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Tools we tested
Every tool here was used on a real task before we wrote a word. Featured listings are paid and marked. Verdicts are ours and are not for sale.
6 tools · Agent framework · Browser automation · Workflow automation · Observability
Graph-based orchestration for stateful, multi-step agents. Steep learning curve, but the checkpointing and human-in-the-loop support are the best we've used.
- Verdict
- Recommended for production agents
- Rating
- ●●●●◐
- Pricing
- Open source; paid cloud platform
- Tested
- 2026-10
Role-based multi-agent crews with a friendly API. Fast to prototype, but debugging long runs takes patience.
- Verdict
- Good for prototypes and demos
- Rating
- ●●●●○
- Pricing
- Open source; paid enterprise
- Tested
- 2026-10
Anthropic's SDK for building agents with tool use, file access and subagents. Opinionated, and the defaults are sensible.
- Verdict
- Recommended if you're on Claude
- Rating
- ●●●●◐
- Pricing
- Free SDK; pay per token
- Tested
- 2026-11
Lets an LLM drive a real browser. Works well on simple forms; struggles on sites with heavy anti-bot measures.
- Verdict
- Useful with supervision
- Rating
- ●●●◐○
- Pricing
- Open source; paid cloud
- Tested
- 2026-09
No. 05
Workflow automation
Visual workflow builder with AI agent nodes. The best option when non-developers need to own the automation.
- Verdict
- Recommended for ops teams
- Rating
- ●●●●○
- Pricing
- Free self-hosted; cloud from $20/mo
- Tested
- 2026-10
Open-source tracing and evals for LLM apps. Easy to add, and the trace view makes agent loops much easier to debug.
- Verdict
- Recommended
- Rating
- ●●●●◐
- Pricing
- Free self-hosted; cloud free tier
- Tested
- 2026-11
Labs now ship fast, cheap model tiers alongside flagships. A practical framework for routing agent steps across GPT-6.1 Terra, Gemini 4 Carbon and top models.
By Dipak Bhosale

Perplexity Teammates are persistent agents that keep working between prompts. What they do, what they cost, who should pay, and what to check first.
By Dipak Bhosale

The Stack Overflow 2026 Developer Survey puts Claude Code and GitHub Copilot ahead, but 30,903 developers also say trust is conditional. Here is how to read it.
By Dipak Bhosale

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