RRepoGEO

REPOGEO REPORT · LITE

TrafficGuard/typedai

Default branch main · commit 34139aec · scanned 5/27/2026, 9:07:06 PM

GitHub: 1,189 stars · 94 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 TrafficGuard/typedai, 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
    Reinforce TypeScript-first identity in README's opening

    Why:

    CURRENT
    The TypeScript-first AI platform for developers
    COPY-PASTE FIX
    TypedAI is the TypeScript-first AI platform for developers, built from the ground up in TypeScript to provide a robust, type-safe environment for autonomous AI agents and LLM-based workflows. Unlike Python-centric alternatives, TypedAI leverages the full power of the TypeScript ecosystem.
  • mediumreadme#2
    Expand README's introductory paragraph to highlight software development agents

    Why:

    CURRENT
    TypedAI is a full-featured platform for developing and running agents, LLM based workflows and chatbots.
    COPY-PASTE FIX
    TypedAI is a full-featured platform for developing and running autonomous AI agents, LLM-based workflows, and chatbots, with a strong focus on empowering software developers through specialized agents for code reviews and automated development tasks.
  • lowtopics#3
    Add more specific topics related to AI platforms and LLM applications

    Why:

    CURRENT
    agentic-framework, agents, ai-agents, ai-agents-framework, ai-code-review, ai-software-engineer, llm, typescript
    COPY-PASTE FIX
    agentic-framework, agents, ai-agents, ai-agents-framework, ai-code-review, ai-software-engineer, llm, typescript, ai-platform, llm-applications, generative-ai, ai-development

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 TrafficGuard/typedai
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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.js · recommended 1×
  2. LlamaIndex.TS · recommended 1×
  3. Agent Protocol · recommended 1×
  4. OpenAI SDK · recommended 1×
  5. Hugging Face Transformers.js · recommended 1×
  • CATEGORY QUERY
    What's a good TypeScript framework for building autonomous AI agents and LLM-powered applications?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LlamaIndex.TS
    3. Agent Protocol
    4. OpenAI SDK
    5. Hugging Face Transformers.js

    AI recommended 5 alternatives but never named TrafficGuard/typedai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI platform to automate code reviews and create software development agents.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. GitHub Copilot for Business
    3. AWS CodeWhisperer
    4. Vertex AI
    5. Azure OpenAI Service
    6. Azure Machine Learning
    7. CodiumAI
    8. DeepSource
    9. Sourcegraph Cody

    AI recommended 9 alternatives but never named TrafficGuard/typedai. 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 TrafficGuard/typedai?
    pass
    AI named TrafficGuard/typedai explicitly

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

  • If a team adopts TrafficGuard/typedai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named TrafficGuard/typedai 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 TrafficGuard/typedai solve, and who is the primary audience?
    pass
    AI named TrafficGuard/typedai 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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MARKDOWN (README)
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TrafficGuard/typedai — 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