codesota.com valid
CodeSOTA
Independent benchmarks and model comparisons for AI engineers. We track the state of the art across OCR, speech, code generation, computer vision, and more — with reproducible evaluation and honest reporting.
For agents: CodeSOTA publishes independent AI benchmarks and leaderboards for OCR, speech, code generation and agentic coding tools, with reproducible evaluation.
ai benchmarksleaderboardsocr benchmarkspeech recognitionswe-bench
Their llms.txt
The beginning of the file, from our validated copy saved 2026-10-21T22:52:28.293Z. Cached copy · Source on codesota.com
# CodeSOTA
> Independent benchmarks and model comparisons for AI engineers. We track the state of the art across OCR, speech, code generation, computer vision, and more — with reproducible evaluation and honest reporting.
Every page on this site answers a concrete engineering question (which OCR for handwriting? which TTS for realtime? which coding agent wins SWE-Bench this month?) rather than reacting to press releases. Numbers come from first-party benchmark runs, vendor APIs, and published leaderboards, with methodology disclosed.
## Flagship sections
- [OCR benchmarks and comparisons](https://www.codesota.com/ocr): 30+ OCR models across 7 benchmarks (OmniDocBench, OCRBench v2, olmOCR, CC-OCR, MME-VideoOCR, KITAB, ThaiOCR).
- [Speech AI leaderboard](https://www.codesota.com/speech): STT (Parakeet RNNT, Voxtral, Whisper v3 Turbo, Deepgram Nova-3) and TTS (ElevenLabs, OpenAI, Cartesia, Gradium, Kokoro, F5-TTS, Orpheus).
- [Voice fingerprints](https://www.codesota.com/speech/voice-fingerprints): reproducible DSP pipeline — real mel spectrograms, F0 contours, MFCC, spectral centroid. Same prompt across every model.
- [Agentic coding comparisons](https://www.codesota.com/agentic): Claude Code vs Cursor vs Codex vs Devin vs Aider vs OpenHands vs SWE-agent.
- [SWE-Bench leaderboard](https://www.codesota.com/browse/computer-code/code-generation/swe-bench): the benchmark that actually moves rankings for coding models.
- [Browse by task](https://www.codesota.com/browse): taxonomy covering computer vision, NLP, medical, reasoning, reinforcement learning, time series, audio, multimodal.
## Comparison pages (buyer intent)
- [paddleocr vs tesseract](https://www.codesota.com/ocr/paddleocr-vs-tesseract)
- [docling vs mineru](https://www.codesota.com/ocr/docling-vs-mineru)
- [claude vs gpt-4o OCR](https://www.codesota.com/ocr/claude-vs-gpt4o-ocr)
- [tesseract vs easyocr](https://www.codesota.com/ocr/tesseract-vs-easyocr)
- [best OCR for handwriting](https://www.codesota.com/ocr/best-for-handwriting)
- [best OCR for Python](https://www.codesota.com/ocr/best-for-python)
- [best OCR for invoices](https://www.codesota.com/ocr/best-for-invoices)
- [ElevenLabs vs OpenAI TTS](https://www.codesota.com/speech/elevenlabs-vs-openai-tts)
- [ElevenLabs vs Cartesia](https://www.codesota.com/speech/elevenlabs-vs-cartesia)
- [OpenAI vs Google TTS](https://www.codesota.com/speech/openai-tts-vs-google-tts)
- [best TTS for podcasts](https://www.codesota.com/speech/best-for-podcasts)
- [best TTS for audiobooks](https://www.codesota.com/speech/best-for-audiobooks)
- [best TTS for realtime](https://www.codesota.com/speech/best-for-realtime)
- [best TTS for voice cloning](https://www.codesota.com/speech/best-for-voice-cloning)
- [Claude Code vs Cursor Composer](https://www.codesota.com/agentic/claude-code-vs-cursor-composer)
- [Claude Code vs OpenAI Codex](https://www.codesota.com/agentic/claude-code-vs-codex)
- [Devin vs Claude Code](https://www.codesota.com/agentic/devin-vs-
…
Related sites
Other listed sites in AI and machine learning. See the whole category →
| Domain | Title | Category | Country | Authority | llms.txt | llms-full.txt | Save |
|---|---|---|---|---|---|---|---|
| sourcey.com | Sourcey | interface AI and machine learning AI agents and MCP | 70 | ✓ | ✓ | ||
| gofrantic.com | Frantic | interface AI and machine learning AI agents and MCP | 61 | ✓ | |||
| intellweb.ai | Intellweb | documentation Ecommerce Productivity +3 | US | 61 | ✓ | ✓ | |
| agentwebmap.com | Agent Web Map | interface AI and machine learning AI agents and MCP +1 | FR | 60 | ✓ | ✓ | |
| cloudflare.com | Cloudflare | interface AI and machine learning Cybersecurity +1 | 85 | ✓ | ✓ | ||
| adobe.com | Adobe Tools | transactional AI and machine learning Design +1 | FR | 75 | ✓ | ||
| taboola.com | Taboola.com | documentation AI and machine learning Marketing | 75 | ✓ | ✓ | ||
| opera.com | The Opera browser overview | documentation Infrastructure AI and machine learning +2 | NL | 74 | ✓ |
Machine-readable: GET /v1/resolve?q=codesota.com · GET /v1/domain/codesota.com · this page as Accept: application/json or text/markdown · MCP lookup_domain
Automatically discovered from public files. Inclusion does not imply endorsement or publisher participation.
Own or manage this website?
If you own or manage codesota.com, you can update its listing and review file health, discovery activity and score history.
Manage this listing — optional
What verification unlocks
See how your site is discovered—and control what agents see.
- Control what agents see
Edit your listing description, tags, public contact details and additional llms.txt paths. Publish your terms for automated access, attribution and pricing.
- Make your profile eligible for search
A valid, listed, unblocked, verified profile can appear in our publisher sitemap and become eligible for search-engine visibility. Search engines decide what to index and rank.
- Appear in our llms-full.txt
Eligible verified publishers are listed by name, with their file links and summaries, in the service overview agents can read.
Free. No account registration, backlink or payment required. Public discovery remains available without verification.
Let your coding agent verify it
If your coding agent is authorized to manage this website, paste these instructions into it.
Claim my listing on Agent Web Map for codesota.com:
1. POST https://agentwebmap.com/v1/sites/codesota.com/claims and keep claim_id and claim_secret private.
2. Publish the proof: add the line "AgentWebMap ownership: <token>" (token from step 1) to https://codesota.com/llms.txt, or use the DNS, meta-tag or well-known method the response describes.
3. POST https://agentwebmap.com/v1/sites/codesota.com/verify with {"claim_id": "...", "claim_secret": "..."}.
4. Save the api_key from the answer; it manages the listing (PATCH https://agentwebmap.com/v1/sites/codesota.com).
MCP equivalent: tools begin_ownership_claim, then verify_domain, at https://agentwebmap.com/mcp. Docs: https://agentwebmap.com/docs#verifyCorrections or removal requests: contact the directory.