# Send SOTA Tracker (Claw) to your agent Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually. ## Fast path - Download the package from Yavira. - Extract it into a folder your agent can access. - Paste one of the prompts below and point your agent at the extracted folder. ## Suggested prompts ### New install ```text I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Then review README.md for any prerequisites, environment setup, or post-install checks. Tell me what you changed and call out any manual steps you could not complete. ``` ### Upgrade existing ```text I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run. ``` ## Machine-readable fields ```json { "schemaVersion": "1.0", "item": { "slug": "sota-tracker-claw", "name": "SOTA Tracker (Claw)", "source": "tencent", "type": "skill", "category": "开发工具", "sourceUrl": "https://clawhub.ai/romancircus/sota-tracker-claw", "canonicalUrl": "https://clawhub.ai/romancircus/sota-tracker-claw", "targetPlatform": "OpenClaw" }, "install": { "downloadUrl": "/downloads/sota-tracker-claw", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=sota-tracker-claw", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "BACKLOG.md", "CHANGELOG.md", "CLAUDE.md", "CONTRIBUTING.md", "EVALUATION.md", "README.md" ], "downloadMode": "redirect", "sourceHealth": { "source": "tencent", "slug": "sota-tracker-claw", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-05-08T09:27:29.245Z", "expiresAt": "2026-05-15T09:27:29.245Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=sota-tracker-claw", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=sota-tracker-claw", "contentDisposition": "attachment; filename=\"sota-tracker-claw-1.0.1.zip\"", "redirectLocation": null, "bodySnippet": null, "slug": "sota-tracker-claw" }, "scope": "item", "summary": "Item download looks usable.", "detail": "Yavira can redirect you to the upstream package for this item.", "primaryActionLabel": "Download for OpenClaw", "primaryActionHref": "/downloads/sota-tracker-claw" }, "validation": { "installChecklist": [ "Use the Yavira download entry.", "Review SKILL.md after the package is downloaded.", "Confirm the extracted package contains the expected setup assets." ], "postInstallChecks": [ "Confirm the extracted package includes the expected docs or setup files.", "Validate the skill or prompts are available in your target agent workspace.", "Capture any manual follow-up steps the agent could not complete." ] } }, "links": { "detailUrl": "https://openagent3.xyz/skills/sota-tracker-claw", "downloadUrl": "https://openagent3.xyz/downloads/sota-tracker-claw", "agentUrl": "https://openagent3.xyz/skills/sota-tracker-claw/agent", "manifestUrl": "https://openagent3.xyz/skills/sota-tracker-claw/agent.json", "briefUrl": "https://openagent3.xyz/skills/sota-tracker-claw/agent.md" } } ``` ## Documentation ### SOTA Tracker The definitive open-source database of State-of-the-Art AI models. Auto-updated daily from LMArena, Artificial Analysis, and HuggingFace. ### Why This Exists AI models are released weekly. Keeping track is impossible. This project: Curates authoritative data - LMArena Elo rankings, manual curation for video/image/audio models Updates daily via GitHub Actions Exports to JSON/CSV/SQLite - Use in your own projects Provides multiple interfaces - Static files, REST API, or MCP server ### Option 1: Download JSON/CSV # Latest data (updated daily) curl -O https://raw.githubusercontent.com/romancircus/sota-tracker-mcp/main/data/sota_export.json curl -O https://raw.githubusercontent.com/romancircus/sota-tracker-mcp/main/data/sota_export.csv ### Option 2: Clone and Query Locally git clone https://github.com/romancircus/sota-tracker-mcp.git cd sota-tracker-mcp # Query with sqlite3 sqlite3 data/sota.db "SELECT name, sota_rank FROM models WHERE category='llm_api' ORDER BY sota_rank LIMIT 10" # List forbidden/outdated models sqlite3 data/sota.db "SELECT name, reason, replacement FROM forbidden" ### Option 3: Use with Claude Code (Recommended) The recommended approach for Claude Code users is static file embedding (lower token cost than MCP): # Set up daily auto-update of CLAUDE.md cp scripts/update_sota_claude_md.py ~/scripts/ # Enable systemd timer (runs at 6 AM daily) systemctl --user enable --now sota-update.timer # Or run manually python ~/scripts/update_sota_claude_md.py --update This embeds a compact SOTA summary directly in your ~/.claude/CLAUDE.md file. ### Option 4: REST API # Start the API server uvicorn rest_api:app --host 0.0.0.0 --port 8000 # Query endpoints curl "http://localhost:8000/api/v1/models?category=llm_api" curl "http://localhost:8000/api/v1/forbidden" curl "http://localhost:8000/api/v1/models/FLUX.1-dev/freshness" ### Option 5: MCP Server (Optional) MCP support is available but disabled by default (higher token cost). To enable: # Edit .mcp.json to add the server config cat > .mcp.json << 'EOF' { "mcpServers": { "sota-tracker": { "command": "python", "args": ["server.py"] } } } EOF ### Data Sources SourceDataUpdate FrequencyLMArenaLLM Elo rankings (6M+ human votes)DailyArtificial AnalysisLLM benchmarks, pricing, speedDailyHuggingFaceModel downloads, trendingDailyManual curationVideo, Image, Audio, Video2Audio modelsAs needed ### Categories CategoryDescriptionTop Models (Feb 2026)llm_apiCloud LLM APIsGemini 3 Pro, Grok 4.1, Claude Opus 4.5llm_localLocal LLMs (GGUF)Qwen3, Llama 3.3, DeepSeek-V3llm_codingCode-focused LLMsQwen3-Coder, DeepSeek-V3image_genImage generationZ-Image-Turbo, FLUX.2-dev, Qwen-ImagevideoVideo generationLTX-2, Wan 2.2, HunyuanVideo 1.5video2audioVideo-to-audio (foley)MMAudio V2 LargettsText-to-speechChatterboxTTS, F5-TTSsttSpeech-to-textWhisper Large v3embeddingsVector embeddingsBGE-M3 ### REST API Endpoints EndpointDescriptionGET /api/v1/models?category=XGet SOTA for a categoryGET /api/v1/models/:name/freshnessCheck if model is current or outdatedGET /api/v1/forbiddenList outdated models to avoidGET /api/v1/compare?model_a=X&model_b=YCompare two modelsGET /api/v1/recent?days=30Models released in past N daysGET /api/v1/recommend?task=chatGet recommendation for a taskGET /healthHealth check ### Run Your Own Scraper # Install dependencies pip install -r requirements.txt pip install playwright playwright install chromium # Run all scrapers python scrapers/run_all.py --export # Output: # data/sota_export.json # data/sota_export.csv # data/lmarena_latest.json ### GitHub Actions (Auto-Update) This repo uses GitHub Actions to: Daily: Scrape all sources, update database, commit changes Weekly: Create a tagged release with JSON/CSV exports To enable on your fork: Fork this repo Go to Settings → Actions → Enable workflows Data will auto-update daily at 6 AM UTC ### File Structure sota-tracker-mcp/ ├── server.py # MCP server (optional) ├── rest_api.py # REST API server ├── init_db.py # Database initialization + seeding ├── requirements.txt # Dependencies ├── data/ │ ├── sota.db # SQLite database │ ├── sota_export.json # Full JSON export │ ├── sota_export.csv # CSV export │ └── forbidden.json # Outdated models list ├── scrapers/ │ ├── lmarena.py # LMArena scraper (Playwright) │ ├── artificial_analysis.py # AA scraper (Playwright) │ └── run_all.py # Unified runner ├── fetchers/ │ ├── huggingface.py # HuggingFace API │ └── cache_manager.py # Smart caching └── .github/workflows/ └── daily-scrape.yml # GitHub Actions workflow ### Contributing Found a model that's missing or incorrectly ranked? For manual additions: Edit init_db.py and submit a PR For scraper improvements: Edit files in scrapers/ For new data sources: Add a new scraper and update run_all.py See CONTRIBUTING.md for full developer setup and PR process. ### OpenCode / Agents.md Integration The repo now supports updating agents.md files for OpenCode agents: # Update your agents.md with latest SOTA data python update_agents_md.py # Minimal version (top 1 model per category, lightweight) python update_agents_md.py --minimal # Custom categories and limit python update_agents_md.py --categories llm_local image_gen --limit 3 # Force refresh from sources first python update_agents_md.py --refresh ### Automation Add to your cron or systemd timer for daily updates: # ~: crontab -e @daily python ~/Apps/sota-tracker-mcp/update_agents_md.py Or systemd: # ~/.config/systemd/user/sota-update.service [Unit] Description=Update SOTA models for agents After=network.target [Service] ExecStart=%h/Apps/sota-tracker-mcp/update_agents_md.py [Install] WantedBy=default.target # ~/.config/systemd/user/sota-update.timer [Unit] Description=Daily SOTA data update OnCalendar=daily AccuracySec=1h [Install] WantedBy=timers.target # Enable systemctl --user enable --now sota-update.timer See CONTRIBUTING.md for full setup guide ### Data Attribution & Legal This project aggregates publicly available benchmark data from third-party sources. We do not claim ownership of rankings, Elo scores, or benchmark results. ### Data Sources (Used With Permission) SourceDataPermissionLMArenaChatbot Arena Elo rankingsrobots.txt: Allow: /Artificial AnalysisLLM quality benchmarksrobots.txt: Allow: / (explicitly allows AI crawlers)HuggingFaceModel metadata, downloadsPublic APIOpen LLM LeaderboardOpen-source LLM benchmarksCC-BY license ### Disclaimer All benchmark scores and rankings are the intellectual work of their respective sources This project provides aggregation and tooling, not original benchmark data Data is scraped once daily to minimize server load If you are a data source and wish to be excluded, please open an issue ### Fair Use This project: Aggregates factual data (not copyrightable) Adds value through tooling (API server, unified format, forbidden list) Attributes all sources with links Does not compete commercially with sources Respects robots.txt permissions ### License MIT - See LICENSE for details. The code in this repository is MIT licensed. The data belongs to its respective sources (see attribution above). ## Trust - Source: tencent - Verification: Indexed source record - Publisher: romancircus - Version: 1.0.1 ## Source health - Status: healthy - Item download looks usable. - Yavira can redirect you to the upstream package for this item. - Health scope: item - Reason: direct_download_ok - Checked at: 2026-05-08T09:27:29.245Z - Expires at: 2026-05-15T09:27:29.245Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/sota-tracker-claw) - [Send to Agent page](https://openagent3.xyz/skills/sota-tracker-claw/agent) - [JSON manifest](https://openagent3.xyz/skills/sota-tracker-claw/agent.json) - [Markdown brief](https://openagent3.xyz/skills/sota-tracker-claw/agent.md) - [Download page](https://openagent3.xyz/downloads/sota-tracker-claw)