REPOGEO REPORT · LITE
aiwithremy/claude-skills-llm-council
Default branch main · commit 55ee36e8 · scanned 6/15/2026, 7:28:09 PM
GitHub: 591 stars · 66 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface aiwithremy/claude-skills-llm-council, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Clarify the README's opening statement to emphasize user application
Why:
CURRENTA Claude skill that turns one question into five expert opinions, plus a final verdict.
COPY-PASTE FIXThis Claude skill acts as your personal AI decision-making assistant, providing diverse, peer-reviewed perspectives from five expert AI advisors to help you solve complex problems and make better decisions.
- hightopics#2Add specific topics to improve categorization
Why:
COPY-PASTE FIXclaude-skill, llm-council, decision-making, problem-solving, ai-advisors, peer-review, anthropic-claude, ai-assistant
- highlicense#3Add a standard open-source license file
Why:
COPY-PASTE FIXCreate a LICENSE file in the repository root containing the text of the MIT License.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- ChatGPT · recommended 1×
- Claude · recommended 1×
- Gemini · recommended 1×
- Llama · recommended 1×
- IBM Watson Discovery · recommended 1×
- CATEGORY QUERYHow can I get diverse AI perspectives for complex decision-making and problem-solving?you: not recommendedAI recommended (in order):
- ChatGPT
- Claude
- Gemini
- Llama
- IBM Watson Discovery
- Palantir Foundry
- Hugging Face Transformers (huggingface/transformers)
- AnyLogic
- NetLogo
AI recommended 9 alternatives but never named aiwithremy/claude-skills-llm-council. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat tools provide AI-driven peer review to synthesize multiple expert opinions on a topic?you: not recommendedAI recommended (in order):
- Elicit
- Scite.ai
- Iris.ai
- Semantic Scholar
- ResearchRabbit
AI recommended 5 alternatives but never named aiwithremy/claude-skills-llm-council. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenessfail
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of aiwithremy/claude-skills-llm-council?passAI named aiwithremy/claude-skills-llm-council explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts aiwithremy/claude-skills-llm-council in production, what risks or prerequisites should they evaluate first?passAI named aiwithremy/claude-skills-llm-council explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo aiwithremy/claude-skills-llm-council solve, and who is the primary audience?passAI did not name aiwithremy/claude-skills-llm-council — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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aiwithremy/claude-skills-llm-council — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite