Equip your AI to work
with sensitive systems

Coral is the trusted execution layer for agents.
Set more precise permissions and give agents approved
workflows that work faster, with fewer tokens.

Book a demo

Without Coral

High-risk scopes: 0
Fact accuracy: 0/5
Token cost: $0.00
Execution speed: 0s

Open support bugs

Write a message…

Opus 5 High

With Coral

High-risk scopes: 0
Fact accuracy: 0/5
Token cost: $0.00
Execution speed: 0s

Open support bugs

Write a message…

Opus 5 High

Used by thousands of developers from 450+ companies, including

Why Coral?

Coral outperforms MCP gateways
on safety, speed and efficiency

MCP gateway

Coral

Permission controls

MCP gateway

Manages access but not specific actions. Results in huge tool lists and over-scoped permissions.

Coral

Control rules for actions: Specify operations and code workflows with defined arguments.

Execution speed and efficiency

MCP gateway

Agents waste time and tokens relearning how to complete a task.

Coral

Reusable workflows enable faster, more efficient tool calls that win benchmarks.

Permissions

Control what your agents can do, not just what they can reach

Connect your providers to workspace groups of employees and agents. Agents then write programs from Coral operations and saved workflows, and Coral runs the provider API calls in an isolated sandbox. You decide what is permitted with rules for operations and specific, editable workflows.

Accountability

Control how your agents escalate to human operators for approval

Set precise rules for operations and saved workflows that can only be used with per-instance human approval. Users can approve actions directly in the UI of agents such as Claude and Codex. Approvals are also logged in Coral.

Needs your action

Refund the duplicate charge for Northwind?
stripe.refunds.create
DenyApproveReview
Issue a credit note for invoice INV-2048?
xero.credit_notes.create
DenyApproveReview
Tell Northwind the refund is on its way?
gmail.messages.send
DenyApproveReview

Your recent activity

TimeRecordDuration

09:38:00Triage new support tickets against open Linear bugs46.0s
09:31:00Summarize Northwind before the renewal call9.0s
09:24:00List unpaid invoices past their due date21.0s
09:17:00Find the HubSpot owner for each new signup2m 14s

Saved workflows

Every agent run feeds an intelligence loop that makes all your agents smarter

Coral gives agents shared memory of procedures, not just facts. It builds a library of proven tool-calling workflows and metadata that all your agents can reuse and add to, which improves token efficiency and accuracy. You own and control this data.

support.customerSnapshot

Summarize one customer: plan, open invoices, recent refunds, owner, and open bugs. Input: { email: string }.

coral.functions.support.customerSnapshot

Last saved 2h ago

Declaration

declare const _default: (input: { email: string }) => Promise<{
  plan: string;
  openInvoices: { id: string; due: number }[];
  recentRefunds: number;
  owner: string;
  openBugs: string[];
}>;
export default _default;

Source

export default async function customerSnapshot({ email }: { email: string }) {
  const stripe = coral.providers.stripe
  const [customer] = (await stripe.customers.list({ email })).data
  const domain = email.split('@')[1]

  const [invoices, refunds, owner, bugs] = await Promise.all([
    stripe.invoices.list({ customer: customer.id, status: 'open' }),
    coral.functions.hubspot.accountOwner({ domain }),
  ])

Integrations

Works instantly with thousands of agents, tools and databases, and extends to more

Any chatbot or agent, including

Claude

ChatGPT

Codex

Copilot

Cursor

Gemini

5,000+ databases and SaaS tools, including

AWS

Databricks

Datadog

GitHub

Google Cloud

Google Docs

IBM

Jira

Microsoft Teams

MongoDB

MySQL

Oracle

PostgreSQL

Salesforce

ServiceNow

Slack

Snowflake

SQLite

Benchmarks

Coral uplifts enterprise tool-call performance
for every major LLM

Agents with direct MCPs vs agents with Coral

Claude, Copilot, ChatGPT, Codex: they all use tools more accurately and cost efficiently with Coral.

Agents with MCP gateways vs agents with Coral

Coral improves accuracy and cost efficiency far beyond MCP gateways.

Blind benchmarks of 100 enterprise tasks run on 15 October 2026 using the same agents and data sources (GitHub, Slack, Linear, Notion).

Use cases

Coral unlocks agent power users
across your organization

Hundreds of agent use cases have safer, more effective tool execution with Coral, including:

AI SRE
Agent investigates alerts. Saved workflows safely permit it to roll back specified services.
AI TechOps
Agent can provision accounts using approved roles, systems and expiries.
Customer Support
Agent can safely issue refunds with precisely defined escalation scenarios.
Business Intelligence
Saved workflows aggregate warehouse, CRM and billing data before passing metrics to the agent.
AI SecOps
Agent uses saved workflows to isolate devices within approved groups.
Transaction Analysis
Saved workflows reconcile payments across systems, returning only discrepancies to the context window.
AI RevOps
Reusable workflows for CRM deduplication and lead routing reduce token costs.
Deal Desk
Combine discount policy, billing, tickets, and CRM data, then draft a proposal for human approval with audit trail.

Custom models

Coral Sailfish: Open-weights models for super-efficient enterprise tool calls

As agents use Coral they create trace and workflow data that can post-train open-weights models. Sailfish is a new family of models we’ve trained that substantially outperform their base models at real-world interactions with enterprise systems. Coral customers can create their own sovereign models in the same way, optimized for their unique data and systems.

Coral Sailfish 1 vs Qwen 3.6 35B A3B

Benchmarked on 34 enterprise tool-call tasks

Accuracy: +300%
Speed*: +15%
Cost**: -75%

*Speed subject to self-hosting architecture

**Cost at high scale and utilization

Get started in minutes

Coral is open source under Apache 2.0. Connect your first provider, try an agent task, then ask your agent to create a saved workflow.

Download Coral Explore the docs Community

GitHub

Developer FAQ

: Wrappers solve one source at a time. Coral centralizes auth, schema understanding, workflow memory and more, once, for all agents.
: MCP provides a standard for connecting AI tools to external systems. Coral is software that sits between your agents and your data sources, adding permission controls and efficiency optimizations. You can use MCP to connect agents and data source providers to Coral.
: Coral reads live data from source APIs. It has a small local database with metadata that helps agents understand where and how to find live data. Coral also locally retains execution evidence, including source snapshots and invocation arguments. When you self-host Coral, there is zero data egress to us.
: No. Coral connects directly to your existing SaaS APIs and databases. There’s no ETL pipeline, no data migration, and no warehouse required. Your data stays where it is.
: No. Coral is a tool execution layer, not an agent framework. It provides a single connection that any agent, regardless of framework, can use to access governed capabilities across your systems. Because this layer sits outside the agent framework, its controls and optimizations aren’t tied to one model or agent vendor.
: No. Coral runs locally on your machine or infrastructure. Your data never leaves your environment. Queries are executed against your sources directly and results stay on your infrastructure. Coral is ISO/IEC 27001:2022 certified.

Equip your AI to work with sensitive systems

Without Coral

With Coral

Coral outperforms MCP gateways on safety, speed and efficiency

Control what your agents can do, not just what they can reach

Control how your agents escalate to human operators for approval

Every agent run feeds an intelligence loop that makes all your agents smarter

Works instantly with thousands of agents, tools and databases, and extends to more

Coral uplifts enterprise tool-call performance for every major LLM

Coral unlocks agent power users across your organization

Coral Sailfish: Open-weights models for super-efficient enterprise tool calls

Get started in minutes

Developer FAQ

Equip your AI to work
with sensitive systems

Coral outperforms MCP gateways
on safety, speed and efficiency

Coral uplifts enterprise tool-call performance
for every major LLM

Coral unlocks agent power users
across your organization