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weval-consulting/api/ai-benchmark-cache.json
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{
"report": {
"composite": {
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"autolearn": "/var/www/html/tests/wevia-autolearn.py (*/2h)",
"gap_discovery": "/var/www/html/api/ai-gap-discovery.py (5h30)",
"oss_discovery": "/api/oss-discovery.php (4h)",
"benchmark": "/var/www/html/api/ai-benchmark-daily.sh (5h)",
"nonreg": "/opt/weval-nonreg/nonreg-master.py (6h+18h)",
"telegram": true
},
"last_run": "2026-04-03T04:15:08.587288",
"categories": 25,
"combined_avg": 82,
"methodology": "LIVE API tests 3avr2026 via /api/openclaw-proxy.php + Lean 6-Sigma median scoring",
"generated": "2026-04-03T04:43:43.640243"
},
"all_ais": {
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"icon": "\ud83d\udd27",
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"icon": "\ud83d\udd0d",
"desc": "Vuln Scanner + Gitleaks + Trivy + CrowdSec + Fail2Ban + Wazuh",
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"tier": "\ud83c\udfe0 Sovereign"
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"avg": 66,
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"PDF_Engine": {
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"avg": 66,
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"tier": "\ud83c\udfe0 Sovereign"
},
"Mermaid": {
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"desc": "Diagram Engine mmdc-wrap",
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"tier": "\ud83c\udfe0 Sovereign"
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"OpenClaw": {
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"icon": "\ud83d\udc3e",
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"avg": 65,
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},
"Email_Stack": {
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"icon": "\ud83d\udce7",
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"tier": "\ud83c\udfe0 Sovereign"
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"n8n": {
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},
"tier": "\ud83c\udfe0 Sovereign"
},
"Obsidian": {
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},
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"erp": 65,
"frontend": 65,
"schema_db": 65,
"api_design": 65,
"security": 65,
"pharma": 65,
"pdf_report": 65,
"data_analysis": 65,
"ai_ethics": 65,
"proposal": 65,
"multilingual": 65,
"email_marketing": 65,
"scraping": 65,
"rag_search": 65,
"monitoring": 65,
"model_routing": 65,
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"memory": 65,
"mcp_tools": 65,
"sovereign_deploy": 65,
"reasoning": 65,
"math": 65,
"knowledge": 65,
"instruction": 65,
"long_context": 65,
"function_call": 65,
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"vision": 65,
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"cost_efficiency": 65,
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"coding_bench": 60,
"instruction_follow": 60,
"function_calling": 60,
"latency": 60,
"arabic_nlp": 60,
"french_nlp": 60
},
"tier": "\ud83c\udfe0 Sovereign"
},
"WCP_Patterns": {
"type": "cognitive",
"icon": "\ud83e\uddec",
"desc": "Claude Code Patterns v1.0 \u2014 17/17 patterns wired",
"avg": 78,
"caps": {
"code": 82,
"strategy": 80,
"cdc_spec": 78,
"legal_gdpr": 78,
"devops": 85,
"erp": 78,
"frontend": 75,
"schema_db": 78,
"api_design": 82,
"security": 82,
"pharma": 72,
"pdf_report": 78,
"data_analysis": 78,
"ai_ethics": 80,
"proposal": 72,
"multilingual": 75,
"email_marketing": 75,
"scraping": 75,
"rag_search": 75,
"monitoring": 75,
"model_routing": 92,
"context_mgmt": 92,
"memory": 85,
"mcp_tools": 75,
"sovereign_deploy": 75,
"reasoning": 90,
"math": 75,
"knowledge": 75,
"instruction": 75,
"long_context": 75,
"function_call": 92,
"agent_tasks": 88,
"safety": 75,
"creative_writing": 75,
"vision": 75,
"speed_latency": 88,
"cost_efficiency": 75,
"fine_tuning": 75,
"coding_bench": 72,
"instruction_follow": 72,
"function_calling": 72,
"latency": 72,
"arabic_nlp": 72,
"french_nlp": 72
},
"tier": "\ud83c\udfe0 Sovereign"
},
"WSI_Sovereign": {
"type": "sovereign",
"icon": "\ud83c\udfdb\ufe0f",
"desc": "Sovereign Intelligence \u2014 MoA + Mama Claude + routing",
"avg": 70,
"caps": {
"code": 78,
"strategy": 85,
"cdc_spec": 80,
"legal_gdpr": 85,
"devops": 78,
"erp": 80,
"frontend": 72,
"schema_db": 75,
"api_design": 78,
"security": 85,
"pharma": 78,
"pdf_report": 78,
"data_analysis": 80,
"ai_ethics": 92,
"proposal": 75,
"multilingual": 88,
"email_marketing": 65,
"scraping": 65,
"rag_search": 65,
"monitoring": 65,
"model_routing": 90,
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"memory": 65,
"mcp_tools": 65,
"sovereign_deploy": 92,
"reasoning": 65,
"math": 65,
"knowledge": 65,
"instruction": 65,
"long_context": 65,
"function_call": 65,
"agent_tasks": 65,
"safety": 90,
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"vision": 65,
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"cost_efficiency": 65,
"fine_tuning": 65,
"coding_bench": 50,
"instruction_follow": 50,
"function_calling": 50,
"latency": 50,
"arabic_nlp": 50,
"french_nlp": 50
},
"tier": "\ud83c\udfe0 Sovereign"
},
"Dream_Cron": {
"type": "memory",
"icon": "\ud83d\udca4",
"desc": "4-phase memory consolidation Orient/Gather/Consolidate/Prune",
"avg": 62,
"caps": {
"code": 55,
"strategy": 72,
"cdc_spec": 68,
"legal_gdpr": 65,
"devops": 60,
"erp": 65,
"frontend": 50,
"schema_db": 62,
"api_design": 55,
"security": 62,
"pharma": 60,
"pdf_report": 58,
"data_analysis": 72,
"ai_ethics": 68,
"proposal": 62,
"multilingual": 60,
"email_marketing": 60,
"scraping": 60,
"rag_search": 60,
"monitoring": 60,
"model_routing": 60,
"context_mgmt": 88,
"memory": 92,
"mcp_tools": 60,
"sovereign_deploy": 60,
"reasoning": 60,
"math": 60,
"knowledge": 82,
"instruction": 60,
"long_context": 60,
"function_call": 60,
"agent_tasks": 60,
"safety": 60,
"creative_writing": 60,
"vision": 60,
"speed_latency": 60,
"cost_efficiency": 60,
"fine_tuning": 60,
"coding_bench": 55,
"instruction_follow": 55,
"function_calling": 55,
"latency": 55,
"arabic_nlp": 55,
"french_nlp": 55
},
"tier": "\ud83c\udfe0 Sovereign"
},
"MCP_Layer": {
"type": "connector",
"icon": "\ud83d\udd0c",
"desc": "MCP v1.0 \u2014 JSON-RPC server 6 tools + client + registry",
"avg": 66,
"caps": {
"code": 80,
"strategy": 68,
"cdc_spec": 65,
"legal_gdpr": 65,
"devops": 82,
"erp": 65,
"frontend": 68,
"schema_db": 72,
"api_design": 90,
"security": 78,
"pharma": 60,
"pdf_report": 60,
"data_analysis": 68,
"ai_ethics": 70,
"proposal": 58,
"multilingual": 60,
"email_marketing": 60,
"scraping": 60,
"rag_search": 60,
"monitoring": 60,
"model_routing": 60,
"context_mgmt": 60,
"memory": 60,
"mcp_tools": 92,
"sovereign_deploy": 60,
"reasoning": 60,
"math": 60,
"knowledge": 60,
"instruction": 60,
"long_context": 60,
"function_call": 92,
"agent_tasks": 88,
"safety": 60,
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"vision": 60,
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"cost_efficiency": 60,
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"coding_bench": 58,
"instruction_follow": 58,
"function_calling": 92,
"latency": 58,
"arabic_nlp": 58,
"french_nlp": 58
},
"tier": "\ud83c\udfe0 Sovereign"
},
"WEVIA": {
"caps": {
"conversation": 85,
"code_gen": 85,
"diagram_schema": 90,
"vision_image": 80,
"pdf_generation": 75,
"math": 72,
"multi_turn": 70,
"explanation": 80,
"autonomy": 40,
"multilingual": 88,
"speed": 92,
"sovereign_deploy": 90,
"cost_efficiency": 95,
"model_routing": 90,
"rag_search": 85,
"french_nlp": 88
},
"avg": 82,
"description": "Widget chatbot + Centre Commande. 13 providers 0\u20ac. Qwen VL-32B vision.",
"type": "chatbot",
"logo": "wevia",
"icon": "\ud83e\udde0",
"desc": "WEVIA Chatbot Souverain \u2014 Multi-model routing, 7 providers, RAG, SAP/Pharma/Cyber",
"tested": "3avr26 real: Cerebras 2762ch mermaid, Groq 2938ch tables, PHP+PG code 2848ch, VL image OK"
},
"Ethica_Chat": {
"type": "pharma",
"icon": "\ud83d\udc8a",
"desc": "HCP DB 67K+ TN/MA/ALG \u2014 consent.wevup.app + RichScraper",
"avg": 61,
"caps": {
"code": 58,
"strategy": 72,
"cdc_spec": 75,
"legal_gdpr": 90,
"devops": 50,
"erp": 68,
"frontend": 48,
"schema_db": 72,
"api_design": 62,
"security": 75,
"pharma": 92,
"pdf_report": 78,
"data_analysis": 85,
"ai_ethics": 88,
"proposal": 78,
"multilingual": 55,
"email_marketing": 55,
"scraping": 55,
"rag_search": 55,
"monitoring": 55,
"model_routing": 55,
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"memory": 55,
"mcp_tools": 55,
"sovereign_deploy": 55,
"reasoning": 55,
"math": 55,
"knowledge": 55,
"instruction": 55,
"long_context": 55,
"function_call": 55,
"agent_tasks": 55,
"safety": 85,
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"vision": 55,
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"cost_efficiency": 55,
"fine_tuning": 55,
"coding_bench": 52,
"instruction_follow": 52,
"function_calling": 52,
"latency": 52,
"arabic_nlp": 52,
"french_nlp": 52
},
"tier": "\ud83c\udfe0 Sovereign"
},
"Mistral_EU": {
"type": "sovereign",
"icon": "\ud83c\uddeb\ud83c\uddf7",
"desc": "mistral-small-latest \u2014 EU sovereign French + RGPD native",
"avg": 69,
"caps": {
"code": 75,
"strategy": 86,
"cdc_spec": 82,
"legal_gdpr": 90,
"devops": 75,
"erp": 82,
"frontend": 72,
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"security": 82,
"pharma": 80,
"pdf_report": 82,
"data_analysis": 80,
"ai_ethics": 90,
"proposal": 85,
"multilingual": 90,
"email_marketing": 65,
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"monitoring": 65,
"model_routing": 65,
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"memory": 65,
"mcp_tools": 65,
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"reasoning": 65,
"math": 65,
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"instruction": 65,
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"function_call": 65,
"agent_tasks": 65,
"safety": 65,
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"vision": 65,
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"coding_bench": 50,
"instruction_follow": 50,
"function_calling": 50,
"latency": 50,
"arabic_nlp": 50,
"french_nlp": 50
},
"tier": "\ud83c\uddeb\ud83c\uddf7 EU Sovereign"
},
"NonReg_SSO": {
"type": "testing",
"icon": "\u2705",
"desc": "70 tests Playwright + auto-heal 5min + visual proof",
"avg": 66,
"caps": {
"code": 75,
"strategy": 60,
"cdc_spec": 65,
"legal_gdpr": 62,
"devops": 88,
"erp": 58,
"frontend": 82,
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"api_design": 72,
"security": 90,
"pharma": 52,
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"data_analysis": 72,
"ai_ethics": 65,
"proposal": 55,
"multilingual": 65,
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"reasoning": 65,
"math": 65,
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"instruction": 65,
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"function_call": 65,
"agent_tasks": 88,
"safety": 92,
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"vision": 65,
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"coding_bench": 60,
"instruction_follow": 60,
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"latency": 60,
"arabic_nlp": 60,
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},
"tier": "\ud83c\udfe0 Sovereign"
},
"Cloud_Fleet": {
"type": "cloud",
"icon": "\u2601\ufe0f",
"desc": "Cerebras+Groq+SambaNova+DeepSeek+Gemini+Cohere+Alibaba \u2014 7 providers",
"avg": 75,
"caps": {
"code": 90,
"strategy": 84,
"cdc_spec": 82,
"legal_gdpr": 80,
"devops": 86,
"erp": 80,
"frontend": 84,
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"pharma": 76,
"pdf_report": 80,
"data_analysis": 88,
"ai_ethics": 82,
"proposal": 76,
"multilingual": 72,
"email_marketing": 72,
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"monitoring": 72,
"model_routing": 72,
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"memory": 72,
"mcp_tools": 72,
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"reasoning": 72,
"math": 72,
"knowledge": 72,
"instruction": 72,
"long_context": 72,
"function_call": 72,
"agent_tasks": 72,
"safety": 72,
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"vision": 72,
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"cost_efficiency": 72,
"fine_tuning": 72,
"coding_bench": 70,
"instruction_follow": 70,
"function_calling": 70,
"latency": 70,
"arabic_nlp": 70,
"french_nlp": 70
},
"tier": "\u26a1 Free/RateLimit"
},
"ChatGPT_4o": {
"type": "saas",
"icon": "\ud83d\udfe2",
"desc": "OpenAI GPT-4o \u2014 $20/mo Pro",
"caps": {
"code": 90,
"strategy": 88,
"cdc_spec": 88,
"legal_gdpr": 88,
"devops": 88,
"erp": 88,
"frontend": 90,
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"security": 88,
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"data_analysis": 89,
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"multilingual": 88,
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"memory": 88,
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"reasoning": 70,
"math": 70,
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"instruction": 70,
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"function_call": 70,
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"vision": 70,
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"coding_bench": 65,
"instruction_follow": 65,
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"latency": 65,
"arabic_nlp": 65,
"french_nlp": 65
},
"avg": 80,
"tier": "\ud83d\udcb0 Paid $20/mo"
},
"Gemini_Pro": {
"type": "saas",
"icon": "\ud83d\udc8e",
"desc": "Google Gemini 2.0 Pro \u2014 1M context",
"caps": {
"code": 86,
"strategy": 86,
"cdc_spec": 86,
"legal_gdpr": 86,
"devops": 86,
"erp": 86,
"frontend": 86,
"schema_db": 86,
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"pharma": 86,
"pdf_report": 86,
"data_analysis": 90,
"ai_ethics": 86,
"proposal": 86,
"multilingual": 90,
"email_marketing": 86,
"scraping": 86,
"rag_search": 90,
"monitoring": 86,
"model_routing": 86,
"context_mgmt": 88,
"memory": 82,
"mcp_tools": 86,
"sovereign_deploy": 86,
"reasoning": 70,
"math": 70,
"knowledge": 70,
"instruction": 70,
"long_context": 70,
"function_call": 70,
"agent_tasks": 70,
"safety": 70,
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"vision": 70,
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"coding_bench": 65,
"instruction_follow": 65,
"function_calling": 65,
"latency": 65,
"arabic_nlp": 65,
"french_nlp": 65
},
"avg": 79,
"tier": "\ud83d\udcb0 Paid $20/mo"
},
"Copilot_Pro": {
"type": "saas",
"icon": "\ud83e\udd16",
"desc": "Microsoft Copilot Pro \u2014 M365 integrated",
"caps": {
"code": 88,
"strategy": 82,
"cdc_spec": 82,
"legal_gdpr": 82,
"devops": 86,
"erp": 82,
"frontend": 85,
"schema_db": 82,
"api_design": 82,
"security": 82,
"pharma": 82,
"pdf_report": 82,
"data_analysis": 82,
"ai_ethics": 82,
"proposal": 82,
"multilingual": 82,
"email_marketing": 78,
"scraping": 82,
"rag_search": 82,
"monitoring": 82,
"model_routing": 82,
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"memory": 82,
"mcp_tools": 82,
"sovereign_deploy": 82,
"reasoning": 70,
"math": 70,
"knowledge": 70,
"instruction": 70,
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"function_call": 70,
"agent_tasks": 70,
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"vision": 70,
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"coding_bench": 65,
"instruction_follow": 65,
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"latency": 65,
"arabic_nlp": 65,
"french_nlp": 65
},
"avg": 76,
"tier": "\ud83d\udcb0 Paid $30/mo"
},
"Perplexity_Pro": {
"type": "saas",
"icon": "\ud83d\udd0e",
"desc": "Perplexity Pro \u2014 Search + Citations",
"caps": {
"code": 80,
"strategy": 85,
"cdc_spec": 80,
"legal_gdpr": 80,
"devops": 80,
"erp": 80,
"frontend": 80,
"schema_db": 80,
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"pharma": 82,
"pdf_report": 80,
"data_analysis": 88,
"ai_ethics": 80,
"proposal": 80,
"multilingual": 80,
"email_marketing": 80,
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"rag_search": 90,
"monitoring": 80,
"model_routing": 80,
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"memory": 80,
"mcp_tools": 80,
"sovereign_deploy": 80,
"reasoning": 70,
"math": 70,
"knowledge": 70,
"instruction": 70,
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"function_call": 70,
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"vision": 70,
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"coding_bench": 65,
"instruction_follow": 65,
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"latency": 65,
"arabic_nlp": 65,
"french_nlp": 65
},
"avg": 76,
"tier": "\ud83d\udcb0 Paid $20/mo"
},
"Grok_3": {
"type": "saas",
"icon": "\ud835\udd4f",
"desc": "xAI Grok 3 \u2014 Real-time X data",
"caps": {
"code": 84,
"strategy": 86,
"cdc_spec": 84,
"legal_gdpr": 84,
"devops": 84,
"erp": 84,
"frontend": 84,
"schema_db": 84,
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"pharma": 84,
"pdf_report": 84,
"data_analysis": 88,
"ai_ethics": 84,
"proposal": 84,
"multilingual": 84,
"email_marketing": 84,
"scraping": 80,
"rag_search": 84,
"monitoring": 78,
"model_routing": 84,
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"memory": 84,
"mcp_tools": 84,
"sovereign_deploy": 84,
"reasoning": 70,
"math": 70,
"knowledge": 70,
"instruction": 70,
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"function_call": 70,
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"vision": 70,
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"coding_bench": 65,
"instruction_follow": 65,
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"arabic_nlp": 65,
"french_nlp": 65
},
"avg": 77,
"tier": "\ud83d\udcb0 Paid $8/mo"
},
"DeepSeek_Chat": {
"type": "saas",
"icon": "\ud83d\udc0b",
"desc": "DeepSeek Chat \u2014 MIT open + reasoning",
"caps": {
"code": 90,
"strategy": 86,
"cdc_spec": 85,
"legal_gdpr": 85,
"devops": 85,
"erp": 85,
"frontend": 85,
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"pdf_report": 85,
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"multilingual": 85,
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"monitoring": 85,
"model_routing": 82,
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"reasoning": 70,
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"instruction": 70,
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"vision": 70,
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"coding_bench": 65,
"instruction_follow": 65,
"function_calling": 65,
"latency": 65,
"arabic_nlp": 65,
"french_nlp": 65
},
"avg": 78,
"tier": "\ud83d\udcb0 Paid SaaS"
},
"Mistral_LeChat": {
"type": "saas",
"icon": "\ud83c\uddeb\ud83c\uddf7",
"desc": "Mistral Le Chat \u2014 EU sovereign SaaS",
"caps": {
"code": 83,
"strategy": 83,
"cdc_spec": 83,
"legal_gdpr": 88,
"devops": 83,
"erp": 83,
"frontend": 83,
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"ai_ethics": 86,
"proposal": 83,
"multilingual": 90,
"email_marketing": 83,
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"monitoring": 83,
"model_routing": 83,
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"memory": 83,
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"sovereign_deploy": 88,
"reasoning": 70,
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"instruction": 70,
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"function_call": 70,
"agent_tasks": 70,
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"vision": 70,
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"coding_bench": 65,
"instruction_follow": 65,
"function_calling": 65,
"latency": 65,
"arabic_nlp": 65,
"french_nlp": 65
},
"avg": 77,
"tier": "\ud83c\uddeb\ud83c\uddf7 EU Free"
},
"Claude_Opus": {
"type": "reference",
"icon": "\ud83d\udc51",
"desc": "Anthropic Claude Opus 4.6 \u2014 Reference 90/90",
"caps": {
"code": 90,
"strategy": 90,
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"legal_gdpr": 90,
"devops": 90,
"erp": 90,
"frontend": 90,
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"avg": 76,
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"icon": "\ud83e\udd17",
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"avg": 71,
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"icon": "\ud83d\udd36",
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"avg": 70,
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"icon": "\ud83d\udd35",
"desc": "Google Cloud Duet AI \u2014 Cloud assistant",
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"avg": 68,
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"avg": 68,
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"avg": 61,
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"type": "saas",
"icon": "\ud83d\udc81",
"desc": "Intercom Fin AI \u2014 Customer support bot",
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"avg": 64,
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"avg": 62,
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"avg": 62,
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"avg": 57,
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"avg": 54,
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"avg": 53,
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"icon": "\ud83c\udf1f",
"desc": "Qwen 3.5 0.8B \u2014 S151 ultra-compact sovereign",
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"avg": 46,
"tier": "\ud83c\udfe0 Sovereign"
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"type": "sovereign",
"icon": "\ud83d\udd2c",
"desc": "SmolLM2 135M \u2014 S151 nano model for edge",
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"avg": 41,
"tier": "\ud83c\udfe0 Sovereign"
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"TurboQuant": {
"type": "sovereign",
"icon": "\u26a1",
"desc": "TurboQuant v0.2 \u2014 S204 quantization engine GGUF/AWQ",
"caps": {
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"avg": 62,
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"type": "cloud_oss",
"icon": "\ud83e\udde0",
"desc": "Qwen 3 235B via Cerebras \u2014 ultrafast 2000 tok/s",
"caps": {
"code": 92,
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"avg": 80,
"tier": "\u26a1 Free/RateLimit"
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"avg": 78,
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"Phi_S95": {
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"latency": 85,
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},
"avg": 45,
"tier": "\ud83c\udfe0 Sovereign"
},
"TinyLlama_S95": {
"type": "sovereign",
"icon": "\ud83d\udc23",
"desc": "TinyLlama 0.6B \u2014 S95 edge inference",
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"strategy": 35,
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"devops": 35,
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"frontend": 35,
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"avg": 38,
"tier": "\ud83c\udfe0 Sovereign"
},
"Phi4_Mini_S151": {
"type": "sovereign",
"icon": "\u03c64",
"desc": "Phi-4 Mini 3.8B Q4 \u2014 S151 OVH DR",
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"code": 62,
"strategy": 48,
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"avg": 51,
"tier": "\ud83c\udfe0 Sovereign"
},
"Granite4_S151": {
"type": "sovereign",
"icon": "\ud83e\udea8",
"desc": "IBM Granite 4 3.4B \u2014 S151 enterprise sovereign",
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"code": 60,
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"avg": 48,
"tier": "\ud83c\udfe0 Sovereign"
},
"Qwen3.5_08B_S151": {
"type": "sovereign",
"icon": "Q",
"desc": "Qwen 3.5 0.8B Q8 \u2014 S151 micro multilingual",
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"code": 38,
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"erp": 38,
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"latency": 88,
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"avg": 42,
"tier": "\ud83c\udfe0 Sovereign"
},
"SmolLM2_S151": {
"type": "sovereign",
"icon": "\ud83d\udd2c",
"desc": "SmolLM2 135M F16 \u2014 S151 nano inference",
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"code": 30,
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"avg": 34,
"tier": "\ud83c\udfe0 Sovereign"
},
"Qwen3_4B_S151": {
"type": "sovereign",
"icon": "Q3",
"desc": "Qwen 3 4B Q4 \u2014 S151 balanced sovereign",
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"strategy": 50,
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"avg": 51,
"tier": "\ud83c\udfe0 Sovereign"
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"Cerebras_Qwen235B": {
"type": "cloud",
"icon": "\ud83e\udde0",
"desc": "Cerebras qwen-3-235b-a22b \u2014 ultrafast Helsinki",
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"code": 90,
"strategy": 78,
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"avg": 79,
"tier": "\u26a1 Free/RateLimit"
},
"Groq_Llama70B": {
"type": "cloud",
"icon": "\u26a1",
"desc": "Groq llama-3.3-70b \u2014 128K context LPU",
"caps": {
"code": 82,
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"avg": 77,
"tier": "\u26a1 Free/RateLimit"
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"Groq_Llama4_Vision": {
"type": "cloud",
"icon": "\ud83d\udc41\ufe0f\u200d\ud83d\udde8\ufe0f",
"desc": "Groq llama-4-scout-17b \u2014 vision + fast",
"caps": {
"code": 72,
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"avg": 70,
"tier": "\u26a1 Free/RateLimit"
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"SambaNova_DSV31": {
"type": "cloud_oss",
"icon": "S",
"tier": "\u26a1 Free/RateLimit",
"desc": "SambaNova DeepSeek-V3.1 \u2014 reasoning specialist",
"caps": {
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"avg": 81
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"Gemini_Flash": {
"avg": 78,
"type": "chatbot",
"icon": "\u2728",
"desc": "Gemini 2.0 Flash \u2014 multimodal, 0.31s, FREE",
"tier": "free",
"caps": {
"code": 74,
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},
"Alibaba_QwenTurbo": {
"type": "cloud",
"icon": "\ud83c\udf0f",
"desc": "Alibaba Qwen-Turbo \u2014 201 languages fastest",
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"code": 72,
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"avg": 74,
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"DeepSeek_V3": {
"avg": 82,
"type": "chatbot",
"icon": "\ud83e\udde0",
"desc": "DeepSeek V3 Chat + Reasoner \u2014 streaming SSE, FREE",
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"caps": {
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"strategy": 78,
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},
"Qwen3.5_397B": {
"type": "opensource",
"icon": "\ud83d\udd25",
"desc": "Qwen 3.5 397B MoE (17B active) \u2014 201 langs, 256K ctx",
"caps": {
"code": 90,
"strategy": 85,
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"avg": 86,
"tier": "\u2753 Unknown"
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"GLM5_744B": {
"type": "opensource",
"icon": "\ud83c\udde8\ud83c\uddf3",
"desc": "GLM-5 744B \u2014 MIT, #1 Arena open-source",
"caps": {
"code": 86,
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"avg": 84,
"tier": "\u2753 Unknown"
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"Gemma3_27B": {
"type": "opensource",
"icon": "\ud83d\udc8e",
"desc": "Google Gemma 3 27B \u2014 efficient open-weight",
"caps": {
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"strategy": 72,
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"avg": 73,
"tier": "\u2753 Unknown"
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"Phi4_14B": {
"type": "opensource",
"icon": "\u03c6",
"desc": "Microsoft Phi-4 14B \u2014 strong reasoning compact",
"caps": {
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"avg": 72,
"tier": "\u2753 Unknown"
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"Jais_30B": {
"type": "opensource",
"icon": "\ud83d\udd4c",
"desc": "TII Jais 30B \u2014 Arabic specialist 398B training words",
"caps": {
"code": 58,
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"multilingual": 72,
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"arabic_nlp": 92,
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"avg": 59,
"tier": "\u2753 Unknown"
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"Gemini_Flash_Turbo": {
"type": "cloud",
"icon": "\u26a1",
"desc": "Gemini 2.0 Flash Turbo \u2014 fastest Google inference",
"caps": {
"code": 78,
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"avg": 80,
"tier": "\u26a1 Free/RateLimit"
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"Gemini_Pro_25": {
"type": "saas",
"icon": "\ud83d\udc8e",
"desc": "Gemini 2.5 Pro \u2014 Google's frontier reasoning",
"caps": {
"code": 88,
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"rag_search": 86,
"monitoring": 86,
"model_routing": 86,
"context_mgmt": 86,
"memory": 86,
"mcp_tools": 86,
"sovereign_deploy": 86,
"reasoning": 90,
"math": 88,
"coding_bench": 86,
"instruction_follow": 86,
"knowledge": 88,
"long_context": 95,
"function_calling": 86,
"creative_writing": 86,
"vision": 88,
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"safety": 86,
"latency": 86,
"cost_efficiency": 86,
"arabic_nlp": 86,
"french_nlp": 86
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"avg": 87,
"tier": "\ud83d\udcb0 Paid SaaS"
},
"Meditron_7b": {
"type": "sovereign",
"icon": "\ud83c\udfe5",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Meditron 7B \u2014 PubMed/clinical guidelines trained (S204 Ollama)",
"caps": {
"code": 52,
"strategy": 52,
"cdc_spec": 52,
"legal_gdpr": 75,
"devops": 52,
"erp": 52,
"frontend": 52,
"schema_db": 52,
"api_design": 52,
"security": 52,
"pharma": 88,
"pdf_report": 52,
"data_analysis": 68,
"ai_ethics": 78,
"proposal": 52,
"multilingual": 60,
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"scraping": 52,
"rag_search": 70,
"monitoring": 52,
"model_routing": 52,
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"memory": 52,
"mcp_tools": 52,
"sovereign_deploy": 90,
"reasoning": 68,
"math": 52,
"coding_bench": 52,
"instruction_follow": 52,
"knowledge": 72,
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"function_calling": 52,
"creative_writing": 52,
"vision": 52,
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"safety": 82,
"latency": 52,
"cost_efficiency": 90,
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"french_nlp": 52,
"speed_latency": 75
},
"avg": 59
},
"MedLLaMA2": {
"type": "sovereign",
"icon": "\u2695\ufe0f",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "MedLLaMA2 \u2014 Medical diagnostics + clinical Q&A (S204 Ollama)",
"caps": {
"code": 50,
"strategy": 50,
"cdc_spec": 50,
"legal_gdpr": 50,
"devops": 50,
"erp": 50,
"frontend": 50,
"schema_db": 50,
"api_design": 50,
"security": 50,
"pharma": 85,
"pdf_report": 50,
"data_analysis": 65,
"ai_ethics": 75,
"proposal": 50,
"multilingual": 50,
"email_marketing": 50,
"scraping": 50,
"rag_search": 50,
"monitoring": 50,
"model_routing": 50,
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"memory": 50,
"mcp_tools": 50,
"sovereign_deploy": 90,
"reasoning": 65,
"math": 50,
"coding_bench": 50,
"instruction_follow": 50,
"knowledge": 70,
"long_context": 50,
"function_calling": 50,
"creative_writing": 50,
"vision": 50,
"agent_tasks": 50,
"safety": 80,
"latency": 50,
"cost_efficiency": 90,
"arabic_nlp": 50,
"french_nlp": 50
},
"avg": 56
},
"GLM4_9b_Local": {
"type": "sovereign",
"icon": "\ud83d\udd37",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "GLM4 9B Zhipu \u2014 Multi-task reasoning + code + multilingual (S204)",
"caps": {
"code": 78,
"strategy": 60,
"cdc_spec": 60,
"legal_gdpr": 60,
"devops": 60,
"erp": 60,
"frontend": 60,
"schema_db": 60,
"api_design": 60,
"security": 60,
"pharma": 60,
"pdf_report": 60,
"data_analysis": 60,
"ai_ethics": 60,
"proposal": 60,
"multilingual": 82,
"email_marketing": 60,
"scraping": 60,
"rag_search": 60,
"monitoring": 60,
"model_routing": 60,
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"memory": 60,
"mcp_tools": 60,
"sovereign_deploy": 90,
"reasoning": 80,
"math": 75,
"coding_bench": 60,
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"knowledge": 78,
"long_context": 60,
"function_calling": 60,
"creative_writing": 72,
"vision": 60,
"agent_tasks": 72,
"safety": 60,
"latency": 60,
"cost_efficiency": 88,
"arabic_nlp": 60,
"french_nlp": 60,
"instruction": 78
},
"avg": 65
},
"OpenRouter_Multi": {
"type": "cloud_oss",
"icon": "\ud83d\udd00",
"tier": "\u26a1 Free/RateLimit",
"desc": "OpenRouter \u2014 Meta/Google/DeepSeek free models routing",
"caps": {
"code": 82,
"strategy": 72,
"cdc_spec": 72,
"legal_gdpr": 72,
"devops": 72,
"erp": 72,
"frontend": 72,
"schema_db": 72,
"api_design": 72,
"security": 72,
"pharma": 72,
"pdf_report": 72,
"data_analysis": 72,
"ai_ethics": 72,
"proposal": 72,
"multilingual": 78,
"email_marketing": 72,
"scraping": 72,
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"monitoring": 72,
"model_routing": 85,
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"memory": 72,
"mcp_tools": 72,
"sovereign_deploy": 72,
"reasoning": 80,
"math": 78,
"coding_bench": 72,
"instruction_follow": 72,
"knowledge": 80,
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"function_calling": 72,
"creative_writing": 72,
"vision": 72,
"agent_tasks": 72,
"safety": 72,
"latency": 72,
"cost_efficiency": 85,
"arabic_nlp": 72,
"french_nlp": 72,
"instruction": 80
},
"avg": 74
},
"Qwen3_8b_Local": {
"type": "sovereign",
"icon": "\ud83c\udf1f",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Qwen3 8B \u2014 201 languages sovereign on S204 Ollama",
"caps": {
"code": 75,
"strategy": 62,
"cdc_spec": 62,
"legal_gdpr": 62,
"devops": 62,
"erp": 62,
"frontend": 62,
"schema_db": 62,
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"security": 62,
"pharma": 62,
"pdf_report": 62,
"data_analysis": 62,
"ai_ethics": 62,
"proposal": 62,
"multilingual": 85,
"email_marketing": 62,
"scraping": 62,
"rag_search": 62,
"monitoring": 62,
"model_routing": 62,
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"memory": 62,
"mcp_tools": 62,
"sovereign_deploy": 90,
"reasoning": 72,
"math": 70,
"coding_bench": 62,
"instruction_follow": 62,
"knowledge": 72,
"long_context": 62,
"function_calling": 62,
"creative_writing": 62,
"vision": 62,
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"safety": 62,
"latency": 62,
"cost_efficiency": 88,
"arabic_nlp": 62,
"french_nlp": 62,
"instruction": 75
},
"avg": 65
},
"Mistral_7b_Local": {
"type": "sovereign",
"icon": "\ud83c\uddeb\ud83c\uddf7",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Mistral 7B \u2014 French sovereign general-purpose (S95 Ollama)",
"caps": {
"code": 58,
"strategy": 68,
"cdc_spec": 58,
"legal_gdpr": 75,
"devops": 58,
"erp": 58,
"frontend": 58,
"schema_db": 58,
"api_design": 58,
"security": 58,
"pharma": 58,
"pdf_report": 58,
"data_analysis": 58,
"ai_ethics": 58,
"proposal": 58,
"multilingual": 80,
"email_marketing": 58,
"scraping": 58,
"rag_search": 58,
"monitoring": 58,
"model_routing": 58,
"context_mgmt": 58,
"memory": 58,
"mcp_tools": 58,
"sovereign_deploy": 90,
"reasoning": 58,
"math": 58,
"coding_bench": 58,
"instruction_follow": 58,
"knowledge": 58,
"long_context": 58,
"function_calling": 58,
"creative_writing": 70,
"vision": 58,
"agent_tasks": 58,
"safety": 58,
"latency": 58,
"cost_efficiency": 90,
"arabic_nlp": 58,
"french_nlp": 58,
"instruction": 72
},
"avg": 61
},
"GLM5_Zhipu_Cloud": {
"type": "cloud_oss",
"icon": "\ud83d\udd37",
"tier": "\u26a1 Free/RateLimit",
"desc": "GLM-5 Zhipu Cloud \u2014 MIT license Arena #1 open-source",
"caps": {
"code": 85,
"strategy": 78,
"cdc_spec": 78,
"legal_gdpr": 78,
"devops": 78,
"erp": 78,
"frontend": 78,
"schema_db": 78,
"api_design": 78,
"security": 78,
"pharma": 78,
"pdf_report": 78,
"data_analysis": 78,
"ai_ethics": 78,
"proposal": 78,
"multilingual": 80,
"email_marketing": 78,
"scraping": 78,
"rag_search": 78,
"monitoring": 78,
"model_routing": 78,
"context_mgmt": 78,
"memory": 78,
"mcp_tools": 78,
"sovereign_deploy": 78,
"reasoning": 88,
"math": 82,
"coding_bench": 78,
"instruction_follow": 78,
"knowledge": 88,
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"function_calling": 78,
"creative_writing": 86,
"vision": 78,
"agent_tasks": 85,
"safety": 78,
"latency": 78,
"cost_efficiency": 78,
"arabic_nlp": 78,
"french_nlp": 78,
"instruction": 88
},
"avg": 79
},
"Groq_Llama33": {
"type": "cloud_oss",
"icon": "\u26a1",
"tier": "\u26a1 Free/RateLimit",
"desc": "Groq llama-3.3-70b-versatile \u2014 128K ctx ultrafast",
"caps": {
"code": 84,
"strategy": 78,
"cdc_spec": 78,
"legal_gdpr": 78,
"devops": 78,
"erp": 78,
"frontend": 78,
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"pharma": 78,
"pdf_report": 78,
"data_analysis": 78,
"ai_ethics": 78,
"proposal": 78,
"multilingual": 78,
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"scraping": 78,
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"monitoring": 78,
"model_routing": 78,
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"reasoning": 82,
"math": 78,
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"knowledge": 82,
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"function_calling": 78,
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"safety": 78,
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"cost_efficiency": 78,
"arabic_nlp": 78,
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"instruction": 85,
"speed_latency": 92
},
"avg": 79
},
"Groq_Vision_Llama4": {
"type": "cloud_oss",
"icon": "\ud83d\udc41\ufe0f",
"tier": "\u26a1 Free/RateLimit",
"desc": "Groq llama-4-scout-17b-16e \u2014 vision model",
"caps": {
"code": 75,
"strategy": 70,
"cdc_spec": 70,
"legal_gdpr": 70,
"devops": 70,
"erp": 70,
"frontend": 70,
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"pharma": 70,
"pdf_report": 70,
"data_analysis": 70,
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"multilingual": 70,
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"reasoning": 74,
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"vision": 88,
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"cost_efficiency": 70,
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"speed_latency": 88
},
"avg": 71
},
"Cerebras_Qwen3_235b": {
"type": "cloud_oss",
"icon": "\ud83e\udde0",
"tier": "\u26a1 Free/RateLimit",
"desc": "Cerebras qwen-3-235b-a22b \u2014 2000 tok/s ultrafast",
"caps": {
"code": 90,
"strategy": 80,
"cdc_spec": 80,
"legal_gdpr": 80,
"devops": 80,
"erp": 80,
"frontend": 80,
"schema_db": 80,
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"security": 80,
"pharma": 80,
"pdf_report": 80,
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"ai_ethics": 80,
"proposal": 80,
"multilingual": 82,
"email_marketing": 80,
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"monitoring": 80,
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"sovereign_deploy": 80,
"reasoning": 86,
"math": 88,
"coding_bench": 80,
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"vision": 80,
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"safety": 80,
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"arabic_nlp": 80,
"french_nlp": 80,
"speed_latency": 95,
"function_call": 85
},
"avg": 81
},
"Mistral_Small_Cloud": {
"type": "sovereign",
"icon": "\ud83c\uddeb\ud83c\uddf7",
"tier": "\ud83c\uddeb\ud83c\uddf7 EU Sovereign",
"desc": "Mistral mistral-small-latest \u2014 EU sovereign French",
"caps": {
"code": 76,
"strategy": 82,
"cdc_spec": 76,
"legal_gdpr": 90,
"devops": 76,
"erp": 76,
"frontend": 76,
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"pharma": 76,
"pdf_report": 76,
"data_analysis": 76,
"ai_ethics": 88,
"proposal": 76,
"multilingual": 90,
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"monitoring": 76,
"model_routing": 76,
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"sovereign_deploy": 90,
"reasoning": 76,
"math": 76,
"coding_bench": 76,
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"function_calling": 76,
"creative_writing": 82,
"vision": 76,
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"safety": 76,
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"cost_efficiency": 76,
"arabic_nlp": 76,
"french_nlp": 76,
"instruction": 85
},
"avg": 78
},
"DeepSeek_Chat_Cloud": {
"type": "cloud_oss",
"icon": "\ud83d\udc0b",
"tier": "\u26a1 Free/RateLimit",
"desc": "DeepSeek deepseek-chat \u2014 MIT reasoning+code",
"caps": {
"code": 86,
"strategy": 76,
"cdc_spec": 76,
"legal_gdpr": 76,
"devops": 76,
"erp": 76,
"frontend": 76,
"schema_db": 76,
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"security": 76,
"pharma": 76,
"pdf_report": 76,
"data_analysis": 86,
"ai_ethics": 76,
"proposal": 76,
"multilingual": 76,
"email_marketing": 76,
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"monitoring": 76,
"model_routing": 76,
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"memory": 76,
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"sovereign_deploy": 76,
"reasoning": 88,
"math": 90,
"coding_bench": 76,
"instruction_follow": 76,
"knowledge": 82,
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"function_calling": 76,
"creative_writing": 76,
"vision": 76,
"agent_tasks": 82,
"safety": 76,
"latency": 76,
"cost_efficiency": 76,
"arabic_nlp": 76,
"french_nlp": 76
},
"avg": 77
},
"Alibaba_Qwen_Turbo": {
"type": "cloud_oss",
"icon": "\ud83c\udf0f",
"tier": "\u26a1 Free/RateLimit",
"desc": "Alibaba qwen-turbo-latest \u2014 201 languages unlimited",
"caps": {
"code": 78,
"strategy": 74,
"cdc_spec": 74,
"legal_gdpr": 74,
"devops": 74,
"erp": 74,
"frontend": 74,
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"pharma": 74,
"pdf_report": 74,
"data_analysis": 74,
"ai_ethics": 74,
"proposal": 74,
"multilingual": 88,
"email_marketing": 74,
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"monitoring": 74,
"model_routing": 74,
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"math": 74,
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"function_calling": 74,
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"cost_efficiency": 88,
"arabic_nlp": 74,
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"speed_latency": 82
},
"avg": 75
},
"Gemini_Flash_20": {
"type": "cloud",
"icon": "\ud83d\udc8e",
"tier": "\u26a1 Free/RateLimit",
"desc": "Google gemini-2.0-flash \u2014 1M context + vision FREE",
"caps": {
"code": 78,
"strategy": 78,
"cdc_spec": 78,
"legal_gdpr": 78,
"devops": 78,
"erp": 78,
"frontend": 78,
"schema_db": 78,
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"security": 78,
"pharma": 78,
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"data_analysis": 85,
"ai_ethics": 78,
"proposal": 78,
"multilingual": 88,
"email_marketing": 78,
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"reasoning": 78,
"math": 78,
"coding_bench": 78,
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"knowledge": 85,
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"function_calling": 78,
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"vision": 92,
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"safety": 78,
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"cost_efficiency": 78,
"arabic_nlp": 78,
"french_nlp": 78,
"instruction": 82,
"speed_latency": 85
},
"avg": 80
},
"S151_Granite4": {
"type": "sovereign",
"icon": "\ud83e\udea8",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "IBM Granite4 S151 \u2014 1.6s sovereign enterprise (TESTED \u2705)",
"caps": {
"code": 50,
"strategy": 50,
"cdc_spec": 50,
"legal_gdpr": 50,
"devops": 50,
"erp": 50,
"frontend": 50,
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"security": 50,
"pharma": 50,
"pdf_report": 50,
"data_analysis": 50,
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"proposal": 50,
"multilingual": 50,
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"monitoring": 50,
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"memory": 50,
"mcp_tools": 50,
"sovereign_deploy": 92,
"reasoning": 50,
"math": 50,
"coding_bench": 50,
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"vision": 50,
"agent_tasks": 50,
"safety": 62,
"latency": 50,
"cost_efficiency": 92,
"arabic_nlp": 50,
"french_nlp": 50,
"function_call": 68,
"speed_latency": 82
},
"avg": 53
},
"S151_Phi4mini": {
"type": "sovereign",
"icon": "\u03a6",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Microsoft phi4-mini S151 \u2014 compact reasoning (TESTED \u2705)",
"caps": {
"code": 48,
"strategy": 48,
"cdc_spec": 48,
"legal_gdpr": 48,
"devops": 48,
"erp": 48,
"frontend": 48,
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"security": 48,
"pharma": 48,
"pdf_report": 48,
"data_analysis": 48,
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"multilingual": 48,
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"memory": 48,
"mcp_tools": 48,
"sovereign_deploy": 92,
"reasoning": 60,
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"coding_bench": 48,
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"function_calling": 48,
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"vision": 48,
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"safety": 48,
"latency": 48,
"cost_efficiency": 92,
"arabic_nlp": 48,
"french_nlp": 48,
"speed_latency": 78
},
"avg": 52
},
"S151_Qwen3_4b": {
"type": "sovereign",
"icon": "\ud83c\udfe0",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Qwen3 4B S151 \u2014 multilingual sovereign (TESTED 21s)",
"caps": {
"code": 62,
"strategy": 52,
"cdc_spec": 52,
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"devops": 52,
"erp": 52,
"frontend": 52,
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"security": 52,
"pharma": 52,
"pdf_report": 52,
"data_analysis": 52,
"ai_ethics": 52,
"proposal": 52,
"multilingual": 72,
"email_marketing": 52,
"scraping": 52,
"rag_search": 52,
"monitoring": 52,
"model_routing": 52,
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"memory": 52,
"mcp_tools": 52,
"sovereign_deploy": 92,
"reasoning": 58,
"math": 52,
"coding_bench": 52,
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"knowledge": 52,
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"function_calling": 52,
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"vision": 52,
"agent_tasks": 52,
"safety": 52,
"latency": 52,
"cost_efficiency": 88,
"arabic_nlp": 52,
"french_nlp": 52
},
"avg": 55
},
"S95_Llama31_8b": {
"type": "sovereign",
"icon": "\ud83e\udd99",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Meta Llama 3.1 8B S95 \u2014 general purpose (localhost only)",
"caps": {
"code": 72,
"strategy": 58,
"cdc_spec": 58,
"legal_gdpr": 58,
"devops": 58,
"erp": 58,
"frontend": 58,
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"api_design": 58,
"security": 58,
"pharma": 58,
"pdf_report": 58,
"data_analysis": 58,
"ai_ethics": 58,
"proposal": 58,
"multilingual": 65,
"email_marketing": 58,
"scraping": 58,
"rag_search": 58,
"monitoring": 58,
"model_routing": 58,
"context_mgmt": 58,
"memory": 58,
"mcp_tools": 58,
"sovereign_deploy": 92,
"reasoning": 70,
"math": 58,
"coding_bench": 58,
"instruction_follow": 58,
"knowledge": 58,
"long_context": 58,
"function_calling": 58,
"creative_writing": 58,
"vision": 58,
"agent_tasks": 58,
"safety": 58,
"latency": 58,
"cost_efficiency": 90,
"arabic_nlp": 58,
"french_nlp": 58,
"instruction": 72
},
"avg": 61
},
"S95_Mistral_7b": {
"type": "sovereign",
"icon": "\ud83c\uddeb\ud83c\uddf7",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Mistral 7B S95 \u2014 French sovereign (localhost only)",
"caps": {
"code": 55,
"strategy": 65,
"cdc_spec": 55,
"legal_gdpr": 72,
"devops": 55,
"erp": 55,
"frontend": 55,
"schema_db": 55,
"api_design": 55,
"security": 55,
"pharma": 55,
"pdf_report": 55,
"data_analysis": 55,
"ai_ethics": 55,
"proposal": 55,
"multilingual": 78,
"email_marketing": 55,
"scraping": 55,
"rag_search": 55,
"monitoring": 55,
"model_routing": 55,
"context_mgmt": 55,
"memory": 55,
"mcp_tools": 55,
"sovereign_deploy": 92,
"reasoning": 55,
"math": 55,
"coding_bench": 55,
"instruction_follow": 55,
"knowledge": 55,
"long_context": 55,
"function_calling": 55,
"creative_writing": 55,
"vision": 55,
"agent_tasks": 55,
"safety": 55,
"latency": 55,
"cost_efficiency": 90,
"arabic_nlp": 55,
"french_nlp": 55,
"instruction": 70
},
"avg": 58
},
"Langfuse": {
"type": "sovereign",
"icon": "\ud83d\udd0d",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "LLM observability \u2014 tracing, eval, prompt versioning (replaces LangSmith)",
"caps": {
"code": 45,
"strategy": 45,
"cdc_spec": 45,
"legal_gdpr": 45,
"devops": 45,
"erp": 45,
"frontend": 45,
"schema_db": 45,
"api_design": 45,
"security": 45,
"pharma": 45,
"pdf_report": 45,
"data_analysis": 80,
"ai_ethics": 45,
"proposal": 45,
"multilingual": 45,
"email_marketing": 45,
"scraping": 45,
"rag_search": 45,
"monitoring": 88,
"model_routing": 82,
"context_mgmt": 45,
"memory": 45,
"mcp_tools": 45,
"sovereign_deploy": 45,
"reasoning": 60,
"math": 45,
"coding_bench": 45,
"instruction_follow": 45,
"knowledge": 45,
"long_context": 45,
"function_calling": 45,
"creative_writing": 45,
"vision": 45,
"agent_tasks": 75,
"safety": 78,
"latency": 45,
"cost_efficiency": 45,
"arabic_nlp": 45,
"french_nlp": 45
},
"avg": 50
},
"RAGFlow": {
"type": "sovereign",
"icon": "\ud83d\udcc4",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Deep document parsing + GraphRAG + agentic reasoning (replaces Coveo)",
"caps": {
"code": 50,
"strategy": 50,
"cdc_spec": 50,
"legal_gdpr": 75,
"devops": 50,
"erp": 50,
"frontend": 50,
"schema_db": 50,
"api_design": 50,
"security": 50,
"pharma": 72,
"pdf_report": 78,
"data_analysis": 82,
"ai_ethics": 50,
"proposal": 50,
"multilingual": 50,
"email_marketing": 50,
"scraping": 50,
"rag_search": 92,
"monitoring": 50,
"model_routing": 50,
"context_mgmt": 50,
"memory": 50,
"mcp_tools": 50,
"sovereign_deploy": 50,
"reasoning": 50,
"math": 50,
"coding_bench": 50,
"instruction_follow": 50,
"knowledge": 85,
"long_context": 80,
"function_calling": 50,
"creative_writing": 50,
"vision": 50,
"agent_tasks": 50,
"safety": 50,
"latency": 50,
"cost_efficiency": 50,
"arabic_nlp": 50,
"french_nlp": 50
},
"avg": 55
},
"Unsloth": {
"type": "sovereign",
"icon": "\ud83e\udda5",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "2x faster fine-tuning, 70% less VRAM (replaces AWS Bedrock)",
"caps": {
"code": 42,
"strategy": 42,
"cdc_spec": 42,
"legal_gdpr": 42,
"devops": 42,
"erp": 42,
"frontend": 42,
"schema_db": 42,
"api_design": 42,
"security": 42,
"pharma": 42,
"pdf_report": 42,
"data_analysis": 42,
"ai_ethics": 42,
"proposal": 42,
"multilingual": 42,
"email_marketing": 42,
"scraping": 42,
"rag_search": 42,
"monitoring": 42,
"model_routing": 78,
"context_mgmt": 42,
"memory": 42,
"mcp_tools": 42,
"sovereign_deploy": 88,
"reasoning": 42,
"math": 42,
"coding_bench": 42,
"instruction_follow": 42,
"knowledge": 42,
"long_context": 42,
"function_calling": 42,
"creative_writing": 42,
"vision": 42,
"agent_tasks": 42,
"safety": 42,
"latency": 42,
"cost_efficiency": 90,
"arabic_nlp": 42,
"french_nlp": 42,
"fine_tuning": 92,
"speed_latency": 82
},
"avg": 47
},
"CrewAI": {
"type": "sovereign",
"icon": "\ud83e\udd1d",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Multi-agent orchestration framework (replaces custom agent code)",
"caps": {
"code": 72,
"strategy": 70,
"cdc_spec": 48,
"legal_gdpr": 48,
"devops": 48,
"erp": 48,
"frontend": 48,
"schema_db": 48,
"api_design": 48,
"security": 48,
"pharma": 48,
"pdf_report": 48,
"data_analysis": 48,
"ai_ethics": 48,
"proposal": 48,
"multilingual": 48,
"email_marketing": 48,
"scraping": 48,
"rag_search": 48,
"monitoring": 48,
"model_routing": 80,
"context_mgmt": 48,
"memory": 48,
"mcp_tools": 48,
"sovereign_deploy": 48,
"reasoning": 78,
"math": 48,
"coding_bench": 48,
"instruction_follow": 48,
"knowledge": 48,
"long_context": 48,
"function_calling": 48,
"creative_writing": 48,
"vision": 48,
"agent_tasks": 90,
"safety": 48,
"latency": 48,
"cost_efficiency": 48,
"arabic_nlp": 48,
"french_nlp": 48
},
"avg": 52
},
"MLflow": {
"type": "sovereign",
"icon": "\ud83d\udcca",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "MLOps lifecycle \u2014 experiments, registry, deploy (replaces W&B)",
"caps": {
"code": 45,
"strategy": 45,
"cdc_spec": 45,
"legal_gdpr": 45,
"devops": 45,
"erp": 45,
"frontend": 45,
"schema_db": 45,
"api_design": 45,
"security": 45,
"pharma": 45,
"pdf_report": 45,
"data_analysis": 82,
"ai_ethics": 45,
"proposal": 45,
"multilingual": 45,
"email_marketing": 45,
"scraping": 45,
"rag_search": 45,
"monitoring": 78,
"model_routing": 80,
"context_mgmt": 45,
"memory": 45,
"mcp_tools": 45,
"sovereign_deploy": 45,
"reasoning": 45,
"math": 45,
"coding_bench": 45,
"instruction_follow": 45,
"knowledge": 45,
"long_context": 45,
"function_calling": 45,
"creative_writing": 45,
"vision": 45,
"agent_tasks": 72,
"safety": 45,
"latency": 45,
"cost_efficiency": 45,
"arabic_nlp": 45,
"french_nlp": 45,
"fine_tuning": 85
},
"avg": 49
},
"Whisper_cpp": {
"type": "sovereign",
"icon": "\ud83c\udfa4",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "CPU-only speech-to-text, zero API costs (replaces Google STT)",
"caps": {
"code": 40,
"strategy": 40,
"cdc_spec": 40,
"legal_gdpr": 40,
"devops": 40,
"erp": 40,
"frontend": 40,
"schema_db": 40,
"api_design": 40,
"security": 40,
"pharma": 40,
"pdf_report": 40,
"data_analysis": 40,
"ai_ethics": 40,
"proposal": 40,
"multilingual": 85,
"email_marketing": 40,
"scraping": 40,
"rag_search": 40,
"monitoring": 40,
"model_routing": 40,
"context_mgmt": 40,
"memory": 40,
"mcp_tools": 40,
"sovereign_deploy": 92,
"reasoning": 40,
"math": 40,
"coding_bench": 40,
"instruction_follow": 40,
"knowledge": 40,
"long_context": 40,
"function_calling": 40,
"creative_writing": 40,
"vision": 65,
"agent_tasks": 40,
"safety": 40,
"latency": 40,
"cost_efficiency": 92,
"arabic_nlp": 40,
"french_nlp": 40,
"speed_latency": 82
},
"avg": 45
},
"Haystack": {
"type": "sovereign",
"icon": "\ud83d\udd0e",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Production RAG framework by deepset (replaces custom RAG)",
"caps": {
"code": 48,
"strategy": 48,
"cdc_spec": 48,
"legal_gdpr": 48,
"devops": 48,
"erp": 48,
"frontend": 48,
"schema_db": 48,
"api_design": 48,
"security": 48,
"pharma": 68,
"pdf_report": 48,
"data_analysis": 78,
"ai_ethics": 48,
"proposal": 48,
"multilingual": 48,
"email_marketing": 48,
"scraping": 48,
"rag_search": 90,
"monitoring": 48,
"model_routing": 48,
"context_mgmt": 48,
"memory": 48,
"mcp_tools": 48,
"sovereign_deploy": 48,
"reasoning": 48,
"math": 48,
"coding_bench": 48,
"instruction_follow": 48,
"knowledge": 82,
"long_context": 78,
"function_calling": 48,
"creative_writing": 48,
"vision": 48,
"agent_tasks": 48,
"safety": 48,
"latency": 48,
"cost_efficiency": 48,
"arabic_nlp": 48,
"french_nlp": 48
},
"avg": 52
},
"LLaMA_Factory": {
"type": "sovereign",
"icon": "\ud83c\udfed",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Web UI zero-code fine-tuning 100+ models (replaces Vertex AI)",
"caps": {
"code": 65,
"strategy": 42,
"cdc_spec": 42,
"legal_gdpr": 42,
"devops": 42,
"erp": 42,
"frontend": 42,
"schema_db": 42,
"api_design": 42,
"security": 42,
"pharma": 42,
"pdf_report": 42,
"data_analysis": 42,
"ai_ethics": 42,
"proposal": 42,
"multilingual": 42,
"email_marketing": 42,
"scraping": 42,
"rag_search": 42,
"monitoring": 42,
"model_routing": 82,
"context_mgmt": 42,
"memory": 42,
"mcp_tools": 42,
"sovereign_deploy": 88,
"reasoning": 42,
"math": 42,
"coding_bench": 42,
"instruction_follow": 42,
"knowledge": 42,
"long_context": 42,
"function_calling": 42,
"creative_writing": 42,
"vision": 42,
"agent_tasks": 42,
"safety": 42,
"latency": 42,
"cost_efficiency": 88,
"arabic_nlp": 42,
"french_nlp": 42,
"fine_tuning": 90
},
"avg": 47
},
"ArgoCD": {
"type": "sovereign",
"icon": "\ud83d\udd04",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "GitOps standard for K8s, CNCF graduated (replaces Harness CD)",
"caps": {
"code": 65,
"strategy": 42,
"cdc_spec": 42,
"legal_gdpr": 42,
"devops": 90,
"erp": 42,
"frontend": 42,
"schema_db": 42,
"api_design": 42,
"security": 72,
"pharma": 42,
"pdf_report": 42,
"data_analysis": 42,
"ai_ethics": 42,
"proposal": 42,
"multilingual": 42,
"email_marketing": 42,
"scraping": 42,
"rag_search": 42,
"monitoring": 75,
"model_routing": 42,
"context_mgmt": 42,
"memory": 42,
"mcp_tools": 42,
"sovereign_deploy": 42,
"reasoning": 42,
"math": 42,
"coding_bench": 42,
"instruction_follow": 42,
"knowledge": 42,
"long_context": 42,
"function_calling": 42,
"creative_writing": 42,
"vision": 42,
"agent_tasks": 70,
"safety": 42,
"latency": 42,
"cost_efficiency": 42,
"arabic_nlp": 42,
"french_nlp": 42
},
"avg": 46
},
"Harbor": {
"type": "sovereign",
"icon": "\ud83d\udc33",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "CNCF container registry + Trivy scanning (replaces Docker Hub/ECR)",
"caps": {
"code": 40,
"strategy": 40,
"cdc_spec": 40,
"legal_gdpr": 40,
"devops": 85,
"erp": 40,
"frontend": 40,
"schema_db": 40,
"api_design": 40,
"security": 82,
"pharma": 40,
"pdf_report": 40,
"data_analysis": 40,
"ai_ethics": 40,
"proposal": 40,
"multilingual": 40,
"email_marketing": 40,
"scraping": 40,
"rag_search": 40,
"monitoring": 70,
"model_routing": 40,
"context_mgmt": 40,
"memory": 40,
"mcp_tools": 40,
"sovereign_deploy": 88,
"reasoning": 40,
"math": 40,
"coding_bench": 40,
"instruction_follow": 40,
"knowledge": 40,
"long_context": 40,
"function_calling": 40,
"creative_writing": 40,
"vision": 40,
"agent_tasks": 40,
"safety": 40,
"latency": 40,
"cost_efficiency": 40,
"arabic_nlp": 40,
"french_nlp": 40
},
"avg": 44
},
"Grafana_Loki": {
"type": "sovereign",
"icon": "\ud83d\udccb",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Log aggregation for Grafana, label-indexed (replaces ELK/Splunk)",
"caps": {
"code": 42,
"strategy": 42,
"cdc_spec": 42,
"legal_gdpr": 42,
"devops": 80,
"erp": 42,
"frontend": 42,
"schema_db": 42,
"api_design": 42,
"security": 72,
"pharma": 42,
"pdf_report": 42,
"data_analysis": 78,
"ai_ethics": 42,
"proposal": 42,
"multilingual": 42,
"email_marketing": 42,
"scraping": 42,
"rag_search": 42,
"monitoring": 92,
"model_routing": 42,
"context_mgmt": 42,
"memory": 42,
"mcp_tools": 42,
"sovereign_deploy": 42,
"reasoning": 42,
"math": 42,
"coding_bench": 42,
"instruction_follow": 42,
"knowledge": 42,
"long_context": 42,
"function_calling": 42,
"creative_writing": 42,
"vision": 42,
"agent_tasks": 42,
"safety": 42,
"latency": 42,
"cost_efficiency": 85,
"arabic_nlp": 42,
"french_nlp": 42
},
"avg": 47
},
"SigNoz": {
"type": "sovereign",
"icon": "\ud83d\udcc8",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "OpenTelemetry APM+traces+logs+metrics (replaces Datadog/New Relic)",
"caps": {
"code": 40,
"strategy": 40,
"cdc_spec": 40,
"legal_gdpr": 40,
"devops": 78,
"erp": 40,
"frontend": 40,
"schema_db": 40,
"api_design": 40,
"security": 40,
"pharma": 40,
"pdf_report": 40,
"data_analysis": 75,
"ai_ethics": 40,
"proposal": 40,
"multilingual": 40,
"email_marketing": 40,
"scraping": 40,
"rag_search": 40,
"monitoring": 90,
"model_routing": 40,
"context_mgmt": 40,
"memory": 40,
"mcp_tools": 40,
"sovereign_deploy": 40,
"reasoning": 40,
"math": 40,
"coding_bench": 40,
"instruction_follow": 40,
"knowledge": 40,
"long_context": 40,
"function_calling": 40,
"creative_writing": 40,
"vision": 40,
"agent_tasks": 40,
"safety": 40,
"latency": 40,
"cost_efficiency": 88,
"arabic_nlp": 40,
"french_nlp": 40,
"speed_latency": 72
},
"avg": 45
},
"Infisical": {
"type": "sovereign",
"icon": "\ud83d\udd10",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Modern secrets management, auto-rotation (replaces HashiCorp Vault)",
"caps": {
"code": 38,
"strategy": 38,
"cdc_spec": 38,
"legal_gdpr": 38,
"devops": 82,
"erp": 38,
"frontend": 38,
"schema_db": 38,
"api_design": 38,
"security": 90,
"pharma": 38,
"pdf_report": 38,
"data_analysis": 38,
"ai_ethics": 38,
"proposal": 38,
"multilingual": 38,
"email_marketing": 38,
"scraping": 38,
"rag_search": 38,
"monitoring": 38,
"model_routing": 38,
"context_mgmt": 38,
"memory": 38,
"mcp_tools": 38,
"sovereign_deploy": 85,
"reasoning": 38,
"math": 38,
"coding_bench": 38,
"instruction_follow": 38,
"knowledge": 38,
"long_context": 38,
"function_calling": 38,
"creative_writing": 38,
"vision": 38,
"agent_tasks": 38,
"safety": 80,
"latency": 38,
"cost_efficiency": 38,
"arabic_nlp": 38,
"french_nlp": 38
},
"avg": 43
},
"OpenTofu": {
"type": "sovereign",
"icon": "\ud83c\udfd7\ufe0f",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Linux Foundation Terraform fork, state encryption (replaces Terraform BSL)",
"caps": {
"code": 40,
"strategy": 40,
"cdc_spec": 40,
"legal_gdpr": 40,
"devops": 88,
"erp": 40,
"frontend": 40,
"schema_db": 40,
"api_design": 40,
"security": 78,
"pharma": 40,
"pdf_report": 40,
"data_analysis": 40,
"ai_ethics": 40,
"proposal": 40,
"multilingual": 40,
"email_marketing": 40,
"scraping": 40,
"rag_search": 40,
"monitoring": 40,
"model_routing": 40,
"context_mgmt": 40,
"memory": 40,
"mcp_tools": 40,
"sovereign_deploy": 90,
"reasoning": 40,
"math": 40,
"coding_bench": 40,
"instruction_follow": 40,
"knowledge": 40,
"long_context": 40,
"function_calling": 40,
"creative_writing": 40,
"vision": 40,
"agent_tasks": 40,
"safety": 40,
"latency": 40,
"cost_efficiency": 85,
"arabic_nlp": 40,
"french_nlp": 40
},
"avg": 45
},
"Woodpecker_CI": {
"type": "sovereign",
"icon": "\ud83e\udeb5",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Container-native CI, native Gitea integration (replaces Jenkins)",
"caps": {
"code": 70,
"strategy": 38,
"cdc_spec": 38,
"legal_gdpr": 38,
"devops": 85,
"erp": 38,
"frontend": 38,
"schema_db": 38,
"api_design": 38,
"security": 38,
"pharma": 38,
"pdf_report": 38,
"data_analysis": 38,
"ai_ethics": 38,
"proposal": 38,
"multilingual": 38,
"email_marketing": 38,
"scraping": 38,
"rag_search": 38,
"monitoring": 38,
"model_routing": 38,
"context_mgmt": 38,
"memory": 38,
"mcp_tools": 38,
"sovereign_deploy": 85,
"reasoning": 38,
"math": 38,
"coding_bench": 38,
"instruction_follow": 38,
"knowledge": 38,
"long_context": 38,
"function_calling": 38,
"creative_writing": 38,
"vision": 38,
"agent_tasks": 38,
"safety": 38,
"latency": 38,
"cost_efficiency": 38,
"arabic_nlp": 38,
"french_nlp": 38,
"speed_latency": 75
},
"avg": 42
},
"Velero": {
"type": "sovereign",
"icon": "\u26f5",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "K8s backup + disaster recovery (replaces Kasten K10)",
"caps": {
"code": 35,
"strategy": 35,
"cdc_spec": 35,
"legal_gdpr": 35,
"devops": 82,
"erp": 35,
"frontend": 35,
"schema_db": 35,
"api_design": 35,
"security": 75,
"pharma": 35,
"pdf_report": 35,
"data_analysis": 35,
"ai_ethics": 35,
"proposal": 35,
"multilingual": 35,
"email_marketing": 35,
"scraping": 35,
"rag_search": 35,
"monitoring": 35,
"model_routing": 35,
"context_mgmt": 35,
"memory": 35,
"mcp_tools": 35,
"sovereign_deploy": 82,
"reasoning": 35,
"math": 35,
"coding_bench": 35,
"instruction_follow": 35,
"knowledge": 35,
"long_context": 35,
"function_calling": 35,
"creative_writing": 35,
"vision": 35,
"agent_tasks": 35,
"safety": 72,
"latency": 35,
"cost_efficiency": 35,
"arabic_nlp": 35,
"french_nlp": 35
},
"avg": 39
},
"Twenty_CRM": {
"type": "sovereign",
"icon": "\ud83d\udcc7",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Modern CRM, Notion-like UX + GraphQL (replaces Salesforce)",
"caps": {
"code": 42,
"strategy": 75,
"cdc_spec": 42,
"legal_gdpr": 42,
"devops": 42,
"erp": 68,
"frontend": 70,
"schema_db": 42,
"api_design": 78,
"security": 42,
"pharma": 42,
"pdf_report": 42,
"data_analysis": 72,
"ai_ethics": 42,
"proposal": 42,
"multilingual": 42,
"email_marketing": 42,
"scraping": 42,
"rag_search": 42,
"monitoring": 42,
"model_routing": 42,
"context_mgmt": 42,
"memory": 42,
"mcp_tools": 42,
"sovereign_deploy": 42,
"reasoning": 42,
"math": 42,
"coding_bench": 42,
"instruction_follow": 42,
"knowledge": 42,
"long_context": 42,
"function_calling": 42,
"creative_writing": 42,
"vision": 42,
"agent_tasks": 42,
"safety": 42,
"latency": 42,
"cost_efficiency": 42,
"arabic_nlp": 42,
"french_nlp": 42
},
"avg": 46
},
"Plane": {
"type": "sovereign",
"icon": "\u2708\ufe0f",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Project mgmt \u2014 sprints, AI pages (replaces Jira)",
"caps": {
"code": 62,
"strategy": 72,
"cdc_spec": 78,
"legal_gdpr": 40,
"devops": 40,
"erp": 40,
"frontend": 65,
"schema_db": 40,
"api_design": 40,
"security": 40,
"pharma": 40,
"pdf_report": 40,
"data_analysis": 40,
"ai_ethics": 40,
"proposal": 40,
"multilingual": 40,
"email_marketing": 40,
"scraping": 40,
"rag_search": 40,
"monitoring": 40,
"model_routing": 40,
"context_mgmt": 40,
"memory": 40,
"mcp_tools": 40,
"sovereign_deploy": 40,
"reasoning": 40,
"math": 40,
"coding_bench": 40,
"instruction_follow": 40,
"knowledge": 40,
"long_context": 40,
"function_calling": 40,
"creative_writing": 40,
"vision": 40,
"agent_tasks": 68,
"safety": 40,
"latency": 40,
"cost_efficiency": 40,
"arabic_nlp": 40,
"french_nlp": 40
},
"avg": 44
},
"Cal_com": {
"type": "sovereign",
"icon": "\ud83d\udcc5",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Scheduling infra, team booking, payments (replaces Calendly)",
"caps": {
"code": 35,
"strategy": 65,
"cdc_spec": 35,
"legal_gdpr": 35,
"devops": 35,
"erp": 35,
"frontend": 68,
"schema_db": 35,
"api_design": 72,
"security": 35,
"pharma": 35,
"pdf_report": 35,
"data_analysis": 35,
"ai_ethics": 35,
"proposal": 35,
"multilingual": 35,
"email_marketing": 35,
"scraping": 35,
"rag_search": 35,
"monitoring": 35,
"model_routing": 35,
"context_mgmt": 35,
"memory": 35,
"mcp_tools": 35,
"sovereign_deploy": 35,
"reasoning": 35,
"math": 35,
"coding_bench": 35,
"instruction_follow": 35,
"knowledge": 35,
"long_context": 35,
"function_calling": 35,
"creative_writing": 35,
"vision": 35,
"agent_tasks": 35,
"safety": 35,
"latency": 35,
"cost_efficiency": 35,
"arabic_nlp": 35,
"french_nlp": 35
},
"avg": 38
},
"Chatwoot": {
"type": "sovereign",
"icon": "\ud83d\udcac",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Omnichannel support \u2014 chat, email, WhatsApp (replaces Intercom)",
"caps": {
"code": 38,
"strategy": 65,
"cdc_spec": 38,
"legal_gdpr": 38,
"devops": 38,
"erp": 38,
"frontend": 68,
"schema_db": 38,
"api_design": 38,
"security": 38,
"pharma": 38,
"pdf_report": 38,
"data_analysis": 38,
"ai_ethics": 38,
"proposal": 38,
"multilingual": 78,
"email_marketing": 72,
"scraping": 38,
"rag_search": 38,
"monitoring": 38,
"model_routing": 38,
"context_mgmt": 38,
"memory": 38,
"mcp_tools": 38,
"sovereign_deploy": 38,
"reasoning": 38,
"math": 38,
"coding_bench": 38,
"instruction_follow": 38,
"knowledge": 38,
"long_context": 38,
"function_calling": 38,
"creative_writing": 38,
"vision": 38,
"agent_tasks": 38,
"safety": 38,
"latency": 38,
"cost_efficiency": 38,
"arabic_nlp": 38,
"french_nlp": 38
},
"avg": 41
},
"Nuclei_Scanner": {
"type": "sovereign",
"icon": "\u2622\ufe0f",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Vuln scanner 10K+ templates (replaces Qualys/Nessus)",
"caps": {
"code": 40,
"strategy": 40,
"cdc_spec": 40,
"legal_gdpr": 40,
"devops": 75,
"erp": 40,
"frontend": 40,
"schema_db": 40,
"api_design": 40,
"security": 92,
"pharma": 40,
"pdf_report": 40,
"data_analysis": 40,
"ai_ethics": 40,
"proposal": 40,
"multilingual": 40,
"email_marketing": 40,
"scraping": 40,
"rag_search": 40,
"monitoring": 72,
"model_routing": 40,
"context_mgmt": 40,
"memory": 40,
"mcp_tools": 40,
"sovereign_deploy": 40,
"reasoning": 40,
"math": 40,
"coding_bench": 40,
"instruction_follow": 40,
"knowledge": 40,
"long_context": 40,
"function_calling": 40,
"creative_writing": 40,
"vision": 40,
"agent_tasks": 78,
"safety": 85,
"latency": 40,
"cost_efficiency": 40,
"arabic_nlp": 40,
"french_nlp": 40
},
"avg": 45
},
"DuckDB": {
"type": "sovereign",
"icon": "\ud83e\udd86",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "In-process SQL OLAP analytics (replaces BigQuery for small data)",
"caps": {
"code": 38,
"strategy": 38,
"cdc_spec": 38,
"legal_gdpr": 38,
"devops": 38,
"erp": 38,
"frontend": 38,
"schema_db": 82,
"api_design": 38,
"security": 38,
"pharma": 38,
"pdf_report": 38,
"data_analysis": 88,
"ai_ethics": 38,
"proposal": 38,
"multilingual": 38,
"email_marketing": 38,
"scraping": 38,
"rag_search": 38,
"monitoring": 38,
"model_routing": 38,
"context_mgmt": 38,
"memory": 38,
"mcp_tools": 38,
"sovereign_deploy": 38,
"reasoning": 38,
"math": 38,
"coding_bench": 38,
"instruction_follow": 38,
"knowledge": 65,
"long_context": 38,
"function_calling": 38,
"creative_writing": 38,
"vision": 38,
"agent_tasks": 38,
"safety": 38,
"latency": 38,
"cost_efficiency": 90,
"arabic_nlp": 38,
"french_nlp": 38,
"speed_latency": 85
},
"avg": 43
},
"GLM5_Cloud": {
"type": "cloud_oss",
"icon": "\ud83d\udd37",
"tier": "\u26a1 Free/RateLimit",
"desc": "GLM-5 744B Zhipu Cloud \u2014 MIT #1 Arena open-source (WIRED from memory)",
"caps": {
"code": 86,
"strategy": 82,
"cdc_spec": 80,
"legal_gdpr": 80,
"devops": 80,
"erp": 80,
"frontend": 80,
"schema_db": 80,
"api_design": 80,
"security": 80,
"pharma": 80,
"pdf_report": 80,
"data_analysis": 80,
"ai_ethics": 80,
"proposal": 80,
"multilingual": 82,
"email_marketing": 80,
"scraping": 80,
"rag_search": 80,
"monitoring": 80,
"model_routing": 80,
"context_mgmt": 80,
"memory": 80,
"mcp_tools": 80,
"sovereign_deploy": 80,
"reasoning": 90,
"math": 85,
"coding_bench": 80,
"instruction_follow": 80,
"knowledge": 90,
"long_context": 80,
"function_calling": 80,
"creative_writing": 88,
"vision": 80,
"agent_tasks": 87,
"safety": 80,
"latency": 80,
"cost_efficiency": 80,
"arabic_nlp": 80,
"french_nlp": 80,
"instruction": 90
},
"avg": 81
},
"type": "sovereign",
"icon": "\ud83d\udd11",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "SSO IdP \u2014 Forward Auth port 9543 (ACTIVE on S204)",
"caps": {
"code": 38,
"strategy": 38,
"cdc_spec": 38,
"legal_gdpr": 38,
"devops": 80,
"erp": 38,
"frontend": 38,
"schema_db": 38,
"api_design": 72,
"security": 88,
"pharma": 38,
"pdf_report": 38,
"data_analysis": 38,
"ai_ethics": 38,
"proposal": 38,
"multilingual": 38,
"email_marketing": 38,
"scraping": 38,
"rag_search": 38,
"monitoring": 38,
"model_routing": 38,
"context_mgmt": 38,
"memory": 38,
"mcp_tools": 38,
"sovereign_deploy": 90,
"reasoning": 38,
"math": 38,
"coding_bench": 38,
"instruction_follow": 38,
"knowledge": 38,
"long_context": 38,
"function_calling": 38,
"creative_writing": 38,
"vision": 38,
"agent_tasks": 38,
"safety": 85,
"latency": 38,
"cost_efficiency": 38,
"arabic_nlp": 38,
"french_nlp": 38
},
"avg": 44
},
"CrowdSec_Active": {
"type": "sovereign",
"icon": "\ud83c\udff0",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "CrowdSec + Fail2Ban \u2014 active threat blocking (ACTIVE on S204)",
"caps": {
"code": 38,
"strategy": 38,
"cdc_spec": 38,
"legal_gdpr": 38,
"devops": 75,
"erp": 38,
"frontend": 38,
"schema_db": 38,
"api_design": 38,
"security": 90,
"pharma": 38,
"pdf_report": 38,
"data_analysis": 38,
"ai_ethics": 38,
"proposal": 38,
"multilingual": 38,
"email_marketing": 38,
"scraping": 38,
"rag_search": 38,
"monitoring": 82,
"model_routing": 38,
"context_mgmt": 38,
"memory": 38,
"mcp_tools": 38,
"sovereign_deploy": 88,
"reasoning": 38,
"math": 38,
"coding_bench": 38,
"instruction_follow": 38,
"knowledge": 38,
"long_context": 38,
"function_calling": 38,
"creative_writing": 38,
"vision": 38,
"agent_tasks": 38,
"safety": 88,
"latency": 38,
"cost_efficiency": 38,
"arabic_nlp": 38,
"french_nlp": 38
},
"avg": 44
},
"Plausible_Analytics": {
"type": "sovereign",
"icon": "\ud83d\udcca",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Privacy-friendly analytics port 8787 (ACTIVE on S204)",
"caps": {
"code": 35,
"strategy": 35,
"cdc_spec": 35,
"legal_gdpr": 35,
"devops": 35,
"erp": 35,
"frontend": 35,
"schema_db": 35,
"api_design": 35,
"security": 35,
"pharma": 35,
"pdf_report": 35,
"data_analysis": 82,
"ai_ethics": 35,
"proposal": 35,
"multilingual": 35,
"email_marketing": 35,
"scraping": 35,
"rag_search": 35,
"monitoring": 78,
"model_routing": 35,
"context_mgmt": 35,
"memory": 35,
"mcp_tools": 35,
"sovereign_deploy": 88,
"reasoning": 35,
"math": 35,
"coding_bench": 35,
"instruction_follow": 35,
"knowledge": 35,
"long_context": 35,
"function_calling": 35,
"creative_writing": 35,
"vision": 35,
"agent_tasks": 35,
"safety": 35,
"latency": 35,
"cost_efficiency": 90,
"arabic_nlp": 35,
"french_nlp": 35
},
"avg": 40
},
"Uptime_Kuma": {
"type": "sovereign",
"icon": "\ud83d\udce1",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Self-hosted monitoring port 3088 (ACTIVE on S204)",
"caps": {
"code": 35,
"strategy": 35,
"cdc_spec": 35,
"legal_gdpr": 35,
"devops": 72,
"erp": 35,
"frontend": 35,
"schema_db": 35,
"api_design": 35,
"security": 35,
"pharma": 35,
"pdf_report": 35,
"data_analysis": 35,
"ai_ethics": 35,
"proposal": 35,
"multilingual": 35,
"email_marketing": 35,
"scraping": 35,
"rag_search": 35,
"monitoring": 88,
"model_routing": 35,
"context_mgmt": 35,
"memory": 35,
"mcp_tools": 35,
"sovereign_deploy": 90,
"reasoning": 35,
"math": 35,
"coding_bench": 35,
"instruction_follow": 35,
"knowledge": 35,
"long_context": 35,
"function_calling": 35,
"creative_writing": 35,
"vision": 35,
"agent_tasks": 35,
"safety": 72,
"latency": 35,
"cost_efficiency": 35,
"arabic_nlp": 35,
"french_nlp": 35
},
"avg": 40
},
"n8n_Workflows": {
"type": "sovereign",
"icon": "\u2699\ufe0f",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "3 workflows: Benchmark + Health + Ethica (ACTIVE on S204)",
"caps": {
"code": 38,
"strategy": 38,
"cdc_spec": 38,
"legal_gdpr": 38,
"devops": 70,
"erp": 38,
"frontend": 38,
"schema_db": 38,
"api_design": 38,
"security": 38,
"pharma": 38,
"pdf_report": 38,
"data_analysis": 72,
"ai_ethics": 38,
"proposal": 38,
"multilingual": 38,
"email_marketing": 68,
"scraping": 38,
"rag_search": 38,
"monitoring": 75,
"model_routing": 38,
"context_mgmt": 38,
"memory": 38,
"mcp_tools": 38,
"sovereign_deploy": 38,
"reasoning": 38,
"math": 38,
"coding_bench": 38,
"instruction_follow": 38,
"knowledge": 38,
"long_context": 38,
"function_calling": 38,
"creative_writing": 38,
"vision": 38,
"agent_tasks": 80,
"safety": 38,
"latency": 38,
"cost_efficiency": 38,
"arabic_nlp": 38,
"french_nlp": 38
},
"avg": 42
},
"Mattermost": {
"type": "sovereign",
"icon": "\ud83d\udcac",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Self-hosted Slack alternative (ACTIVE on S204)",
"caps": {
"code": 35,
"strategy": 60,
"cdc_spec": 35,
"legal_gdpr": 35,
"devops": 35,
"erp": 35,
"frontend": 35,
"schema_db": 35,
"api_design": 35,
"security": 35,
"pharma": 35,
"pdf_report": 35,
"data_analysis": 35,
"ai_ethics": 35,
"proposal": 35,
"multilingual": 65,
"email_marketing": 35,
"scraping": 35,
"rag_search": 35,
"monitoring": 35,
"model_routing": 35,
"context_mgmt": 35,
"memory": 35,
"mcp_tools": 35,
"sovereign_deploy": 88,
"reasoning": 35,
"math": 35,
"coding_bench": 35,
"instruction_follow": 35,
"knowledge": 35,
"long_context": 35,
"function_calling": 35,
"creative_writing": 35,
"vision": 35,
"agent_tasks": 35,
"safety": 35,
"latency": 35,
"cost_efficiency": 35,
"arabic_nlp": 35,
"french_nlp": 35
},
"avg": 38
},
"Qdrant_Vector": {
"type": "sovereign",
"icon": "\ud83d\udce6",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Vector DB for RAG + sentence-transformers (ACTIVE on S204)",
"caps": {
"code": 42,
"strategy": 42,
"cdc_spec": 42,
"legal_gdpr": 42,
"devops": 42,
"erp": 42,
"frontend": 42,
"schema_db": 42,
"api_design": 42,
"security": 42,
"pharma": 42,
"pdf_report": 42,
"data_analysis": 75,
"ai_ethics": 42,
"proposal": 42,
"multilingual": 42,
"email_marketing": 42,
"scraping": 42,
"rag_search": 88,
"monitoring": 42,
"model_routing": 42,
"context_mgmt": 42,
"memory": 82,
"mcp_tools": 42,
"sovereign_deploy": 88,
"reasoning": 42,
"math": 42,
"coding_bench": 42,
"instruction_follow": 42,
"knowledge": 80,
"long_context": 42,
"function_calling": 42,
"creative_writing": 42,
"vision": 42,
"agent_tasks": 42,
"safety": 42,
"latency": 42,
"cost_efficiency": 42,
"arabic_nlp": 42,
"french_nlp": 42
},
"avg": 47
},
"SearXNG_Search": {
"type": "sovereign",
"icon": "\ud83c\udf10",
"tier": "\ud83c\udfe0 Sovereign",
"desc": "Private sovereign search multi-engine (ACTIVE on S204)",
"caps": {
"code": 45,
"strategy": 45,
"cdc_spec": 45,
"legal_gdpr": 45,
"devops": 45,
"erp": 45,
"frontend": 45,
"schema_db": 45,
"api_design": 45,
"security": 45,
"pharma": 45,
"pdf_report": 45,
"data_analysis": 85,
"ai_ethics": 45,
"proposal": 45,
"multilingual": 45,
"email_marketing": 45,
"scraping": 80,
"rag_search": 90,
"monitoring": 45,
"model_routing": 45,
"context_mgmt": 45,
"memory": 45,
"mcp_tools": 45,
"sovereign_deploy": 92,
"reasoning": 45,
"math": 45,
"coding_bench": 45,
"instruction_follow": 45,
"knowledge": 82,
"long_context": 45,
"function_calling": 45,
"creative_writing": 45,
"vision": 45,
"agent_tasks": 45,
"safety": 45,
"latency": 45,
"cost_efficiency": 45,
"arabic_nlp": 45,
"french_nlp": 45
},
"avg": 50
},
"BLADE_AI": {
"caps": {
"conversation": 70,
"code_gen": 72,
"diagram_schema": 35,
"vision_image": 0,
"pdf_generation": 25,
"math": 40,
"multi_turn": 65,
"explanation": 68,
"autonomy": 82,
"speed": 95,
"sovereign_deploy": 85,
"devops": 80,
"monitoring": 78
},
"avg": 77,
"description": "Desktop agent. 16 chips + 3 relays. Sentinel v2.2 auto-sync 60s.",
"type": "droid",
"logo": "blade",
"icon": "\ud83e\udd16",
"desc": "BLADE AI \u2014 Desktop Agent autonome, 18 Claude Code patterns, Sentinel watchdog",
"tested": "3avr26 real: 16 chips tested, CX/S95/S151 relays, CPU 100% Intel HD620"
},
"WEVAL_DeerFlow": {
"caps": {
"sovereign_deploy": 87,
"cost_efficiency": 87,
"model_routing": 87,
"agent_tasks": 87,
"automation": 87,
"monitoring": 87,
"function_calling": 87,
"mcp_tools": 87,
"devops": 87,
"rag_search": 90,
"security": 87,
"latency": 87,
"knowledge": 90,
"instruction": 87,
"instruction_follow": 87,
"ai_ethics": 87,
"safety": 87,
"email_marketing": 87,
"scraping": 90,
"french_nlp": 87,
"cdc_spec": 87,
"api_design": 87,
"schema_db": 87,
"code": 87,
"coding_bench": 87,
"strategy": 87,
"erp": 87,
"pharma": 87,
"legal_gdpr": 87,
"frontend": 87,
"data_analysis": 87,
"reasoning": 90,
"math": 87,
"proposal": 87,
"creative_writing": 87,
"pdf_report": 87,
"arabic_nlp": 87,
"long_context": 90,
"multilingual": 87,
"memory": 87,
"context_mgmt": 87,
"function_call": 87,
"speed_latency": 87,
"fine_tuning": 87,
"vision": 87
},
"avg": 82,
"description": "DeerFlow \u2014 528 skills, deep research, SearXNG, multi-step analysis",
"type": "sovereign",
"logo": "deerflow",
"icon": "\ud83d\udd0d",
"desc": "DeerFlow \u2014 528 skills, deep research, SearXNG, multi-step analysis"
},
"WEVAL_Manager": {
"caps": {
"sovereign_deploy": 90,
"cost_efficiency": 87,
"model_routing": 87,
"agent_tasks": 87,
"automation": 90,
"monitoring": 90,
"function_calling": 87,
"mcp_tools": 87,
"devops": 87,
"rag_search": 87,
"security": 87,
"latency": 87,
"knowledge": 87,
"instruction": 87,
"instruction_follow": 87,
"ai_ethics": 87,
"safety": 87,
"email_marketing": 90,
"scraping": 90,
"french_nlp": 87,
"cdc_spec": 87,
"api_design": 87,
"schema_db": 90,
"code": 87,
"coding_bench": 87,
"strategy": 87,
"erp": 87,
"pharma": 90,
"legal_gdpr": 87,
"frontend": 87,
"data_analysis": 87,
"reasoning": 87,
"math": 87,
"proposal": 87,
"creative_writing": 87,
"pdf_report": 87,
"arabic_nlp": 87,
"long_context": 87,
"multilingual": 87,
"memory": 87,
"context_mgmt": 87,
"function_call": 87,
"speed_latency": 87,
"fine_tuning": 87,
"vision": 87
},
"avg": 84,
"description": "WEVAL Manager \u2014 CRM+Arsenal+Ethica, 132K HCPs, campaign intelligence",
"type": "sovereign",
"logo": "manager",
"icon": "\ud83d\udcca",
"desc": "WEVAL Manager \u2014 CRM+Arsenal+Ethica, 132K HCPs, campaign intelligence"
},
"WEVAL_Droid": {
"caps": {
"sovereign_deploy": 87,
"cost_efficiency": 87,
"model_routing": 87,
"agent_tasks": 90,
"automation": 90,
"monitoring": 90,
"function_calling": 90,
"mcp_tools": 87,
"devops": 90,
"rag_search": 87,
"security": 90,
"latency": 87,
"knowledge": 87,
"instruction": 87,
"instruction_follow": 87,
"ai_ethics": 87,
"safety": 87,
"email_marketing": 87,
"scraping": 87,
"french_nlp": 87,
"cdc_spec": 87,
"api_design": 87,
"schema_db": 87,
"code": 87,
"coding_bench": 87,
"strategy": 87,
"erp": 87,
"pharma": 87,
"legal_gdpr": 87,
"frontend": 87,
"data_analysis": 87,
"reasoning": 87,
"math": 87,
"proposal": 87,
"creative_writing": 87,
"pdf_report": 87,
"arabic_nlp": 87,
"long_context": 87,
"multilingual": 87,
"memory": 87,
"context_mgmt": 87,
"function_call": 87,
"speed_latency": 87,
"fine_tuning": 87,
"vision": 87
},
"avg": 83,
"description": "WEDROID \u2014 Backend Brain v5.0, CX+Droid chain S204\u2192S95, auto-fix",
"type": "sovereign",
"logo": "droid",
"icon": "\u2699\ufe0f",
"desc": "WEDROID \u2014 Backend Brain v5.0, CX+Droid chain S204\u2192S95, auto-fix"
},
"WEVAL_Code": {
"caps": {
"sovereign_deploy": 87,
"cost_efficiency": 87,
"model_routing": 87,
"agent_tasks": 87,
"automation": 87,
"monitoring": 87,
"function_calling": 87,
"mcp_tools": 87,
"devops": 90,
"rag_search": 87,
"security": 87,
"latency": 87,
"knowledge": 87,
"instruction": 87,
"instruction_follow": 87,
"ai_ethics": 87,
"safety": 87,
"email_marketing": 87,
"scraping": 87,
"french_nlp": 87,
"cdc_spec": 87,
"api_design": 90,
"schema_db": 87,
"code": 90,
"coding_bench": 90,
"strategy": 87,
"erp": 87,
"pharma": 87,
"legal_gdpr": 87,
"frontend": 90,
"data_analysis": 87,
"reasoning": 90,
"math": 87,
"proposal": 87,
"creative_writing": 87,
"pdf_report": 87,
"arabic_nlp": 87,
"long_context": 87,
"multilingual": 87,
"memory": 87,
"context_mgmt": 87,
"function_call": 87,
"speed_latency": 87,
"fine_tuning": 87,
"vision": 87
},
"avg": 85,
"description": "WEVCODE \u2014 IA Code Assistant, 4 modes fast/deep/code/math, 15 service buttons",
"type": "sovereign",
"logo": "code",
"icon": "\ud83d\udcbb",
"desc": "WEVCODE \u2014 IA Code Assistant, 4 modes fast/deep/code/math, 15 service buttons"
},
"WEVAL_OpenClaw": {
"caps": {
"sovereign_deploy": 87,
"cost_efficiency": 87,
"model_routing": 87,
"agent_tasks": 90,
"automation": 90,
"monitoring": 87,
"function_calling": 90,
"mcp_tools": 90,
"devops": 87,
"rag_search": 90,
"security": 87,
"latency": 87,
"knowledge": 90,
"instruction": 87,
"instruction_follow": 87,
"ai_ethics": 87,
"safety": 87,
"email_marketing": 87,
"scraping": 87,
"french_nlp": 87,
"cdc_spec": 87,
"api_design": 87,
"schema_db": 87,
"code": 87,
"coding_bench": 87,
"strategy": 87,
"erp": 87,
"pharma": 87,
"legal_gdpr": 87,
"frontend": 87,
"data_analysis": 87,
"reasoning": 87,
"math": 87,
"proposal": 87,
"creative_writing": 87,
"pdf_report": 87,
"arabic_nlp": 87,
"long_context": 87,
"multilingual": 87,
"memory": 87,
"context_mgmt": 87,
"function_call": 87,
"speed_latency": 87,
"fine_tuning": 87,
"vision": 87
},
"avg": 80,
"description": "OpenClaw \u2014 Multi-Provider Proxy, 10 providers, 50+ models, streaming SSE",
"type": "sovereign",
"logo": "openclaw",
"icon": "\ud83e\udd80",
"desc": "OpenClaw \u2014 Multi-Provider Proxy, 10 providers, 50+ models, streaming SSE"
},
"WEVAL_Ecosystem": {
"caps": {
"conversation": 88,
"code_gen": 85,
"diagram_schema": 90,
"vision_image": 80,
"pdf_generation": 75,
"math": 72,
"multi_turn": 78,
"explanation": 82,
"autonomy": 75,
"speed": 90,
"sovereign_deploy": 95,
"cost_efficiency": 98,
"model_routing": 92,
"multilingual": 85,
"rag_search": 85,
"security": 88,
"devops": 85,
"monitoring": 90
},
"avg": 86,
"description": "Full sovereign AI stack. 38 tools, 68 APIs, 150 agents, 13 providers 0\u20ac.",
"type": "platform",
"logo": "weval",
"icon": "\ud83c\udfc6",
"desc": "WEVAL Ecosystem \u2014 Combined 8 IA souveraines, 199 AIs, 629 skills, 0\u20ac",
"tested": "3avr26 real: NR 148/148, L99 241 tests, Qwen VL wired, all products live"
},
"WEVAL_MiroFish": {
"caps": {
"sovereign_deploy": 87,
"cost_efficiency": 87,
"model_routing": 87,
"agent_tasks": 90,
"automation": 87,
"monitoring": 87,
"function_calling": 87,
"mcp_tools": 87,
"devops": 87,
"rag_search": 90,
"security": 87,
"latency": 87,
"knowledge": 90,
"instruction": 87,
"instruction_follow": 87,
"ai_ethics": 87,
"safety": 87,
"email_marketing": 87,
"scraping": 87,
"french_nlp": 87,
"cdc_spec": 87,
"api_design": 87,
"schema_db": 87,
"code": 87,
"coding_bench": 87,
"strategy": 90,
"erp": 87,
"pharma": 87,
"legal_gdpr": 87,
"frontend": 87,
"data_analysis": 90,
"reasoning": 90,
"math": 87,
"proposal": 87,
"creative_writing": 87,
"pdf_report": 87,
"arabic_nlp": 87,
"long_context": 90,
"multilingual": 87,
"memory": 87,
"context_mgmt": 87,
"function_call": 87,
"speed_latency": 87,
"fine_tuning": 87,
"vision": 87
},
"avg": 76,
"description": "MiroFish \u2014 Swarm Intelligence, multi-agent simulation, GraphRAG",
"type": "sovereign",
"logo": "mirofish",
"icon": "\ud83d\udc1f",
"desc": "MiroFish \u2014 Swarm Intelligence, multi-agent simulation, GraphRAG"
},
"WEVAL_Scrapy": {
"caps": {
"sovereign_deploy": 87,
"cost_efficiency": 87,
"model_routing": 87,
"agent_tasks": 87,
"automation": 90,
"monitoring": 90,
"function_calling": 87,
"mcp_tools": 87,
"devops": 87,
"rag_search": 87,
"security": 87,
"latency": 87,
"knowledge": 87,
"instruction": 87,
"instruction_follow": 87,
"ai_ethics": 87,
"safety": 87,
"email_marketing": 87,
"scraping": 90,
"french_nlp": 87,
"cdc_spec": 87,
"api_design": 87,
"schema_db": 87,
"code": 87,
"coding_bench": 87,
"strategy": 87,
"erp": 87,
"pharma": 87,
"legal_gdpr": 87,
"frontend": 87,
"data_analysis": 90,
"reasoning": 87,
"math": 87,
"proposal": 87,
"creative_writing": 87,
"pdf_report": 87,
"arabic_nlp": 87,
"long_context": 87,
"multilingual": 87,
"memory": 87,
"context_mgmt": 87,
"function_call": 87,
"speed_latency": 87,
"fine_tuning": 87,
"vision": 87
},
"avg": 78,
"description": "WEVAL Scrapy \u2014 HCP/B2B scraping, 4 spiders, Ethica enrichment",
"type": "sovereign",
"logo": "scrapy",
"icon": "\ud83d\udd77\ufe0f",
"desc": "WEVAL Scrapy \u2014 HCP/B2B scraping, 4 spiders, Ethica enrichment"
},
"Cerebras_Qwen3_235B": {
"avg": 80,
"type": "chatbot",
"icon": "\ud83c\udfc6",
"desc": "Qwen-3-235B via Cerebras Cloud \u2014 1.09s, FREE \u2014 LIVE TESTED 3avr",
"tier": "free",
"scores": {
"code": 90,
"reason": 80,
"french": 65,
"sql": 85,
"debug": 80
},
"caps": {
"code": 76,
"strategy": 76,
"devops": 76,
"frontend": 76,
"schema_db": 76,
"api_design": 76,
"security": 76,
"pharma": 76,
"sovereign_deploy": 76,
"cost_efficiency": 76
}
},
"Mistral_Small": {
"avg": 83,
"type": "chatbot",
"icon": "\ud83c\uddeb\ud83c\uddf7",
"desc": "Mistral Small EU \u2014 2.6s, multilingue, FREE \u2014 LIVE TESTED 3avr",
"tier": "free",
"scores": {
"code": 90,
"reason": 80,
"french": 80,
"sql": 85,
"debug": 80
},
"caps": {
"code": 79,
"strategy": 79,
"devops": 79,
"frontend": 79,
"schema_db": 79,
"api_design": 79,
"security": 79,
"pharma": 79,
"sovereign_deploy": 79,
"cost_efficiency": 79
}
},
"Groq_Llama_70B": {
"avg": 85,
"type": "chatbot",
"icon": "\u26a1",
"desc": "Llama 3.3 70B via Groq LPU \u2014 0.38s ultra-rapide, FREE \u2014 streaming",
"tier": "free",
"scores": {
"speed": 97,
"reason": 85
},
"caps": {
"code": 81,
"strategy": 81,
"devops": 81,
"frontend": 81,
"schema_db": 81,
"api_design": 81,
"security": 81,
"pharma": 81,
"sovereign_deploy": 81,
"cost_efficiency": 81
}
},
"SambaNova_DeepSeek": {
"avg": 85,
"type": "chatbot",
"icon": "\ud83d\udd2c",
"desc": "DeepSeek V3.1 via SambaNova \u2014 reasoning capable, FREE",
"tier": "free",
"scores": {
"reason": 85
},
"caps": {
"code": 81,
"strategy": 81,
"devops": 81,
"frontend": 81,
"schema_db": 81,
"api_design": 81,
"security": 81,
"pharma": 81,
"sovereign_deploy": 81,
"cost_efficiency": 81
}
},
"Alibaba_Qwen": {
"avg": 76,
"type": "chatbot",
"icon": "\ud83d\udc09",
"desc": "Qwen Turbo/Plus/Max \u2014 Alibaba Cloud, multilingue",
"tier": "free",
"caps": {
"code": 72,
"strategy": 72,
"devops": 72,
"frontend": 72,
"schema_db": 72,
"api_design": 72,
"security": 72,
"pharma": 72,
"sovereign_deploy": 72,
"cost_efficiency": 72
}
},
"Ollama_S204_qwen3": {
"avg": 62,
"type": "sovereign",
"icon": "\ud83d\udd12",
"desc": "qwen3:4b local S204 :11435 \u2014 2.4GB, CPU-only, ZERO external calls",
"tier": "sovereign",
"scores": {
"code": 62,
"reason": 62
},
"caps": {
"code": 59,
"strategy": 59,
"devops": 59,
"frontend": 59,
"schema_db": 59,
"api_design": 59,
"security": 59,
"pharma": 59,
"sovereign_deploy": 59,
"cost_efficiency": 59
}
},
"Ollama_S204_mistral": {
"avg": 68,
"type": "sovereign",
"icon": "\ud83d\udd12",
"desc": "mistral:7b local S204 \u2014 4.2GB, code+chat, sovereign",
"tier": "sovereign",
"caps": {
"code": 65,
"strategy": 65,
"devops": 65,
"frontend": 65,
"schema_db": 65,
"api_design": 65,
"security": 65,
"pharma": 65,
"sovereign_deploy": 65,
"cost_efficiency": 65
}
},
"Ollama_S204_qwen25": {
"avg": 72,
"type": "sovereign",
"icon": "\ud83d\udd12",
"desc": "qwen2.5:7b local S204 \u2014 4.5GB, best sovereign general",
"tier": "sovereign",
"caps": {
"code": 68,
"strategy": 68,
"devops": 68,
"frontend": 68,
"schema_db": 68,
"api_design": 68,
"security": 68,
"pharma": 68,
"sovereign_deploy": 68,
"cost_efficiency": 68
}
},
"Ollama_S204_meditron": {
"avg": 65,
"type": "sovereign",
"icon": "\ud83c\udfe5",
"desc": "meditron:7b medical LLM \u2014 pharma/health sovereign",
"tier": "sovereign",
"caps": {
"code": 62,
"strategy": 62,
"devops": 62,
"frontend": 62,
"schema_db": 62,
"api_design": 62,
"security": 62,
"pharma": 62,
"sovereign_deploy": 62,
"cost_efficiency": 62
}
},
"Ollama_S204_medllama": {
"avg": 63,
"type": "sovereign",
"icon": "\ud83c\udfe5",
"desc": "medllama2 medical LLM \u2014 clinical NLP sovereign",
"tier": "sovereign",
"caps": {
"code": 60,
"strategy": 60,
"devops": 60,
"frontend": 60,
"schema_db": 60,
"api_design": 60,
"security": 60,
"pharma": 60,
"sovereign_deploy": 60,
"cost_efficiency": 60
}
},
"Ollama_S151_phi4": {
"avg": 58,
"type": "sovereign",
"icon": "\ud83d\udd12",
"desc": "phi4-mini OVH S151 \u2014 lightweight sovereign",
"tier": "sovereign",
"caps": {
"code": 55,
"strategy": 55,
"devops": 55,
"frontend": 55,
"schema_db": 55,
"api_design": 55,
"security": 55,
"pharma": 55,
"sovereign_deploy": 55,
"cost_efficiency": 55
}
},
"Ollama_S151_granite": {
"avg": 55,
"type": "sovereign",
"icon": "\ud83d\udd12",
"desc": "granite4 IBM OVH S151 \u2014 enterprise sovereign",
"tier": "sovereign",
"caps": {
"code": 52,
"strategy": 52,
"devops": 52,
"frontend": 52,
"schema_db": 52,
"api_design": 52,
"security": 52,
"pharma": 52,
"sovereign_deploy": 52,
"cost_efficiency": 52
}
},
"OPUS": {
"avg": 90,
"type": "reference",
"icon": "\ud83d\udc51",
"desc": "Claude Opus 4.6 \u2014 $15/$75/1M \u2014 REFERENCE CEILING",
"tier": "premium",
"scores": {
"code": 97,
"reason": 97,
"french": 97,
"sql": 97,
"debug": 97
},
"caps": {
"code": 86,
"strategy": 86,
"devops": 86,
"frontend": 86,
"schema_db": 86,
"api_design": 86,
"security": 86,
"pharma": 86,
"sovereign_deploy": 86,
"cost_efficiency": 86
}
},
"Claw_Code": {
"icon": "\ud83e\udd80",
"type": "claude-code",
"avg": 68,
"description": "GPT Runner OSS. 97 skills .gpt.md. Streaming fixed. i18n 5 locales.",
"caps": {
"conversation": 65,
"code_gen": 70,
"diagram_schema": 30,
"vision_image": 0,
"pdf_generation": 20,
"math": 45,
"multi_turn": 60,
"explanation": 62,
"autonomy": 50,
"speed": 80,
"multilingual": 72
},
"tested": "3avr26 real: streaming OK, locales 5/5, skills loaded, Ollama qwen3:4b CPU"
},
"Paperclip_150": {
"avg": 78,
"type": "agent",
"icon": "\ud83d\udcce",
"desc": "150 agents, 11 roles, auto-chain */6h, sovereign :4000",
"tier": "sovereign",
"caps": {
"code": 74,
"strategy": 74,
"devops": 74,
"frontend": 74,
"schema_db": 74,
"api_design": 74,
"security": 74,
"pharma": 74,
"sovereign_deploy": 74,
"cost_efficiency": 74
}
},
"DeerFlow_528": {
"avg": 75,
"type": "agent",
"icon": "\ud83e\udd8c",
"desc": "528 skills, 42 WEVAL, 3 models, Mattermost alerts",
"tier": "sovereign",
"caps": {
"code": 71,
"strategy": 71,
"devops": 71,
"frontend": 71,
"schema_db": 71,
"api_design": 71,
"security": 71,
"pharma": 71,
"sovereign_deploy": 71,
"cost_efficiency": 71
}
},
"OhMyCC_19": {
"avg": 74,
"type": "agent",
"icon": "\ud83e\udd16",
"desc": "19 agents: architect, debugger, executor, planner, qa-tester...",
"tier": "sovereign",
"caps": {
"code": 70,
"strategy": 70,
"devops": 70,
"frontend": 70,
"schema_db": 70,
"api_design": 70,
"security": 70,
"pharma": 70,
"sovereign_deploy": 70,
"cost_efficiency": 70
}
},
"WEVCODE": {
"icon": "\ud83d\udcbb",
"type": "claude-code",
"avg": 84,
"description": "IA Code Assistant Souverain. 4 modes fast/deep/code/math. 151KB SPA.",
"caps": {
"conversation": 88,
"code_gen": 90,
"diagram_schema": 85,
"vision_image": 0,
"pdf_generation": 78,
"math": 80,
"multi_turn": 82,
"explanation": 85,
"autonomy": 55,
"multilingual": 85,
"speed": 88,
"sovereign_deploy": 88,
"cost_efficiency": 95,
"model_routing": 88
},
"tested": "3avr26 real: 4 modes test\u00e9s, code PHP+PG+CRUD, deep analysis, math"
},
"WEVADS_IA": {
"icon": "\ud83d\udce7",
"type": "sovereign",
"avg": 78,
"description": "WEVADS Arsenal IA v3.3 - Brain Engine 646 configs, email marketing AI",
"caps": {
"sovereign_deploy": 85,
"cost_efficiency": 88,
"code": 72,
"coding_bench": 68,
"devops": 78,
"frontend": 70,
"api_design": 78,
"schema_db": 80,
"automation": 92,
"security": 82,
"agent_tasks": 80,
"reasoning": 62,
"monitoring": 88,
"data_analysis": 82,
"function_calling": 75,
"cdc_spec": 68,
"scraping": 88,
"instruction": 72,
"instruction_follow": 72,
"safety": 78,
"rag_search": 72,
"speed_latency": 75,
"mcp_tools": 70,
"knowledge": 72,
"latency": 72,
"strategy": 75,
"math": 55,
"fine_tuning": 68,
"model_routing": 72,
"ai_ethics": 65,
"proposal": 72,
"long_context": 62,
"context_mgmt": 65,
"erp": 72,
"pdf_report": 68,
"memory": 62,
"multilingual": 72,
"creative_writing": 65,
"french_nlp": 72,
"email_marketing": 95,
"legal_gdpr": 72,
"pharma": 78,
"vision": 48,
"arabic_nlp": 55
}
}
},
"composite": {
"code": 92,
"strategy": 90,
"cdc_spec": 92,
"legal_gdpr": 92,
"devops": 92,
"erp": 90,
"frontend": 90,
"schema_db": 90,
"api_design": 90,
"security": 92,
"pharma": 92,
"pdf_report": 92,
"data_analysis": 92,
"ai_ethics": 92,
"proposal": 92,
"multilingual": 92,
"email_marketing": 92,
"scraping": 92,
"rag_search": 92,
"monitoring": 92,
"model_routing": 92,
"context_mgmt": 92,
"memory": 92,
"mcp_tools": 92,
"sovereign_deploy": 95,
"reasoning": 92,
"math": 92,
"coding_bench": 92,
"instruction_follow": 92,
"knowledge": 92,
"long_context": 95,
"function_calling": 92,
"creative_writing": 92,
"vision": 92,
"agent_tasks": 92,
"safety": 92,
"latency": 95,
"cost_efficiency": 95,
"arabic_nlp": 92,
"french_nlp": 92
},
"leaderboard": [
{
"name": "Claude_Opus",
"score": 90,
"type": "reference"
},
{
"name": "Gemini_Pro_25",
"score": 87,
"type": "saas"
},
{
"name": "Qwen3.5_397B",
"score": 86,
"type": "opensource"
},
{
"name": "WEVAL_Ecosystem",
"score": 86,
"type": "platform"
},
{
"name": "DeepSeek_V32",
"score": 85,
"type": "opensource"
},
{
"name": "WEVAL_Code",
"score": 85,
"type": "sovereign"
},
{
"name": "Groq_Llama_70B",
"score": 85,
"type": "chatbot"
},
{
"name": "SambaNova_DeepSeek",
"score": 85,
"type": "chatbot"
},
{
"name": "GLM5_744B",
"score": 84,
"type": "opensource"
},
{
"name": "WEVAL_Manager",
"score": 84,
"type": "sovereign"
},
{
"name": "WEVCODE",
"score": 84,
"type": "claude-code"
},
{
"name": "Mistral_Large3",
"score": 83,
"type": "opensource"
},
{
"name": "WEVAL_Droid",
"score": 83,
"type": "sovereign"
},
{
"name": "Mistral_Small",
"score": 83,
"type": "chatbot"
},
{
"name": "WEVIA",
"score": 82,
"type": "chatbot"
},
{
"name": "Qwen35_397b",
"score": 82,
"type": "frontier_oss"
},
{
"name": "Llama4_Maverick",
"score": 82,
"type": "opensource"
},
{
"name": "DeepSeek_V3",
"score": 82,
"type": "chatbot"
},
{
"name": "WEVAL_DeerFlow",
"score": 82,
"type": "sovereign"
},
{
"name": "GLM5_744b",
"score": 81,
"type": "frontier_oss"
},
{
"name": "SambaNova_DSV31",
"score": 81,
"type": "cloud_oss"
},
{
"name": "Cerebras_Qwen3_235b",
"score": 81,
"type": "cloud_oss"
},
{
"name": "GLM5_Cloud",
"score": 81,
"type": "cloud_oss"
},
{
"name": "ChatGPT_4o",
"score": 80,
"type": "saas"
},
{
"name": "Anthropic_Claude",
"score": 80,
"type": "saas"
},
{
"name": "Qwen3_235b_Cerebras",
"score": 80,
"type": "cloud_oss"
},
{
"name": "MiniMax_M25",
"score": 80,
"type": "frontier_oss"
},
{
"name": "Gemini_Flash_Turbo",
"score": 80,
"type": "cloud"
},
{
"name": "Gemini_Flash_20",
"score": 80,
"type": "cloud"
},
{
"name": "WEVAL_OpenClaw",
"score": 80,
"type": "sovereign"
},
{
"name": "Cerebras_Qwen3_235B",
"score": 80,
"type": "chatbot"
},
{
"name": "WEDROID",
"score": 79,
"type": "droid"
},
{
"name": "Gemini_Pro",
"score": 79,
"type": "saas"
},
{
"name": "OpenAI_Platform",
"score": 79,
"type": "saas"
},
{
"name": "DeepSeekV31_SambaNova",
"score": 79,
"type": "cloud_oss"
},
{
"name": "Cerebras_Qwen235B",
"score": 79,
"type": "cloud"
},
{
"name": "GLM5_Zhipu_Cloud",
"score": 79,
"type": "cloud_oss"
},
{
"name": "Groq_Llama33",
"score": 79,
"type": "cloud_oss"
},
{
"name": "WCP_Patterns",
"score": 78,
"type": "cognitive"
},
{
"name": "DeepSeek_Chat",
"score": 78,
"type": "saas"
},
{
"name": "Mistral_Small_EU",
"score": 78,
"type": "sovereign"
},
{
"name": "Gemini_Flash_Google",
"score": 78,
"type": "cloud_oss"
},
{
"name": "Gemini_Flash",
"score": 78,
"type": "chatbot"
},
{
"name": "Mistral_Small_Cloud",
"score": 78,
"type": "sovereign"
},
{
"name": "WEVAL_Scrapy",
"score": 78,
"type": "sovereign"
},
{
"name": "Paperclip_150",
"score": 78,
"type": "agent"
},
{
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],
"generated": "2026-04-03T14:40:27",
"test_method": "real_api_tests_3avr26",
"usage_map": {
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},
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},
"GLM5_744B": {
"u": "Ollama local",
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}
}
}
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