#3 in AI Search & ResearchUpdated 2026-08

PipesHub

by Pipeshub · Open-source, self-hosted search and AI agents over your business apps

62.1 — BenchRank score out of 100

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Pricing page

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Overview

PipesHub is an open-source workplace AI platform that indexes content from connected apps such as Google Drive, Slack, Jira, Notion and Salesforce into a knowledge graph. It answers questions with citations down to page and paragraph, and inherits each source's access controls. A no-code builder, SDKs and an MCP server let teams build agents that act across those tools.

Best for: Teams wanting self-hosted, permission-aware search and AI agents across their connected business apps
Pricing: Community Edition is $0 forever and self-hosted; Enterprise Edition shows no price and requires contacting the team.
Runs on: Self-hosted

Strengths and trade-offs

Strengths

Apache 2.0 licensed and self-hosted with a Docker deploy
Answers cite page and paragraph in the source documents
Inherits permissions from connected apps like Drive
Bring your own LLM keys, or run locally with Ollama

Trade-offs

Enterprise edition price is not published; you must contact sales
SSO, SCIM, RBAC, audit logs and multi-tenancy are enterprise-only
Free edition has a core connector set; 50+ connectors need enterprise
Free tier is self-host only; cloud SaaS is waitlisted or enterprise

Pricing

Published plans from PipesHub’s own pricing page, in USD. Usage charges and add-ons may apply on top.

PipesHub pricing tiers, monthly and annual rates in USD
Plan	Monthly	Annual (per month)	Includes
COMMUNITY EDITION	Freeflat	Free	Self-hosted Docker deployment, open source Core indexing, search and explainability Bring your own LLMs and embeddings No-code agent builder, REST APIs, SDKs and MCP
ENTERPRISE EDITION	Contact sales	—	Cloud SaaS, BYOC, on-premise VPC and air-gapped SSO + SCIM, RBAC and multi-tenancy 50+ connectors, white-labelling and custom connectors Audit logs, admin console and 24×7 support with SLA

How this score is made up

Each dimension is scored out of 100 and combined into the headline score using fixed weights.

MCP support: 60 out of 100
API quality: 40 out of 100
Documentation: 90 out of 100
Agent friendliness: 55 out of 100
Pricing transparency: 65 out of 100
Changelog: 100 out of 100
Marketing site structure: 40 out of 100
Operational trust: 50 out of 100

Measured, but not part of the score

Useful to know, but not a mark for or against the product — so these do not affect the ranking.

Openness: 85 out of 100
Maintenance: 100 out of 100

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