RRepoGEO

REPOGEO REPORT · LITE

microsoft/genaiscript

Default branch main · commit 58c36595 · scanned 5/10/2026, 2:06:25 PM

GitHub: 2,899 stars · 225 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 microsoft/genaiscript, 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 opening paragraph to emphasize 'framework' and 'AI applications'

    Why:

    CURRENT
    Programmatically assemble prompts for LLMs using JavaScript. Orchestrate LLMs, tools, and data in code.
    COPY-PASTE FIX
    GenAIScript is a TypeScript-first framework for building robust AI applications and agents. It enables you to programmatically assemble prompts for LLMs, orchestrate tools and data, and integrate seamlessly with Visual Studio Code.
  • mediumabout#2
    Enhance the repository description to highlight its framework nature

    Why:

    CURRENT
    Automatable GenAI Scripting
    COPY-PASTE FIX
    A TypeScript-first framework for building, orchestrating, and automating GenAI applications and agents.
  • mediumtopics#3
    Add more specific topics related to AI application and agent frameworks

    Why:

    CURRENT
    agent, agents, ai, chatgpt, deepseek-r1, genai, genaistack, gpt, gpt4, javascript, llm, llm-framework, phi4, prompt-engineering, scripting, typescript, vscode-extension
    COPY-PASTE FIX
    agent, agents, ai, ai-framework, chatgpt, deepseek-r1, genai, genaistack, gpt, gpt4, javascript, llm, llm-framework, llm-app-development, phi4, prompt-engineering, scripting, typescript, vscode-extension, agent-framework

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 microsoft/genaiscript
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain.js
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.js · recommended 2×
  2. LlamaIndex.TS · recommended 2×
  3. OpenAI Node.js Library · recommended 1×
  4. Promptfoo · recommended 1×
  5. Zod · recommended 1×
  • CATEGORY QUERY
    How to programmatically build complex LLM prompts and orchestrate AI workflows in JavaScript?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LlamaIndex.TS
    3. OpenAI Node.js Library
    4. Promptfoo
    5. Zod
    6. Handlebars.js

    AI recommended 6 alternatives but never named microsoft/genaiscript. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework helps script generative AI agents and automate LLM interactions with TypeScript?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LlamaIndex.TS
    3. Agent Protocol
    4. OpenAI SDK (TypeScript)
    5. Hugging Face Transformers.js

    AI recommended 5 alternatives but never named microsoft/genaiscript. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 microsoft/genaiscript?
    pass
    AI named microsoft/genaiscript explicitly

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

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

    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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite