against source permissions at query time. A one-command installer writes Compose files and starts the stack on port 3000.
Who it is for: companies wanting cited answers across internal tools
Strengths
- Permission filtering resolved against the source system at query time
- 50+ connectors with real-time and scheduled indexing
- MCP server plus Python, TypeScript and Go SDKs
- Kubernetes deployment with HA defaults; slim or full Compose profiles
Weaknesses
- Needs Neo4j or ArangoDB, Qdrant, MongoDB, Redis, and Kafka at scale
- Installer is curl piped to bash
- Audio and video are stored but not indexed yet
- Plain-HTTP cloud deployments show a white screen; TLS termination required
What it needs
- no GPU
- Docker + Compose
- Needs Neo4j or ArangoDB, Qdrant, MongoDB, Redis, Kafka (larger deployments)
- Models: any LLM provider, bring your own model, Ollama, local embedding server by default
- port 3000
Also in RAG and knowledge
See all 15| Rank | Project | Score |
|---|---|---|
| 1 | LightRAGGraph-plus-vector RAG server with web UI and Ollama-compatible API | 76 out of 100 |
| 2 | Open NotebookSelf-hosted NotebookLM alternative with podcasts and 20+ model providers | 75 out of 100 |
| 3 | RAGFlowRAG engine with document parsing, agentic retrieval and citations | 72 out of 100 |
| #4 | WeKnoraEnterprise knowledge base combining RAG Q&A, agents and generated wikis | 68 out of 100 |
| #5 | SurfSenseOffline NotebookLM alternative that turns documents into decks, reports and podcasts | 68 out of 100 |