#8 in Data Pipelines & ETLUpdated 2026-08

Airbyte

by Airbyte · Context layer that indexes business data for AI agents

69.9 — BenchRank score out of 100

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Overview

Airbyte connects sources such as CRMs, support desks and code repositories through a library of managed connectors with built-in OAuth, then replicates, unifies and indexes that data into a Context Store. Agents query that one layer through MCP, an SDK, a CLI or an API instead of crawling live APIs. The store can be Airbyte-managed or kept in your own warehouse.

Best for: Developers building AI agents that need indexed, current data from business systems.
Pricing: Free plan with 1,000 agent operations a month, then $29/month (Individual) or $299/month (Team) with overage at $0.004–$0.005 per AO, plus a contact-sales Custom plan.
Runs on: WebCLI

Strengths and trade-offs

Strengths

Managed connectors with built-in OAuth for source authentication
Context Store can sit in your own warehouse, not just Airbyte's
One layer served over MCP, SDK, CLI and API for any agent framework
Free plan includes API and MCP access, 1,000 AOs a month

Trade-offs

Billing is in agent operations (AOs), which are hard to forecast up front
Free plan refreshes the Context Store only daily after the first 14 days
Multiple users and workspaces require the $299/month Team plan
Embedding agents in your own product needs a custom contract

Pricing

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

Airbyte pricing tiers, monthly rates in USD
Plan	Monthly	Includes
Free	Freeper month	1,000 AOs per month, single user API and MCP access Context Store refreshes daily (hourly for first 14 days) Community and AI support, no overage available
Individual	$29per month	5,000 AOs per month, single user Context Store with hourly refresh Standard and AI support Overage AOs at $0.004
Team	$299per month	10,000 AOs per month Multiple users and workspaces Parallel workflow execution Overage AOs at $0.005
Custom	Contact sales	Custom AO limits and workspace limits Custom Context Store refresh frequency Dedicated Solutions Architect Dedicated 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: 45 out of 100
Documentation: 90 out of 100
Agent friendliness: 98 out of 100
Pricing transparency: 85 out of 100
Changelog: 55 out of 100
Marketing site structure: 60 out of 100
Operational trust: 75 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: 30 out of 100
Maintenance: 100 out of 100

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