Daphnis Labs

Connect AI assistantsthrough your ownMCP server.

Expose a documented set of capabilities across compatible clients.

Relevant technologies

  • MCP
  • TypeScript
  • Python
  • Node.js
  • REST
  • Docker
All technologies

What Can We Expose?

Explore services
  • Record Lookups

  • File Context

  • Workflow Triggers

  • Reporting Queries

  • Developer Utilities

  • Reusable Prompts

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What You Actually Get

  1. Server Source
  2. Capability Catalogue
  3. Tool Schemas
  4. System Adapters
  5. Authorization Configuration
  6. Client Compatibility Tests
  7. Request Logs
  8. Deployment Runbook
  • Server Source
  • Capability Catalogue
  • Tool Schemas
  • System Adapters
  • Authorization Configuration
  • Client Compatibility Tests
  • Request Logs
  • Deployment Runbook

Ask about an order. Read the actual record.

Illustrative animation · Sample scenario
Read this example

Where is order #1042?

  1. A structured request. orders.get({ id: "1042" }) scope: orders:read Checking caller access.
  2. The tool responds. status: "packed" carrier: "collection pending" updated: "09:41" Read-only result.
  3. A useful answer. Your parcel is packed and waiting for carrier collection. No order changes made.

A scoped tool returns order facts without granting permission to change the order.

Scripted illustration using sample information, not a client case study or a live system.

What Does It Take to Build?

Get a custom estimate
  • Pilot

    • One connected system
    • A small tool set
    • One target client
    Get an Estimate
  • Recommended

    Production

    • Multiple capabilities
    • Remote or local transport
    • Agreed client compatibility
    Plan My MCP Server
  • Enterprise

    • Several servers or teams
    • Custom identity requirements
    • Version migration support
    • Ongoing operations
    Talk to Us
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Founded in
2013
Projects delivered
550+
Client countries
43+
Global offices
3

Engineering teamsNew Delhi · Kuala Lumpur · Dubai

ProofCase studies

StackTechnologies we build with

FAQs

What is MCP?

Model Context Protocol standardises how compatible clients discover and use capabilities exposed by a server. Those capabilities can include tools, resources and prompt templates.

Will every assistant support the same features?

No. Clients support different protocol capabilities and interaction patterns. We agree the target clients and test the required features against them.

Can the server wrap an existing API?

Yes. We define the exposed operations and schemas, then adapt them to the existing API. Business authorization and validation still belong at the appropriate system boundaries.

Should the server run locally or remotely?

Local deployment can suit individual desktop workflows. A remote server can serve multiple clients and needs a suitable identity, transport and hosting design. We choose based on the intended users and systems.

Where does approval happen?

Sensitive operations need a designed approval flow across the client, server and target system. A protocol connection or tool description alone does not provide approval enforcement.

How are protocol changes handled?

We document the supported protocol and client versions, keep compatibility tests and plan upgrades around the features your clients actually use.

Which capability should your clients call?

Bring the target assistants, an API description and the first operation to expose.

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