Updated October 2026
AI, reviewed.
What to use in AI, what to skip, and why.
Independent, sourced reviews of AI tools, models, MCP servers and open-source projects. Every verdict is priced and dated.
By Andrew Miller and Sheela · No affiliate commissions · How we review
167
AI Tools reviewed
129
AI Models reviewed
+ 622 more listed
92
MCP Servers reviewed
+ 7,365 more listed
164
GitHub Repos reviewed
+ 2,518 more listed
552 independent reviews and 11,057 AI tools, models, MCP servers and repos in one place. Every review shows real prices and the date we checked. Plus 2,377 AI startups.
Best AI for…
Every job, rankedBrowse by category
New · Interactive
The AI stack, end to end
One pipeline, left to right: ingestion, chunking, embeddings, vector databases, routing, models, inference, deployment, guardrails and security, with the tools for every step.
Explore the map →Latest analysis
All posts
Agent Frameworks & Automation ·
Always-on AI agents compared: OpenAI dots, Claude Duet, Meta Muse and Grok Bot
Four agents that work on their own cloud computer while you are away. What each costs, what it can touch, how it asks permission, and the biggest risk with each.
Open Source Gems
OCR in Rust: ten open-source engines compared, and which to use for what
Agent Frameworks & Automation
Securing your coding agent: the five layers, and which tools actually block anything
AI This Week
AI this week: invented answers, AI doctors, a free AI school
Agent Frameworks & Automation
State of MCP servers, Q4 2026: mostly hosted, mostly one-off
Just reviewed
More recent reviewsThe best-reviewed tools
All toolsModels, ranked
All models| Model | Made by | Type | Open weights | Rating |
|---|---|---|---|---|
| Claude Opus 5.5 | Anthropic | General purpose | No | 4.7/5 |
| Eleven v4 and v4 Turbo | ElevenLabs | Text to speech | No | 4.7/5 |
| GPT Image 2.5 (Flare and Sunburst) | OpenAI | Image generation | No | 4.7/5 |
| Claude Sonnet 5.5 | Anthropic | General purpose | No | 4.6/5 |
| GPT-6.1 Sol | OpenAI | General purpose | No | 4.6/5 |
| Nano Banana 2.1 | Image generation | No | 4.6/5 | |
| Voyage rerank-3 | Voyage AI (MongoDB) | Embeddings & reranking | No | 4.6/5 |
| Claude Haiku 5.5 | Anthropic | General purpose | No | 4.5/5 |
MCP servers worth installing
All MCP serversMCP servers let assistants such as Claude, ChatGPT and Cursor reach into other apps and data. These are the ones that earn a place in your setup, and the permissions each one asks for.