Integrations

Let every voice, chat, and support agent remember the same customer.

ContextDB is a plain HTTPS API with an MCP endpoint, so it sits behind any agent runtime: voice platforms, support bots, orchestration frameworks, and your data stack. The person who calls your Retell agent today can continue with your Fin bot tomorrow without explaining everything again.

The pattern is always the same: load caller context at session start with recall, gate consequential tool calls with recall_for_action, write what you learned with remember, and close asks with confirm. Four calls, any runtime.

Voice platforms

Add customer memory to any voice agent.

Voice is where memory fails loudest: callers think aloud, change their minds, and reference last week's call. Each guide below ships working integration code.

Retell AI

Custom functions for in-call recall and gating, post-call webhooks for memory writes.

custom function → recall_for_action

LiveKit Agents

Load the caller snapshot on session start, gate bookings inside function tools.

@function_tool → act | ask | abstain

Pipecat

llm.register_function → gate

PyAI

Give PyAI Omni voice agents durable caller memory through a backend tool.

tool endpoint → recall_for_action

Support platforms

Carry customer history into every support conversation.

Intercom Fin

Fin remembers the customer across conversations and checks trusted evidence before credits and plan changes.

Fin action → evidence-gated mutation

Custom support agents

The general pattern for support agents that issue credits and change account state.

recall_for_action before the mutation

Protocols and frameworks

Use the same customer memory from any agent framework.

Model Context Protocol

Coding agents, desktop assistants, and orchestration frameworks get the same scoped tools over MCP, no SDK required.

POST /mcp · tools: remember, recall, gate, confirm

Python and TypeScript

First-party clients for hosted and local use, with the same call shapes in both.

CloudClient · contextdb

Data stack

Bring business data into conversations and send outcomes back.

Snowflake and Databricks

Stream signed decision events into your warehouse for analysis, and load warehouse facts into memory with provenance labels.

webhook → warehouse · batch → remember_many

Postgres, Supabase, Hasura

Keep business records where they are. ContextDB complements your database; it does not replace it.

records stay put · memory adds trust

Connect your first agent today.

The quickstart takes one API key and four calls.

Open the quickstart