Diagnose and fix broken LLM model configurations in CogniForge microservices. Use when: AI responses are empty, garbage, or missing LaTeX; reasoning-agent returns empty answers or times out; research-agent returns empty results; any service logs "rate-limited", "429", or "Provider returned error"; a model default needs updating after OpenRouter deprecates a free model; content=None from any model; reasoning-only model used as PRIMARY. Triggers on: "إجابات فارغة", "إجابات كارثية", "rate-limited", "429", "Provider returned error", "No endpoints found", "empty answer", "model broken", "reasoning timeout", "inclusionai", "ring-2.6", "model not working", "LLM not responding", "بدون LaTeX", "إجابات غبية", "نموذج معطّل", "content=None", "reasoning model", "omni-reasoning", "إجابات غير منظمة", "حروف متداخلة", "فقدان سياق", "نصوص غير منظمة".
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryScience & researchStars0
About this skill
Diagnose and fix broken LLM model configurations in CogniForge microservices. Use when: AI responses are empty, garbage, or missing LaTeX; reasoning-agent returns empty answers or times out; research-agent returns empty results; any service logs "rate-limited", "429", or "Provider returned error"; a model default needs updating after OpenRouter deprecates a free model; content=None from any model; reasoning-only model used as PRIMARY. Triggers on: "إجابات فارغة", "إجابات كارثية", "rate-limited", "429", "Provider returned error", "No endpoints found", "empty answer", "model broken", "reasoning timeout", "inclusionai", "ring-2.6", "model not working", "LLM not responding", "بدون LaTeX", "إجابات غبية", "نموذج معطّل", "content=None", "reasoning model", "omni-reasoning", "إجابات غير منظمة", "حروف متداخلة", "فقدان سياق", "نصوص غير منظمة".
Quick start
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Diagnose and fix broken LLM model configurations in CogniForge microservices. Use when: AI responses are empty, garbage, or missing LaTeX; reasoning-agent returns empty answers or times out; research-agent returns empty results; any service logs "rate-limited", "429", or "Provider returned error"; a model default needs updating after OpenRouter deprecates a free model; content=None from any model; reasoning-only model used as PRIMARY. Triggers on: "إجابات فارغة", "إجابات كارثية", "rate-limited", "429", "Provider returned error", "No endpoints found", "empty answer", "model broken", "reasoning timeout", "inclusionai", "ring-2.6", "model not working", "LLM not responding", "بدون LaTeX", "إجابات غبية", "نموذج معطّل", "content=None", "reasoning model", "omni-reasoning", "إجابات غير منظمة", "حروف متداخلة", "فقدان سياق", "نصوص غير منظمة".
About this listing
Category
Science & research
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI