REPOGEO REPORT · LITE
Weizhena/Deep-Research-skills
Default branch master · commit e5479f85 · scanned 6/6/2026, 6:22:49 PM
GitHub: 996 stars · 90 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 Weizhena/Deep-Research-skills, 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 README's opening to emphasize it's an implementable system/skill
Why:
CURRENTA structured research workflow skill for Claude Code, OpenCode, and Codex, supporting two-phase research: outline generation (extensible) and deep investigation. Human-in-the-loop design ensures precise control at every stage.
COPY-PASTE FIXThis repository provides an implementable structured research workflow skill for Claude Code, OpenCode, and Codex. It supports two-phase research—outline generation (extensible) and deep investigation—with human-in-the-loop design for precise control at every stage.
- hightopics#2Add specific topics to align with AI agent implementations and workflows
Why:
CURRENTclaude-code, claude-code-skills, deep-research-agent, gpt-skills, llm-agent, opencode, opencode-skills, research
COPY-PASTE FIXclaude-code, claude-code-skills, deep-research-agent, gpt-skills, llm-agent, opencode, opencode-skills, research, ai-agent-workflow, human-in-the-loop-ai, llm-workflow, ai-research-agent
- mediumhomepage#3Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX[Insert URL to a project page, demo, or relevant documentation here]
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.
- AutoGPT · recommended 1×
- LangChain · recommended 1×
- CrewAI · recommended 1×
- MemGPT · recommended 1×
- Tavily AI · recommended 1×
- CATEGORY QUERYHow can I implement a structured deep research workflow using AI agents effectively?you: not recommendedAI recommended (in order):
- AutoGPT
- LangChain
- CrewAI
- MemGPT
- Tavily AI
- Perplexity AI
- OpenAI Assistants API
AI recommended 7 alternatives but never named Weizhena/Deep-Research-skills. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a human-in-the-loop system for comprehensive academic or market analysis with LLMs.you: not recommendedAI recommended (in order):
- Argilla
- Label Studio
- Snorkel Flow
- Galileo
- Prodigy
- Streamlit
- Gradio
- OpenAI
- Anthropic
- Hugging Face
AI recommended 10 alternatives but never named Weizhena/Deep-Research-skills. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
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 Weizhena/Deep-Research-skills?passAI named Weizhena/Deep-Research-skills explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts Weizhena/Deep-Research-skills in production, what risks or prerequisites should they evaluate first?passAI named Weizhena/Deep-Research-skills 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 Weizhena/Deep-Research-skills solve, and who is the primary audience?passAI did not name Weizhena/Deep-Research-skills — 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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Weizhena/Deep-Research-skills — 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