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Author

Sheela

Reviews MCP servers and GitHub repos for ReviewRamble. 220 reviews and 10 blog posts so far.

MCP Servers 86

GitHub Repos 134

Blog posts 10

Agent Frameworks & Automation ·

Securing your coding agent: the five layers, and which tools actually block anything

Most AI agent security tools only advise. How to stack a sandbox, a command guard, review skills, install scanners and a CI gate, with 11 tools rated.

Agent Frameworks & Automation ·

State of MCP servers, Q4 2026: mostly hosted, mostly one-off

We counted 7,367 servers in the official MCP registry and read our 78 reviews for patterns. Most listings are hosted endpoints from one-server publishers, and the risks sit in defaults.

Coding ·

Superpowers, Agent Skills, Pocock or ECC? Choosing a discipline for Claude Code

Four skill packs promise to make coding agents plan, test and review before they ship. They disagree on who should be in charge. Our verdict on each, and how to choose.

Agent Frameworks & Automation ·

Decision models, explained: Jev, Laya and the rise of System One AI

Decision models return a typed choice, score or yes/no with probabilities instead of text. What they are, where they fit in an agent, the main options and their licences, and why the benchmarks deserve suspicion.

Coding ·

Better context, not more: pointing a coding agent at the right code

Dumping a repository into a prompt stops working as codebases grow. Packers, maps, semantic search and code graphs each solve part of the problem. Which to use, and when.

Agent Frameworks & Automation ·

Beyond GitHub and Playwright: 18 MCP servers that earn their place

The interesting MCP servers connect agents to code graphs, databases, inboxes, homes and disassemblers. Each comes with a catch; here is what it is.

Productivity ·

Google Gemini vs ChatGPT (Free): Which AI Assistant Actually Wins in 2026?

Overview What Are We Actually Comparing? Two AI giants, both free, both powerful — but…

Productivity ·

Replit AI, Explained (Without the Hype)

What Is It? Replit AI is Replit’s built‑in, browser-native coding copilot: code generation, autocomplete, chat-based…

Coding ·

Gemini CLI – Google’s AI for Devs Who Hate GUIs

What Is It? Gemini CLI is Google’s open-source AI agent designed for developers who live…

Coding ·

Git Good with Claude Code

What Is It? Claude Code is Anthropic’s answer to the coder’s cry for help—a next-gen,…