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Cogniforge LLM Model Repair

Category: Science & Research  ·  Sub-category: research-methods  ·  Last updated:
ai:llmtype:debug
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".

From the source SKILL.md

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What this skill does

Cogniforge LLM Model Repair is a community-contributed Claude Code skill in the research-methods sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/cogniforge-llm-model-repair/ and loads when your prompt matches the skill's trigger.

When to invoke it: 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.

Who uses this skill

The Cogniforge LLM Model Repair Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/cogniforge-llm-model-repair
curl -L https://claudskills.com/skills/cogniforge-llm-model-repair/SKILL.md \
  -o ~/.claude/skills/cogniforge-llm-model-repair/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/cogniforge-llm-model-repair/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/cogniforge-llm-model-repair/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\cogniforge-llm-model-repair\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

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See pricing → Download desktop app

Attribution & license

More Science & Research skills

Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Science & Research skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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