Tool Reviews

Set up LiteLLM Proxy: config.yaml, virtual keys with budgets, Ollama-to-cloud fallback, Claude Code and OpenAI SDK clients, 2026 CVEs and hardening.

What OpenCode is, how to install it, connect cloud and local models via Ollama, and set up agents, permissions, and MCP. How it compares to Claude Code.

How OpenRouter works: one API for 400+ models, the 5.5% credit fee, provider routing, fallbacks, ZDR, prompt caching, BYOK and billing traps.

The best AI tools for writing code in 2026: Claude Code, OpenAI Codex, Cursor, Copilot, and 7 more tools. Prices, comparison, free plans, and how to choose.

When is a Claude Code subagent worth it? Startup cost and result size from the author's runs, what cuts startup context, model choice, and when subagents hurt.

LM Studio vs Ollama: licenses, MLX on Mac, OpenAI and Anthropic APIs, Claude Code and Codex, headless mode, an M4 Max benchmark, and which to pick.

Claude Code (Anthropic) vs Codex (OpenAI): surfaces, models, sandbox and approvals, MCP, cloud, code review, CI/CD, and pricing, compared in practical detail.

Working Claude Code hooks recipes: events and matchers, exit 2 vs JSON output, PreToolUse guards, Stop gates, notifications, and securing the hooks themselves.

How to run an LLM locally: size models by memory with the weights plus KV cache formula, compare Qwen, Gemma 4 and gpt-oss, licenses, M4 Max tok/s.

What AGENTS.md is, which coding agents read it, and how to pair it with CLAUDE.md: native reading, @import, symlinks, nested files, and size limits.

Install Ollama on macOS, Windows and Linux, pick a model that fits your memory, use the CLI, REST and OpenAI-compatible APIs, and build a Modelfile.

What CLAUDE.md is, where it lives, how it loads and what to put in it: hierarchy, @ imports, the 200-line guideline, .claude/rules, hooks and a template.

A catalog of the best MCP servers: GitHub, PostgreSQL, Notion, Brave Search, Sentry, and 20 more. Categories, npm packages, setup.

How AI is changing finance operations: automated bookkeeping, revenue forecasting, fraud detection, spend management. 25+ tools with prices and implementation cases.

Agent Ecosystem Map, formerly Harness Control Plane, inventories AI coding configs, sessions, usage, remote agents, and provider-owned copies across common tools.

A current Claude Code guide for installation, project instructions, permissions, skills, subagents, MCP servers, worktrees, checkpoints, and locked-down CI.

A slash skill for Claude Code that controls how aggressively the AI challenges your decisions. From silent executor to full devil's advocate.

Real Claude Code failures, three action-hallucination patterns, and shell hooks that verify edits, tests, and command results outside the model.

How we extracted 7 reusable packages from 76 production Edge Functions: error handling, resilience, auth, testing, and more.

Sync MCP server configs across Claude Code, Cursor, Codex, and Gemini with one command. AgentSync CLI: one source of truth, JSON/TOML/MDC conversion, backups.

A source-level audit of Claude Concilium and a safer workflow for parallel AI code review: independent roles, evidence, verification, privacy, and measurable evaluation.

A practical workflow for Claude Code, Codex, Gemini, and Cursor in Flutter projects: repository context, generated files, BuildContext, responsive UI, tests, and MCP.