Cohere

Cohere Reference MCP server

Cohere Reference MCP server

Cohere Reference MCP server

for Claude, ChatGPT, Cursor and your own agents

for Claude, ChatGPT, Cursor and your own agents

for Claude, ChatGPT, Cursor and your own agents

Expose Cohere Reference to Claude, ChatGPT, Cursor or your own agents as a governed MCP server, even if the vendor doesnโ€™t ship one. Mindflow turns every API operation into an MCP tool and keeps the connector current when the API changes. The MCP Gateway sits between your AI clients and your data, with scoped access, human approval before sensitive writes and a record of every call.

Expose Cohere Reference to Claude, ChatGPT, Cursor or your own agents as a governed MCP server, even if the vendor doesnโ€™t ship one. Mindflow turns every API operation into an MCP tool and keeps the connector current when the API changes. The MCP Gateway sits between your AI clients and your data, with scoped access, human approval before sensitive writes and a record of every call.

23

operation

s

available

Complete and up-to-date endpoint coverage by Mindflow.

23

operation

s

available

Complete and up-to-date endpoint coverage by Mindflow.

23

operation

s

available

Complete and up-to-date endpoint coverage by Mindflow.

Our customers scale automation with security built in.

Tools exposed by this MCP server

Every Cohere Reference operation, as an MCP tool

Every Cohere Reference operation, as an MCP tool

Each API operation becomes a tool your AI client can call. You decide which ones: allow reads, require approval before sensitive writes and block the rest. A few of the most used:

  • Cohere Reference

    Cohere Reference

    Cancel an embed job

    Cancel an embed job

  • Cohere Reference

    Cohere Reference

    Chat (beta)

    Chat (beta)

  • Cohere Reference

    Cohere Reference

    Create a connector

    Create a connector

  • Cohere Reference

    Cohere Reference

    Create a dataset

    Create a dataset

  • Cohere Reference

    Cohere Reference

    Create an embed job

    Create an embed job

  • Cohere Reference

    Cohere Reference

    Delete a dataset

    Delete a dataset

  • Cohere Reference

    Cohere Reference

    Embed

    Embed

  • Cohere Reference

    Cohere Reference

    Fetch an embed job

    Fetch an embed job

  • Cohere Reference

    Cohere Reference

    Generate

    Generate

  • Cohere Reference

    Cohere Reference

    Get a connector

    Get a connector

  • Cohere Reference

    Cohere Reference

    Get a dataset

    Get a dataset

  • Cohere Reference

    Cohere Reference

    List connectors

    List connectors

  • Cohere Reference

    Cohere Reference

    List datasets

    List datasets

  • Cohere Reference

    Cohere Reference

    List embed jobs

    List embed jobs

  • Cohere Reference

    Cohere Reference

    Update a connector

    Update a connector

  • Cohere Reference

    Cancel an embed job

  • Cohere Reference

    Chat (beta)

  • Cohere Reference

    Create a connector

  • Cohere Reference

    Create a dataset

  • Cohere Reference

    Create an embed job

  • Cohere Reference

    Delete a dataset

  • Cohere Reference

    Embed

  • Cohere Reference

    Fetch an embed job

  • Cohere Reference

    Generate

  • Cohere Reference

    Get a connector

  • Cohere Reference

    Get a dataset

  • Cohere Reference

    List connectors

  • Cohere Reference

    List datasets

  • Cohere Reference

    List embed jobs

  • Cohere Reference

    Update a connector

  • Cohere Reference

    Cohere Reference

    Update a connector

    Update a connector

  • Cohere Reference

    Cohere Reference

    List embed jobs

    List embed jobs

  • Cohere Reference

    Cohere Reference

    List datasets

    List datasets

  • Cohere Reference

    Cohere Reference

    List connectors

    List connectors

  • Cohere Reference

    Cohere Reference

    Get a dataset

    Get a dataset

  • Cohere Reference

    Cohere Reference

    Get a connector

    Get a connector

  • Cohere Reference

    Cohere Reference

    Generate

    Generate

  • Cohere Reference

    Cohere Reference

    Fetch an embed job

    Fetch an embed job

  • Cohere Reference

    Cohere Reference

    Embed

    Embed

  • Cohere Reference

    Cohere Reference

    Delete a dataset

    Delete a dataset

  • Cohere Reference

    Cohere Reference

    Create an embed job

    Create an embed job

  • Cohere Reference

    Cohere Reference

    Create a dataset

    Create a dataset

  • Cohere Reference

    Cohere Reference

    Create a connector

    Create a connector

  • Cohere Reference

    Cohere Reference

    Chat (beta)

    Chat (beta)

  • Cohere Reference

    Cohere Reference

    Cancel an embed job

    Cancel an embed job

  • Cohere Reference

    Update a connector

  • Cohere Reference

    List embed jobs

  • Cohere Reference

    List datasets

  • Cohere Reference

    List connectors

  • Cohere Reference

    Get a dataset

  • Cohere Reference

    Get a connector

  • Cohere Reference

    Generate

  • Cohere Reference

    Fetch an embed job

  • Cohere Reference

    Embed

  • Cohere Reference

    Delete a dataset

  • Cohere Reference

    Create an embed job

  • Cohere Reference

    Create a dataset

  • Cohere Reference

    Create a connector

  • Cohere Reference

    Chat (beta)

  • Cohere Reference

    Cancel an embed job

Connect Cohere Reference to your AI client in three steps.

01

Connect the service

Add Cohere Reference in Mindflow with its credentials. They stay in Mindflow and never reach the AI client.

02

Choose the tools

Pick the operations each AI client may call. Allow reads, require approval before sensitive writes and block the rest.

03

Connect your AI client

Point Claude, ChatGPT, Cursor or your own agent to your MCP Gateway endpoint, then check real calls in the audit log.

Use cases

Use cases

What your AI agents can do with Cohere Reference

What your AI agents can do with Cohere Reference

AI clients

Mindflow

Cohere Reference

โ†’ Automate dataset lifecycle management to reduce manual overhead; the system creates, updates, and deletes datasets seamlessly via the Cohere API.  โ†’ Streamline embedding workflows by orchestrating embed job creation, fetching results, and cancellation to enhance semantic search and recommendation engines.  โ†’ Enable automated text generation, classification, and summarization by leveraging Cohere's AI endpoints to support content creation and data analysis tasks.

โ†’ Automate dataset lifecycle management to reduce manual overhead; the system creates, updates, and deletes datasets seamlessly via the Cohere API.  โ†’ Streamline embedding workflows by orchestrating embed job creation, fetching results, and cancellation to enhance semantic search and recommendation engines.  โ†’ Enable automated text generation, classification, and summarization by leveraging Cohere's AI endpoints to support content creation and data analysis tasks.

Every call goes through one governed endpoint.

Every call goes through one governed endpoint.

Your AI clients get access. You keep control.

Your AI clients get access. You keep control.

Every call to Cohere Reference goes through the Mindflow MCP Gateway. The same policies apply to every AI client: role-based access by team and environment, scoped credentials that never reach the client, human approval before sensitive writes, and a log of every call you can export to your SIEM.

Every call to Cohere Reference goes through the Mindflow MCP Gateway. The same policies apply to every AI client: role-based access by team and environment, scoped credentials that never reach the client, human approval before sensitive writes, and a log of every call you can export to your SIEM.

Cohere Reference MCP server

Live

RBAC ยท SecOps

Scoped credentials

Audit log

Cancel an embed job

Allowed

Chat (beta)

Allowed

Create a connector

Needs approval

Create a dataset

Blocked

Every call logged ยท Export to SIEM

Put this MCP server to work.

Bring one AI client and the tools it needs. Weโ€™ll show you the setup in Mindflow, from scoped access to the audit log.

Put this MCP server to work.

Bring one AI client and the tools it needs. Weโ€™ll show you the setup in Mindflow, from scoped access to the audit log.

Less busywork. More possibility.

Let your agents handle the routine. Make room for what comes next.

Automation intelligence, delivered monthly.

Product releases, automation playbooks, and security research โ€” straight to your inbox. No spam, unsubscribe anytime.

ยฉ 2026 Mindflow โ€” All rights reserved.

SOC 2 Type II
ISO 27001
GDPR
France 2030
Bpifrance
รŽle-de-France

Less busywork. More possibility.

Let your agents handle the routine. Make room for what comes next.

Automation intelligence, delivered monthly.

Product releases, automation playbooks, and security research โ€” straight to your inbox. No spam, unsubscribe anytime.

ยฉ 2026 Mindflow โ€” All rights reserved.

SOC 2 Type II
ISO 27001
GDPR
France 2030
Bpifrance
รŽle-de-France

Less busywork. More possibility.

Let your agents handle the routine. Make room for what comes next.

Automation intelligence, delivered monthly.

Product releases, automation playbooks, and security research โ€” straight to your inbox. No spam, unsubscribe anytime.

ยฉ 2026 Mindflow โ€” All rights reserved.

SOC 2 Type II
ISO 27001
GDPR
France 2030
Bpifrance
รŽle-de-France