Build an AI Workflow with MCP: A Small, Testable Python Example
Build a local MCP tool, call it from a Python client, and verify its boundaries before connecting a model or a production system.
8 min read
AI tools, with the details.
Comparisons, setup guides, and software decisions for independent developers and small teams.
From the library
All articlesAI Coding Tools for Solo Developers: A Task-Based Shortlist
A practical shortlist for repository exploration, feature work, and code review, with a small trial you can run before subscribing.
AI API Platforms: A Developer’s Evaluation Checklist
Choose an AI API around your workload, failure handling, data boundaries, and cost per accepted result—not a model leaderboard.
A Lean SaaS Stack for Indie Founders: What to Add, and When
Build a stack in stages: ship a useful product, protect customer data, then add automation and observability when specific problems justify them.
A Practical AI Code Review Workflow for Small Teams
Give AI reviewers a bounded diff, repository rules, and a finding format, then verify the issues before a human merge decision.
How to Choose an AI Coding Assistant: A Practical Evaluation
Evaluate AI coding assistants with a repeatable task, acceptance criteria, and a downloadable worksheet. Compare correctness, review effort, and cost.
How to Design a Reliable AI Workflow for a Small Team
Design an AI workflow with clear inputs, review gates, retries, and failure cases. Includes a support-reply example and a downloadable pilot checklist.
Your AI stack costs more than a subscription.
A simple framework for thinking about usage, integration, maintenance, and the cost of switching.
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About NextAITime
We cover AI coding, automation, and the software behind small teams. Comparisons link to their sources. Tutorials explain the example and its limits.
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