RRepoGEO

REPOGEO REPORT · LITE

Dong90/oh-my-taiyiforge

Default branch main · commit dad08d3a · scanned 6/27/2026, 5:01:30 AM

GitHub: 587 stars · 11 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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 Dong90/oh-my-taiyiforge, 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.

OVERALL DIRECTION
  • highreadme#1
    Add a clear English project summary to the top of the README

    Why:

    COPY-PASTE FIX
    TaiyiForge is an AI workflow automation plugin designed to transform the 'art' of AI code generation into an auditable, executable engineering pipeline across multiple LLMs like Claude and Codex.
  • mediumtopics#2
    Expand topics to include more specific LLM workflow and MLOps terms

    Why:

    CURRENT
    ai, automation, claude, code-generation, codex, developer-tools, harness, harness-engineering, llm, opencode, plugin, typescript, workflow
    COPY-PASTE FIX
    ai, automation, claude, code-generation, codex, developer-tools, harness, harness-engineering, llm, opencode, plugin, typescript, workflow, llm-ops, ai-workflow, prompt-engineering, devops-for-ai
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://www.npmjs.com/package/oh-my-taiyiforge

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.

Recall
0 / 2
0% of queries surface Dong90/oh-my-taiyiforge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. Weights & Biases · recommended 1×
  3. MLflow · recommended 1×
  4. Guardrails AI · recommended 1×
  5. Humanloop · recommended 1×
  • CATEGORY QUERY
    How can I streamline and audit my AI-driven code generation workflow across multiple LLMs?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Weights & Biases
    3. MLflow
    4. Guardrails AI
    5. Humanloop
    6. OpenAI Evals
    7. Git

    AI recommended 7 alternatives but never named Dong90/oh-my-taiyiforge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to enforce structured development stages for AI-assisted coding projects.
    you: not recommended
    AI recommended (in order):
    1. MLflow (mlflow/mlflow)
    2. DVC (Data Version Control) (iterative/dvc)
    3. Kubeflow Pipelines (kubeflow/pipelines)
    4. Metaflow (Netflix/metaflow)
    5. Azure Machine Learning
    6. Google Cloud Vertex AI

    AI recommended 6 alternatives but never named Dong90/oh-my-taiyiforge. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

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 Dong90/oh-my-taiyiforge?
    pass
    AI did not name Dong90/oh-my-taiyiforge — 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?

  • If a team adopts Dong90/oh-my-taiyiforge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Dong90/oh-my-taiyiforge 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 Dong90/oh-my-taiyiforge solve, and who is the primary audience?
    pass
    AI did not name Dong90/oh-my-taiyiforge — 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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Dong90/oh-my-taiyiforge — 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