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Every AI tool, scored on evidence

We score against a published rubric and show our working. A desk review cannot exceed 8.5 out of 10, and no commercial relationship moves a tool up the list.

  • 261Tools listed
  • 253Scored
  • 55Open source
  • 22Categories

Highest rated right now

Full rankings →

Top of each bucket, by our score. Affiliate relationships are excluded from this ordering.

AI agentsSee all →
  1. 1 LangChain 8.4
  2. 2 ECC 8.1
  3. 3 Browser Use 8.0
  4. 4 Gemini CLI 7.8
  5. 5 Langflow 7.8
  6. 6 Claude Mem 7.8
  7. 7 OpenHands 7.7
  8. 8 Firecrawl ● 7.7
  9. 9 DeepSeek Harness 7.7
  10. 10 LlamaIndex 7.6
Open sourceSee all →
  1. 1 Transformers 7.9
  2. 2 MoneyPrinterTurbo 7.8
  3. 3 Crawl4AI 7.7
  4. 4 Ultralytics 7.7
  5. 5 GPT4Free 7.7
  6. 6 Context7 7.7
  7. 7 ScrapeGraphAI 7.6
  8. 8 Netdata 7.6
  9. 9 Tesseract 7.6
  10. 10 Hermes Agent 7.6
Voice generationSee all →
  1. 1 ElevenLabs 8.5
  2. 2 Unsloth 7.3
  3. 3 Jace 5.8
  4. 4 Wispr Flow 5.7
  5. 5 Descript 5.5
  6. 6 Krisp 5.2
  7. 7 Superwhisper 5.0
  8. 8 Otter.ai 4.8
  9. 9 Murf AI 4.2
  10. 10 HeyGen 4.2
AI codingSee all →
  1. 1 Ponytail 7.2
  2. 2 RTK 6.8
  3. 3 Context.dev 6.5
  4. 4 Zernio 6.5
  5. 5 Daytona 6.2
  6. 6 Chipp 4.3
  7. 7 GitHub Copilot 4.2
  8. 8 CodeRabbit 3.9
  9. 9 Tabnine 2.2
  10. 10 Phind 0.0

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