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#MCPAI

MCP Server Development

Make your product usable from Claude, ChatGPT and Cursor.

model: custom scope & deployment · contact for quote

~/telemetry/spec
Running
transport
remote_sse_stream
auth
oauth2_1_scoped
api_surface
tools · resources
validation
real_client_tested
Node health0%
○ waitingmeasuring...

~/scope

6 capability modules
01#MCP

Tool and resource design

Your SaaS or internal tool modeled as clean MCP tools and resources an agent can actually use.

  • OpenAPI
  • Schema
  • Versioning
02#SOCKET

Remote server, not localhost

Deployed MCP server with streaming transport, reachable from any client.

  • Deployment
  • CI/CD
  • Run logs
03#SECURE

Auth that clients trust

OAuth 2.1 flows scoped per user, so agents act with least privilege.

  • OAuth 2
  • Scoped access
  • Least privilege
04#BUDGET

Rate limiting and quotas

Per-key limits and usage metering so one agent cannot burn your budget.

  • Rate limits
  • Metering
  • Cost caps
05#TRACE

Testing with real clients

Verified against Claude, ChatGPT and Cursor before docs ship.

  • E2E
  • Contract tests
  • Evaluation
06#SPEC

Docs and listing README

Integration guides and a listing-ready README that pass review.

  • Documentation
  • Onboarding
  • Review-safe

~/stack

all runtimes production-validated

FOUNDATION

TypeScriptPythonNode.js

REASONING

ClaudeChatGPTCursor clients

FRAMEWORK

MCP SDKToolsResources

STATE CONTROL

OAuth 2.1ScopesSessions

BACKEND CORE

Cloudflare WorkersRate limitingAuth

~/process

4-stage execution pipeline
  1. 01SCOPE

    Which actions agents get, and which stay human-only.

    output:Tool surface map
  2. 02ARCHITECT

    Tool schemas, auth model and transport design.

    output:MCP architecture spec
  3. 03EXECUTE

    Build against real clients, not the inspector alone.

    output:Working MCP server
  4. 04HARDEN

    Quotas, logging and listing docs before launch.

    output:Listing-ready release

~/work-case-study

linked to live /work routes
~/work/gpt-guiderTool-using AI tutor

GPT Guider

A tutor that plans with tools and memory behind a cost-capped router, traced end to end.

99.4%Task accuracy
<450msResponse latency
0Uncaught loops
OpenAILangChainNext.jsStreaming
~/action
0+
Years shipping
0+
Products launched
0K+
Users reached
0%
Uptime mindset