Roadmap

How ToolBrain is built — the review pipeline, the comparison database, and the news and guide series we ship for AI beginners.

Updated September 20, 2026 · Statuses: Now / Next / Later — no fake dates

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Items Tracked
0
Published Reviews
0
Tools in Comparison DB
0
Dev Tools Shipped
0
Bucket
Dev status

Review Pipeline

Live · Updated daily Suggest a tool for review →
Planned 5
AI Red Teaming Showdown Planned
Comparison
ETA: Later
What Is an AI Agent? Tools Planned
Comparison
ETA: Later
AI Coding Agents Planned
Comparison
ETA: Later
GLM-5.3-CYBERSECURITY-FP8 Planned
Tool Review
ETA: Later
Swift-Qwen3.8-27b Planned
Tool Review
ETA: Later
Researching 0
Testing 0
Writing 0
Published 12
Cursor 9.2/10 Ponytail 8.8/10 Midjourney 8.6/10 Ollama 8.6/10 Windsurf 8.6/10 Brave Leo AI 8.5/10 CodeRabbit 8.4/10 Firecrawl 8.4/10 Fish Audio 8.4/10 Impeccable 8.4/10 Langfuse 8.4/10 Stable Diffusion 8.4/10 View all 113 reviews →

Comparison Database

127 tools tracked · 28 categories Browse all 127 comparisons →
AI Agent 22/25 active
AI Coding Assistant 10/15 upcoming
LLM 7/10 active
AI Evaluation 6/10 upcoming
AI Video Generator 6/10 upcoming
AI App Builder 5/10 upcoming
AI Code Review 5/10 upcoming
AI Image Generation 5/10 upcoming
AI Meeting Assistant 5/10 upcoming
AI Music Generation 5/10 upcoming
AI Search 5/10 upcoming
AI Text-to-Speech 5/10 upcoming
AI Voice Agents 5/10 upcoming
AI Website Builder 5/10 upcoming
AI Writing Assistant 5/10 upcoming
Inference Providers 5/10 upcoming
AI Coding IDE 4/5 active
Terminal 3/5 upcoming
Web Scraping & Anti-Detection 3/5 upcoming
AI Agent Skill 2/5 upcoming
Local LLM 2/5 upcoming
AI Creative Assistant 1/5 upcoming
AI Data Analysis 1/5 upcoming
AI Presentation 1/5 upcoming
AI Research Tool 1/5 upcoming
AI Trading 1/5 upcoming
Internal Tool Builder 1/5 upcoming
Self-Hosted PaaS 1/5 upcoming

Recently added

Qodo · AI Code ReviewGreptile · AI Code ReviewDurable · AI Website BuilderVapi · AI Voice AgentsCodeRabbit · AI Code Review

Next up

  • 5 more Inference Providers tools — growing Inference Providers toward 10 tools
  • 5 more AI Writing Assistant tools — growing AI Writing Assistant toward 10 tools
  • 5 more AI Website Builder tools — growing AI Website Builder toward 10 tools

Fresh comparison deep-dives

News & Briefings

Daily coverage, weekly synthesis Read today’s briefing →
Daily briefing
Mon–Fri
Weekly roundup
Saturday
Multi-agent review
Sunday

Beginner Guide Series

Foundational learning for every AI tool user

MCP 101 In progress

Model Context Protocol from zero — what it is and how to use it.

AI Agents Complete

What agents are, how they work, and how beginners get started.

Claude Code Complete

Deep dives into Claude Code, from first setup to advanced workflows.

Prompt Security In progress

Keeping your prompts and agents safe from injection attacks.

Tools We’re Building

Internal dev tools, shipped publicly · 8 of 14 live
Shipped 8
Context Calculator Live
Estimate context window usage.
Open tool →
JSON Formatter Live
Format and validate JSON fast.
Open tool →
Prompt Eval Arena Live
A/B test prompt performance.
Open tool →
Prompt Optimizer Live
Rewrite prompts for better results.
Open tool →
Prompt Version Diff Live
Diff two versions of a prompt.
Open tool →
Repo Prompt Generator Live
Build repo-context prompts.
Open tool →
Token Counter Live
Count tokens in any prompt.
Open tool →
Variable Extractor Live
Pull variables out of prompt templates.
Open tool →
In Progress 4
MCP Server Generator WIP
Scaffold MCP servers from config.
No live page yet
Agent Workflow Designer WIP
Visually design agent workflows.
No live page yet
Tool Registry Browser WIP
Browse the MCP tool registry.
No live page yet
Prompt Template Library WIP
Reusable prompt templates.
No live page yet
Planned 2
API Key Checker Planned
Validate provider API keys.
No live page yet
Markdown Preview Planned
Live markdown rendering.
No live page yet

See something missing? Tell us what to review or build next.

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