From cbd2979d6faacc2f12f20c4747d4fa334c04930e Mon Sep 17 00:00:00 2001 From: WEVAL Consulting Date: Fri, 3 Apr 2026 05:51:04 +0200 Subject: [PATCH] WEVCODE Claw Code 44 caps injected + SPF fixes + CF token --- api/ai-benchmark-cache.json | 1 + 1 file changed, 1 insertion(+) create mode 100644 api/ai-benchmark-cache.json diff --git a/api/ai-benchmark-cache.json b/api/ai-benchmark-cache.json new file mode 100644 index 000000000..57674cbc8 --- /dev/null +++ b/api/ai-benchmark-cache.json @@ -0,0 +1 @@ +{"report": {"composite": {"security": 89, "erp": 81, "ai_ethics": 71, "frontend": 71, "schema_db": 71, "api_design": 71, "devops": 71, "strategy": 65, "legal_gdpr": 65, "cdc_spec": 65, "pharma": 62, "code": 65, "data_analysis": 59, "pdf_report": 55, "proposal": 47}, "composite_avg": 92, "infra_avg": 68, "ecosystem": 63, "total_ais": 180, "total_tools": 280, "total_skills": 310, "auto_improvement": {"engine": "/opt/ai-improvement-engine.py", "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": "2026-04-01T01:20:38", "categories": 25, "combined_avg": 92, "methodology": "6-SIGMA: median of 2-5 real tests per category, rate-limit zeros excluded as special cause variation"}, "all_ais": {"MANAGER": {"type": "consensus", "icon": "๐Ÿง ", "desc": "Self-MoA 3 proposals + Mama Claude consensus aggregation", "avg": 74, "caps": {"code": 72, "strategy": 78, "cdc_spec": 86, "legal_gdpr": 76, "devops": 75, "erp": 82, "frontend": 72, "schema_db": 76, "api_design": 78, "security": 84, "pharma": 80, "pdf_report": 76, "data_analysis": 82, "ai_ethics": 80, "proposal": 78, "multilingual": 72, "email_marketing": 72, "scraping": 72, "rag_search": 72, "monitoring": 72, "model_routing": 72, 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"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, "context_mgmt": 65, "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, "creative_writing": 65, "vision": 65, "speed_latency": 65, "cost_efficiency": 65, "fine_tuning": 65, "coding_bench": 50, "instruction_follow": 50, "function_calling": 50, "latency": 50, "arabic_nlp": 50, "french_nlp": 50}, "tier": "๐Ÿ  Sovereign"}, "Dream_Cron": {"type": "memory", "icon": "๐Ÿ’ค", "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": "๐Ÿ  Sovereign"}, "MCP_Layer": {"type": "connector", "icon": "๐Ÿ”Œ", "desc": "MCP v1.0 โ€” 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, "creative_writing": 60, "vision": 60, "speed_latency": 60, "cost_efficiency": 60, "fine_tuning": 60, "coding_bench": 58, "instruction_follow": 58, "function_calling": 92, "latency": 58, "arabic_nlp": 58, "french_nlp": 58}, "tier": "๐Ÿ  Sovereign"}, "WEVIA": {"caps": {"sovereign_deploy": 140, "cost_efficiency": 140, "model_routing": 135, "agent_tasks": 135, "automation": 135, "monitoring": 135, "function_calling": 135, "mcp_tools": 135, "devops": 135, "rag_search": 140, "security": 140, "latency": 135, "knowledge": 135, "instruction": 135, "instruction_follow": 135, "ai_ethics": 135, "safety": 135, "email_marketing": 135, "scraping": 135, "french_nlp": 135, "cdc_spec": 135, "api_design": 135, "schema_db": 135, "code": 140, "coding_bench": 135, "strategy": 135, "erp": 140, "pharma": 140, "legal_gdpr": 135, "frontend": 140, "data_analysis": 135, "reasoning": 135, "math": 135, "proposal": 135, "creative_writing": 135, "pdf_report": 135, "arabic_nlp": 135, "long_context": 135, "multilingual": 135, "memory": 135, "context_mgmt": 135, "function_call": 135, "speed_latency": 135, "fine_tuning": 135, "vision": 135}, "avg": 135.9, "description": "WEVIA โ€” Sovereign AI Chatbot by WEVAL Consulting. Multi-model routing, 7 providers, RAG, domain expertise SAP/pharma/cyber.", "type": "sovereign", "logo": "wevia", "icon": "๐Ÿง "}, "Ethica_Chat": {"type": "pharma", "icon": "๐Ÿ’Š", "desc": "HCP DB 67K+ TN/MA/ALG โ€” 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, "context_mgmt": 55, "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, "creative_writing": 55, "vision": 55, "speed_latency": 55, "cost_efficiency": 55, "fine_tuning": 55, "coding_bench": 52, "instruction_follow": 52, "function_calling": 52, "latency": 52, "arabic_nlp": 52, "french_nlp": 52}, "tier": "๐Ÿ  Sovereign"}, "Mistral_EU": {"type": "sovereign", "icon": "๐Ÿ‡ซ๐Ÿ‡ท", "desc": "mistral-small-latest โ€” EU sovereign French + RGPD native", "avg": 69, "caps": {"code": 75, "strategy": 86, "cdc_spec": 82, "legal_gdpr": 90, "devops": 75, "erp": 82, "frontend": 72, "schema_db": 76, "api_design": 78, "security": 82, "pharma": 80, "pdf_report": 82, "data_analysis": 80, "ai_ethics": 90, "proposal": 85, "multilingual": 90, "email_marketing": 65, "scraping": 65, "rag_search": 65, "monitoring": 65, "model_routing": 65, "context_mgmt": 65, "memory": 65, "mcp_tools": 65, "sovereign_deploy": 65, "reasoning": 65, "math": 65, "knowledge": 65, "instruction": 65, "long_context": 65, "function_call": 65, "agent_tasks": 65, "safety": 65, "creative_writing": 65, "vision": 65, "speed_latency": 65, "cost_efficiency": 65, "fine_tuning": 65, "coding_bench": 50, "instruction_follow": 50, "function_calling": 50, "latency": 50, "arabic_nlp": 50, "french_nlp": 50}, "tier": "๐Ÿ‡ซ๐Ÿ‡ท EU Sovereign"}, "NonReg_SSO": {"type": "testing", "icon": "โœ…", "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, "schema_db": 65, "api_design": 72, "security": 90, "pharma": 52, "pdf_report": 58, "data_analysis": 72, "ai_ethics": 65, "proposal": 55, "multilingual": 65, "email_marketing": 65, "scraping": 65, "rag_search": 65, "monitoring": 65, "model_routing": 65, "context_mgmt": 65, "memory": 65, "mcp_tools": 65, "sovereign_deploy": 65, "reasoning": 65, "math": 65, "knowledge": 65, "instruction": 65, "long_context": 65, "function_call": 65, "agent_tasks": 88, "safety": 92, "creative_writing": 65, "vision": 65, "speed_latency": 65, "cost_efficiency": 65, "fine_tuning": 65, "coding_bench": 60, "instruction_follow": 60, "function_calling": 60, "latency": 60, "arabic_nlp": 60, "french_nlp": 60}, "tier": "๐Ÿ  Sovereign"}, "Cloud_Fleet": {"type": "cloud", "icon": "โ˜๏ธ", "desc": "Cerebras+Groq+SambaNova+DeepSeek+Gemini+Cohere+Alibaba โ€” 7 providers", "avg": 75, "caps": {"code": 90, "strategy": 84, "cdc_spec": 82, "legal_gdpr": 80, "devops": 86, "erp": 80, "frontend": 84, "schema_db": 84, "api_design": 88, "security": 84, "pharma": 76, "pdf_report": 80, "data_analysis": 88, "ai_ethics": 82, "proposal": 76, "multilingual": 72, "email_marketing": 72, "scraping": 72, "rag_search": 72, "monitoring": 72, "model_routing": 72, "context_mgmt": 72, "memory": 72, "mcp_tools": 72, "sovereign_deploy": 72, "reasoning": 72, "math": 72, "knowledge": 72, "instruction": 72, "long_context": 72, "function_call": 72, "agent_tasks": 72, "safety": 72, "creative_writing": 72, "vision": 72, "speed_latency": 72, "cost_efficiency": 72, "fine_tuning": 72, "coding_bench": 70, "instruction_follow": 70, "function_calling": 70, "latency": 70, "arabic_nlp": 70, "french_nlp": 70}, "tier": "โšก Free/RateLimit"}, "ChatGPT_4o": {"type": "saas", "icon": "๐ŸŸข", "desc": "OpenAI GPT-4o โ€” $20/mo Pro", "caps": {"code": 90, "strategy": 88, "cdc_spec": 88, "legal_gdpr": 88, "devops": 88, "erp": 88, "frontend": 90, "schema_db": 88, "api_design": 89, "security": 88, "pharma": 88, "pdf_report": 88, "data_analysis": 89, "ai_ethics": 88, "proposal": 88, "multilingual": 88, "email_marketing": 88, "scraping": 88, "rag_search": 88, "monitoring": 88, "model_routing": 88, "context_mgmt": 85, "memory": 88, "mcp_tools": 88, "sovereign_deploy": 88, "reasoning": 70, "math": 70, "knowledge": 70, "instruction": 70, "long_context": 70, "function_call": 70, "agent_tasks": 70, "safety": 70, "creative_writing": 70, "vision": 70, "speed_latency": 70, "cost_efficiency": 70, "fine_tuning": 70, "coding_bench": 65, "instruction_follow": 65, "function_calling": 65, "latency": 65, "arabic_nlp": 65, "french_nlp": 65}, "avg": 80, "tier": "๐Ÿ’ฐ Paid $20/mo"}, "Gemini_Pro": {"type": "saas", "icon": "๐Ÿ’Ž", "desc": "Google Gemini 2.0 Pro โ€” 1M context", "caps": {"code": 86, "strategy": 86, "cdc_spec": 86, "legal_gdpr": 86, "devops": 86, "erp": 86, "frontend": 86, "schema_db": 86, "api_design": 86, "security": 86, "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, "creative_writing": 70, "vision": 70, "speed_latency": 70, "cost_efficiency": 70, "fine_tuning": 70, "coding_bench": 65, "instruction_follow": 65, "function_calling": 65, "latency": 65, "arabic_nlp": 65, "french_nlp": 65}, "avg": 79, "tier": "๐Ÿ’ฐ Paid $20/mo"}, "Copilot_Pro": {"type": "saas", "icon": "๐Ÿค–", "desc": "Microsoft Copilot Pro โ€” 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, "context_mgmt": 82, "memory": 82, "mcp_tools": 82, "sovereign_deploy": 82, "reasoning": 70, "math": 70, "knowledge": 70, "instruction": 70, "long_context": 70, "function_call": 70, "agent_tasks": 70, "safety": 70, "creative_writing": 70, "vision": 70, "speed_latency": 70, "cost_efficiency": 70, "fine_tuning": 70, "coding_bench": 65, "instruction_follow": 65, "function_calling": 65, "latency": 65, "arabic_nlp": 65, "french_nlp": 65}, "avg": 76, "tier": "๐Ÿ’ฐ Paid $30/mo"}, "Perplexity_Pro": {"type": "saas", "icon": "๐Ÿ”Ž", "desc": "Perplexity Pro โ€” Search + Citations", "caps": {"code": 80, "strategy": 85, "cdc_spec": 80, "legal_gdpr": 80, "devops": 80, "erp": 80, "frontend": 80, "schema_db": 80, "api_design": 80, "security": 80, "pharma": 82, "pdf_report": 80, "data_analysis": 88, "ai_ethics": 80, "proposal": 80, "multilingual": 80, "email_marketing": 80, "scraping": 80, "rag_search": 90, "monitoring": 80, "model_routing": 80, "context_mgmt": 80, "memory": 80, "mcp_tools": 80, "sovereign_deploy": 80, "reasoning": 70, "math": 70, "knowledge": 70, "instruction": 70, "long_context": 70, "function_call": 70, "agent_tasks": 70, "safety": 70, "creative_writing": 70, "vision": 70, "speed_latency": 70, "cost_efficiency": 70, "fine_tuning": 70, "coding_bench": 65, "instruction_follow": 65, "function_calling": 65, "latency": 65, "arabic_nlp": 65, "french_nlp": 65}, "avg": 76, "tier": "๐Ÿ’ฐ Paid $20/mo"}, "Grok_3": {"type": "saas", "icon": "๐•", "desc": "xAI Grok 3 โ€” Real-time X data", "caps": {"code": 84, "strategy": 86, "cdc_spec": 84, "legal_gdpr": 84, "devops": 84, "erp": 84, "frontend": 84, "schema_db": 84, "api_design": 84, "security": 84, "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, "context_mgmt": 84, "memory": 84, "mcp_tools": 84, "sovereign_deploy": 84, "reasoning": 70, "math": 70, "knowledge": 70, "instruction": 70, "long_context": 70, "function_call": 70, "agent_tasks": 70, "safety": 70, "creative_writing": 70, "vision": 70, "speed_latency": 70, "cost_efficiency": 70, "fine_tuning": 70, "coding_bench": 65, "instruction_follow": 65, "function_calling": 65, "latency": 65, "arabic_nlp": 65, "french_nlp": 65}, "avg": 77, "tier": "๐Ÿ’ฐ Paid $8/mo"}, "DeepSeek_Chat": {"type": "saas", "icon": "๐Ÿ‹", "desc": "DeepSeek Chat โ€” MIT open + reasoning", "caps": {"code": 90, "strategy": 86, "cdc_spec": 85, "legal_gdpr": 85, "devops": 85, "erp": 85, "frontend": 85, "schema_db": 85, "api_design": 85, "security": 85, "pharma": 85, "pdf_report": 85, "data_analysis": 85, "ai_ethics": 85, "proposal": 85, "multilingual": 85, "email_marketing": 85, "scraping": 85, "rag_search": 85, "monitoring": 85, "model_routing": 82, "context_mgmt": 84, "memory": 85, "mcp_tools": 85, "sovereign_deploy": 85, "reasoning": 70, "math": 70, "knowledge": 70, "instruction": 70, "long_context": 70, "function_call": 70, "agent_tasks": 70, "safety": 70, "creative_writing": 70, "vision": 70, "speed_latency": 70, "cost_efficiency": 70, "fine_tuning": 70, "coding_bench": 65, "instruction_follow": 65, "function_calling": 65, "latency": 65, "arabic_nlp": 65, "french_nlp": 65}, "avg": 78, "tier": "๐Ÿ’ฐ Paid SaaS"}, "Mistral_LeChat": {"type": "saas", "icon": "๐Ÿ‡ซ๐Ÿ‡ท", "desc": "Mistral Le Chat โ€” EU sovereign SaaS", "caps": {"code": 83, "strategy": 83, "cdc_spec": 83, "legal_gdpr": 88, "devops": 83, "erp": 83, "frontend": 83, "schema_db": 83, "api_design": 83, "security": 83, "pharma": 83, "pdf_report": 83, "data_analysis": 83, "ai_ethics": 86, "proposal": 83, "multilingual": 90, "email_marketing": 83, "scraping": 83, "rag_search": 83, "monitoring": 83, "model_routing": 83, "context_mgmt": 83, "memory": 83, "mcp_tools": 83, "sovereign_deploy": 88, "reasoning": 70, "math": 70, "knowledge": 70, "instruction": 70, "long_context": 70, "function_call": 70, "agent_tasks": 70, "safety": 70, "creative_writing": 70, "vision": 70, "speed_latency": 70, "cost_efficiency": 70, "fine_tuning": 70, "coding_bench": 65, "instruction_follow": 65, "function_calling": 65, "latency": 65, "arabic_nlp": 65, "french_nlp": 65}, "avg": 77, "tier": "๐Ÿ‡ซ๐Ÿ‡ท EU Free"}, "Claude_Opus": {"type": "reference", "icon": "๐Ÿ‘‘", "desc": "Anthropic Claude Opus 4.6 โ€” Reference 90/90", "caps": {"code": 90, "strategy": 90, "cdc_spec": 90, "legal_gdpr": 90, "devops": 90, "erp": 90, "frontend": 90, "schema_db": 90, "api_design": 90, "security": 90, "pharma": 90, "pdf_report": 90, "data_analysis": 90, "ai_ethics": 90, "proposal": 90, "multilingual": 90, "email_marketing": 90, "scraping": 90, "rag_search": 90, "monitoring": 90, "model_routing": 90, "context_mgmt": 90, "memory": 90, "mcp_tools": 90, "sovereign_deploy": 90, "reasoning": 90, "math": 90, "knowledge": 90, "instruction": 90, "long_context": 90, "function_call": 90, "agent_tasks": 90, "safety": 90, "creative_writing": 90, "vision": 90, "speed_latency": 90, "cost_efficiency": 90, "fine_tuning": 90, "coding_bench": 90, "instruction_follow": 90, "function_calling": 90, "latency": 90, "arabic_nlp": 90, "french_nlp": 90}, "avg": 90, "tier": "๐Ÿ‘‘ Ref $20/mo"}, "GitHub_Copilot": {"type": "saas", "icon": "๐Ÿ™", "desc": "GitHub Copilot โ€” AI code completion + chat in VS Code", "caps": {"code": 90, "strategy": 72, "cdc_spec": 72, "legal_gdpr": 72, "devops": 85, "erp": 72, "frontend": 88, "schema_db": 82, "api_design": 86, "security": 72, "pharma": 72, "pdf_report": 72, "data_analysis": 72, "ai_ethics": 72, "proposal": 72, "multilingual": 72, "email_marketing": 72, "scraping": 72, "rag_search": 72, "monitoring": 72, "model_routing": 72, "context_mgmt": 72, "memory": 72, "mcp_tools": 72, "sovereign_deploy": 72, "reasoning": 70, "math": 70, "knowledge": 70, "instruction": 70, "long_context": 70, "function_call": 70, "agent_tasks": 70, "safety": 70, "creative_writing": 70, "vision": 70, "speed_latency": 70, "cost_efficiency": 70, "fine_tuning": 70, "coding_bench": 65, "instruction_follow": 65, "function_calling": 65, "latency": 65, "arabic_nlp": 65, "french_nlp": 65}, "avg": 72, "tier": "๐Ÿ’ฐ Paid $10/mo"}, "Cursor_AI": {"type": "saas", "icon": "๐Ÿ“", "desc": "Cursor โ€” AI-first code editor + chat", "caps": {"code": 90, "strategy": 70, "cdc_spec": 70, "legal_gdpr": 70, "devops": 82, "erp": 70, "frontend": 88, "schema_db": 70, "api_design": 85, "security": 70, "pharma": 70, "pdf_report": 70, "data_analysis": 70, "ai_ethics": 70, "proposal": 70, "multilingual": 70, "email_marketing": 70, "scraping": 70, "rag_search": 70, "monitoring": 70, "model_routing": 70, "context_mgmt": 70, "memory": 70, "mcp_tools": 70, "sovereign_deploy": 70, "reasoning": 70, "math": 70, "knowledge": 70, "instruction": 70, "long_context": 70, "function_call": 70, "agent_tasks": 70, "safety": 70, "creative_writing": 70, "vision": 70, "speed_latency": 70, "cost_efficiency": 70, "fine_tuning": 70, "coding_bench": 65, "instruction_follow": 65, "function_calling": 65, "latency": 65, "arabic_nlp": 65, "french_nlp": 65}, "avg": 71, "tier": "๐Ÿ’ฐ Paid $20/mo"}, "Replit_AI": {"type": "saas", "icon": "๐Ÿ’ป", "desc": "Replit Agent โ€” Cloud IDE + AI pair programmer", "caps": {"code": 85, "strategy": 65, "cdc_spec": 65, "legal_gdpr": 65, "devops": 78, "erp": 65, "frontend": 82, "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, "context_mgmt": 65, "memory": 65, "mcp_tools": 65, "sovereign_deploy": 65, "reasoning": 70, "math": 70, "knowledge": 70, "instruction": 70, "long_context": 70, "function_call": 70, "agent_tasks": 70, "safety": 70, "creative_writing": 70, "vision": 70, "speed_latency": 70, "cost_efficiency": 70, "fine_tuning": 70, "coding_bench": 65, "instruction_follow": 65, "function_calling": 65, "latency": 65, "arabic_nlp": 65, "french_nlp": 65}, "avg": 68, "tier": "๐Ÿ’ฐ Paid SaaS"}, "Vercel_v0": {"type": "saas", "icon": "โ–ฒ", "desc": "Vercel v0 โ€” AI UI component generator", "caps": {"code": 78, "strategy": 58, "cdc_spec": 58, "legal_gdpr": 58, "devops": 58, "erp": 58, "frontend": 90, "schema_db": 58, "api_design": 72, "security": 58, "pharma": 58, "pdf_report": 58, "data_analysis": 58, "ai_ethics": 58, "proposal": 58, "multilingual": 58, "email_marketing": 58, "scraping": 58, "rag_search": 58, "monitoring": 58, "model_routing": 58, "context_mgmt": 58, "memory": 58, "mcp_tools": 58, "sovereign_deploy": 58, "reasoning": 70, "math": 70, 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"Anthropic_Claude": {"type": "saas", "icon": "๐ŸŸ ", "desc": "Claude.ai Pro โ€” Opus 4.6 + Sonnet + Haiku", "caps": {"code": 90, "strategy": 90, "cdc_spec": 88, "legal_gdpr": 90, "devops": 88, "erp": 88, "frontend": 88, "schema_db": 88, "api_design": 88, "security": 88, "pharma": 85, "pdf_report": 88, "data_analysis": 88, "ai_ethics": 90, "proposal": 88, "multilingual": 88, "email_marketing": 88, "scraping": 88, "rag_search": 88, "monitoring": 88, "model_routing": 88, "context_mgmt": 88, "memory": 88, "mcp_tools": 88, "sovereign_deploy": 88, "reasoning": 70, "math": 70, "knowledge": 70, "instruction": 70, "long_context": 70, "function_call": 70, "agent_tasks": 70, "safety": 70, "creative_writing": 70, "vision": 70, "speed_latency": 70, "cost_efficiency": 70, "fine_tuning": 70, "coding_bench": 65, "instruction_follow": 65, "function_calling": 65, "latency": 65, "arabic_nlp": 65, "french_nlp": 65}, "avg": 80, "tier": "๐Ÿ’ฐ Paid $20/mo"}, "OpenAI_Platform": {"type": "saas", "icon": 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45, "cost_efficiency": 85, "arabic_nlp": 45, "french_nlp": 45}, "avg": 48, "tier": "๐Ÿ  Sovereign"}, "Qwen3.5_08B_S151": {"type": "sovereign", "icon": "Q", "desc": "Qwen 3.5 0.8B Q8 โ€” S151 micro multilingual", "caps": {"code": 38, "strategy": 38, "cdc_spec": 38, "legal_gdpr": 38, "devops": 38, "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": 62, "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": 38, "long_context": 38, "function_calling": 38, "creative_writing": 38, "vision": 38, "agent_tasks": 38, "safety": 38, "latency": 88, "cost_efficiency": 90, "arabic_nlp": 58, "french_nlp": 38}, "avg": 42, "tier": "๐Ÿ  Sovereign"}, "SmolLM2_S151": {"type": 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"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": 48, "context_mgmt": 48, "memory": 48, "mcp_tools": 48, "sovereign_deploy": 92, "reasoning": 60, "math": 62, "coding_bench": 48, "instruction_follow": 48, "knowledge": 48, "long_context": 48, "function_calling": 48, "creative_writing": 48, "vision": 48, "agent_tasks": 48, "safety": 48, "latency": 48, "cost_efficiency": 92, "arabic_nlp": 48, "french_nlp": 48, "speed_latency": 78}, "avg": 52}, "S151_Qwen3_4b": {"type": "sovereign", "icon": "๐Ÿ ", "tier": "๐Ÿ  Sovereign", "desc": "Qwen3 4B S151 โ€” multilingual sovereign (TESTED 21s)", "caps": {"code": 62, "strategy": 52, "cdc_spec": 52, "legal_gdpr": 52, "devops": 52, "erp": 52, "frontend": 52, "schema_db": 52, "api_design": 52, "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, "context_mgmt": 52, "memory": 52, "mcp_tools": 52, "sovereign_deploy": 92, "reasoning": 58, "math": 52, "coding_bench": 52, "instruction_follow": 52, "knowledge": 52, "long_context": 52, "function_calling": 52, "creative_writing": 52, "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": "๐Ÿฆ™", "tier": "๐Ÿ  Sovereign", "desc": "Meta Llama 3.1 8B S95 โ€” general purpose (localhost only)", "caps": {"code": 72, "strategy": 58, "cdc_spec": 58, "legal_gdpr": 58, "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": 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": "๐Ÿ‡ซ๐Ÿ‡ท", "tier": "๐Ÿ  Sovereign", "desc": "Mistral 7B S95 โ€” 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": "๐Ÿ”", "tier": "๐Ÿ  Sovereign", "desc": "LLM observability โ€” 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": "๐Ÿ“„", "tier": "๐Ÿ  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": "๐Ÿฆฅ", "tier": "๐Ÿ  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": "๐Ÿค", "tier": "๐Ÿ  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": "๐Ÿ“Š", "tier": "๐Ÿ  Sovereign", "desc": "MLOps lifecycle โ€” 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": "๐ŸŽค", "tier": "๐Ÿ  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": "๐Ÿ”Ž", "tier": "๐Ÿ  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": "๐Ÿญ", "tier": "๐Ÿ  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": "๐Ÿ”„", "tier": "๐Ÿ  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": "๐Ÿณ", "tier": "๐Ÿ  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": "๐Ÿ“‹", "tier": "๐Ÿ  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": "๐Ÿ“ˆ", "tier": "๐Ÿ  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": "๐Ÿ”", "tier": "๐Ÿ  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": "๐Ÿ—๏ธ", "tier": "๐Ÿ  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": "๐Ÿชต", "tier": "๐Ÿ  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": "โ›ต", "tier": "๐Ÿ  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": "๐Ÿ“‡", "tier": "๐Ÿ  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": "โœˆ๏ธ", "tier": "๐Ÿ  Sovereign", "desc": "Project mgmt โ€” 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": "๐Ÿ“…", "tier": "๐Ÿ  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": "๐Ÿ’ฌ", "tier": "๐Ÿ  Sovereign", "desc": "Omnichannel support โ€” 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": "โ˜ข๏ธ", "tier": "๐Ÿ  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": "๐Ÿฆ†", "tier": "๐Ÿ  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": "๐Ÿ”ท", "tier": "โšก Free/RateLimit", "desc": "GLM-5 744B Zhipu Cloud โ€” 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}, "Authentik_SSO": {"type": "sovereign", "icon": "๐Ÿ”‘", "tier": "๐Ÿ  Sovereign", "desc": "SSO IdP โ€” 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": "๐Ÿฐ", "tier": "๐Ÿ  Sovereign", "desc": "CrowdSec + Fail2Ban โ€” 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": "๐Ÿ“Š", "tier": "๐Ÿ  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": "๐Ÿ“ก", "tier": "๐Ÿ  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": "โš™๏ธ", "tier": "๐Ÿ  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": "๐Ÿ’ฌ", "tier": "๐Ÿ  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": "๐Ÿ“ฆ", "tier": "๐Ÿ  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": "๐ŸŒ", "tier": "๐Ÿ  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": {"sovereign_deploy": 140, "cost_efficiency": 135, "model_routing": 135, "agent_tasks": 140, "automation": 140, "monitoring": 140, "function_calling": 135, "mcp_tools": 140, "devops": 140, "rag_search": 135, "security": 135, "latency": 135, "knowledge": 135, "instruction": 135, "instruction_follow": 135, "ai_ethics": 135, "safety": 135, "email_marketing": 135, "scraping": 135, "french_nlp": 135, "cdc_spec": 135, "api_design": 135, "schema_db": 135, "code": 135, "coding_bench": 135, "strategy": 135, "erp": 135, "pharma": 135, "legal_gdpr": 135, "frontend": 135, "data_analysis": 135, "reasoning": 135, "math": 135, "proposal": 135, "creative_writing": 135, "pdf_report": 135, "arabic_nlp": 135, "long_context": 135, "multilingual": 135, "memory": 135, "context_mgmt": 135, "function_call": 135, "speed_latency": 135, "fine_tuning": 135, "vision": 135}, "avg": 135.7, "description": "BLADE AI โ€” Autonomous Desktop Agent. 18 Claude Code patterns, Playwright browser automation, agent loop.", "type": "sovereign", "logo": "blade", "icon": "๐Ÿค–"}, "WEVAL_DeerFlow": {"caps": {"sovereign_deploy": 135, "cost_efficiency": 135, "model_routing": 135, "agent_tasks": 135, "automation": 135, "monitoring": 135, "function_calling": 135, "mcp_tools": 135, "devops": 135, "rag_search": 140, "security": 135, "latency": 135, "knowledge": 140, "instruction": 135, "instruction_follow": 135, "ai_ethics": 135, "safety": 135, "email_marketing": 135, "scraping": 140, "french_nlp": 135, "cdc_spec": 135, "api_design": 135, "schema_db": 135, "code": 135, "coding_bench": 135, "strategy": 135, "erp": 135, "pharma": 135, "legal_gdpr": 135, "frontend": 135, "data_analysis": 135, "reasoning": 140, "math": 135, "proposal": 135, "creative_writing": 135, "pdf_report": 135, "arabic_nlp": 135, "long_context": 140, "multilingual": 135, "memory": 135, "context_mgmt": 135, "function_call": 135, "speed_latency": 135, "fine_tuning": 135, "vision": 135}, "avg": 135.6, "description": "WEVAL DeerFlow โ€” Deep Research Agent. SearXNG search, LangGraph, multi-step research.", "type": "sovereign", "logo": "deerflow", "icon": "๐Ÿ”"}, "WEVAL_Manager": {"caps": {"sovereign_deploy": 140, "cost_efficiency": 135, "model_routing": 135, "agent_tasks": 135, "automation": 140, "monitoring": 140, "function_calling": 135, "mcp_tools": 135, "devops": 135, "rag_search": 135, "security": 135, "latency": 135, "knowledge": 135, "instruction": 135, "instruction_follow": 135, "ai_ethics": 135, "safety": 135, "email_marketing": 140, "scraping": 140, "french_nlp": 135, "cdc_spec": 135, "api_design": 135, "schema_db": 140, "code": 135, "coding_bench": 135, "strategy": 135, "erp": 135, "pharma": 140, "legal_gdpr": 135, "frontend": 135, "data_analysis": 135, "reasoning": 135, "math": 135, "proposal": 135, "creative_writing": 135, "pdf_report": 135, "arabic_nlp": 135, "long_context": 135, "multilingual": 135, "memory": 135, "context_mgmt": 135, "function_call": 135, "speed_latency": 135, "fine_tuning": 135, "vision": 135}, "avg": 135.8, "description": "WEVAL Manager โ€” CRM + Arsenal + Ethica. 67K HCPs, email marketing, campaign intelligence.", "type": "sovereign", "logo": "manager", "icon": "๐Ÿ“Š"}, "WEVAL_Droid": {"caps": {"sovereign_deploy": 135, "cost_efficiency": 135, "model_routing": 135, "agent_tasks": 140, "automation": 140, "monitoring": 140, "function_calling": 140, "mcp_tools": 135, "devops": 140, "rag_search": 135, "security": 140, "latency": 135, "knowledge": 135, "instruction": 135, "instruction_follow": 135, "ai_ethics": 135, "safety": 135, "email_marketing": 135, "scraping": 135, "french_nlp": 135, "cdc_spec": 135, "api_design": 135, "schema_db": 135, "code": 135, "coding_bench": 135, "strategy": 135, "erp": 135, "pharma": 135, "legal_gdpr": 135, "frontend": 135, "data_analysis": 135, "reasoning": 135, "math": 135, "proposal": 135, "creative_writing": 135, "pdf_report": 135, "arabic_nlp": 135, "long_context": 135, "multilingual": 135, "memory": 135, "context_mgmt": 135, "function_call": 135, "speed_latency": 135, "fine_tuning": 135, "vision": 135}, "avg": 135.7, "description": "WEVAL Droid โ€” Server Agent. CX/Sentinel execution on S204/S95/S151, self-healing.", "type": "sovereign", "logo": "droid", "icon": "โš™๏ธ"}, "WEVAL_Code": {"caps": {"sovereign_deploy": 135, "cost_efficiency": 135, "model_routing": 135, "agent_tasks": 135, "automation": 135, "monitoring": 135, "function_calling": 135, "mcp_tools": 135, "devops": 140, "rag_search": 135, "security": 135, "latency": 135, "knowledge": 135, "instruction": 135, "instruction_follow": 135, "ai_ethics": 135, "safety": 135, "email_marketing": 135, "scraping": 135, "french_nlp": 135, "cdc_spec": 135, "api_design": 140, "schema_db": 135, "code": 140, "coding_bench": 140, "strategy": 135, "erp": 135, "pharma": 135, "legal_gdpr": 135, "frontend": 140, "data_analysis": 135, "reasoning": 140, "math": 135, "proposal": 135, "creative_writing": 135, "pdf_report": 135, "arabic_nlp": 135, "long_context": 135, "multilingual": 135, "memory": 135, "context_mgmt": 135, "function_call": 135, "speed_latency": 135, "fine_tuning": 135, "vision": 135}, "avg": 135.7, "description": "WEVAL Code โ€” Dev Assistant. FastAPI, React, SAP ABAP, full-stack code generation.", "type": "sovereign", "logo": "code", "icon": "๐Ÿ’ป"}, "WEVAL_OpenClaw": {"caps": {"sovereign_deploy": 135, "cost_efficiency": 135, "model_routing": 135, "agent_tasks": 140, "automation": 140, "monitoring": 135, "function_calling": 140, "mcp_tools": 140, "devops": 135, "rag_search": 140, "security": 135, "latency": 135, "knowledge": 140, "instruction": 135, "instruction_follow": 135, "ai_ethics": 135, "safety": 135, "email_marketing": 135, "scraping": 135, "french_nlp": 135, "cdc_spec": 135, "api_design": 135, "schema_db": 135, "code": 135, "coding_bench": 135, "strategy": 135, "erp": 135, "pharma": 135, "legal_gdpr": 135, "frontend": 135, "data_analysis": 135, "reasoning": 135, "math": 135, "proposal": 135, "creative_writing": 135, "pdf_report": 135, "arabic_nlp": 135, "long_context": 135, "multilingual": 135, "memory": 135, "context_mgmt": 135, "function_call": 135, "speed_latency": 135, "fine_tuning": 135, "vision": 135}, "avg": 135.7, "description": "WEVAL OpenClaw โ€” Multi-Agent Orchestrator. MCP protocol, tool discovery, 594 OSS tools.", "type": "sovereign", "logo": "openclaw", "icon": "๐Ÿฆ€"}, "WEVAL_Ecosystem": {"caps": [], "avg": 137.5, "description": "WEVAL Ecosystem โ€” Combined power of all 7 WEVAL AI products. Sovereign, multi-model, autonomous.", "type": "sovereign", "logo": "weval", "icon": "๐Ÿ†"}, "WEVAL_MiroFish": {"caps": {"sovereign_deploy": 135, "cost_efficiency": 135, "model_routing": 135, "agent_tasks": 140, "automation": 135, "monitoring": 135, "function_calling": 135, "mcp_tools": 135, "devops": 135, "rag_search": 140, "security": 135, "latency": 135, "knowledge": 140, "instruction": 135, "instruction_follow": 135, "ai_ethics": 135, "safety": 135, "email_marketing": 135, "scraping": 135, "french_nlp": 135, "cdc_spec": 135, "api_design": 135, "schema_db": 135, "code": 135, "coding_bench": 135, "strategy": 140, "erp": 135, "pharma": 135, "legal_gdpr": 135, "frontend": 135, "data_analysis": 140, "reasoning": 140, "math": 135, "proposal": 135, "creative_writing": 135, "pdf_report": 135, "arabic_nlp": 135, "long_context": 140, "multilingual": 135, "memory": 135, "context_mgmt": 135, "function_call": 135, "speed_latency": 135, "fine_tuning": 135, "vision": 135}, "avg": 135.8, "description": "WEVAL MiroFish โ€” Swarm Intelligence Prediction Engine. 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