RRepoGEO

REPOGEO REPORT · LITE

tripleyak/SkillForge

Default branch main · commit 92d8d87a · scanned 6/3/2026, 11:07:12 AM

GitHub: 678 stars · 74 forks

AI VISIBILITY SCORE
35 /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
3 / 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 tripleyak/SkillForge, 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
    Reposition the README's H1 and opening paragraph to clearly state the repo's purpose

    Why:

    CURRENT
    # SkillForge v5.2

**From Art to Engineering: A Manifesto for AI Skill Creation.## The Problem

The central challenge in AI development isn't a lack of ideas, but the inconsistent process of turning them into robust, reliable skills.
    COPY-PASTE FIX
    # SkillForge v5.2: Intelligent Skill Router & Creator for AI Agents

SkillForge provides an engineering methodology to standardize the creation, refinement, and routing of reliable AI agent skills, specifically designed for Claude Code and Codex. It addresses the central challenge in AI development: the inconsistent process of turning ideas into robust, reliable skills.
  • mediumtopics#2
    Expand repository topics to include broader AI engineering and agent management terms

    Why:

    CURRENT
    claude-ai, claude-code, claude-skills
    COPY-PASTE FIX
    claude-ai, claude-code, claude-skills, ai-agent-skills, llm-ops, ai-engineering, agent-framework, skill-management
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/tripleyak/SkillForge

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 tripleyak/SkillForge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 1×
  3. Weights & Biases (W&B) · recommended 1×
  4. MLflow · recommended 1×
  5. Docker · recommended 1×
  • CATEGORY QUERY
    How can I standardize the engineering process for creating reliable and scalable AI agent skills?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Weights & Biases (W&B)
    4. MLflow
    5. Docker
    6. Kubernetes
    7. Pydantic

    AI recommended 7 alternatives but never named tripleyak/SkillForge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a system that proactively suggests and refines AI assistant capabilities based on context.
    you: not recommended
    AI recommended (in order):
    1. Rasa
    2. Microsoft Bot Framework Composer
    3. Google Dialogflow CX
    4. Amazon Lex
    5. OpenAI GPT-3.5/GPT-4
    6. LangChain
    7. Haystack (deepset-ai/haystack)

    AI recommended 7 alternatives but never named tripleyak/SkillForge. 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 tripleyak/SkillForge?
    pass
    AI named tripleyak/SkillForge explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts tripleyak/SkillForge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tripleyak/SkillForge 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 tripleyak/SkillForge solve, and who is the primary audience?
    pass
    AI named tripleyak/SkillForge explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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tripleyak/SkillForge — 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