RRepoGEO

REPOGEO REPORT · LITE

withastro/flue

Default branch main · commit 054af8f0 · scanned 5/8/2026, 2:02:12 AM

GitHub: 2,776 stars · 144 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 withastro/flue, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ["ai-agents", "agent-framework", "typescript", "llm", "generative-ai", "orchestration", "headless", "markdown-driven"]
  • highreadme#2
    Strengthen the README's opening statement for AI

    Why:

    CURRENT
    Flue is **The Agent Harness Framework.** If you know how to use Claude Code (or Codex, OpenCode, Pi, etc)... then you already know the basics of how to build agents with Flue.
    COPY-PASTE FIX
    Flue is a TypeScript framework for building autonomous AI agents. It's **The Agent Harness Framework,** designed for headless, programmable agents that act autonomously to solve problems and complete tasks.
  • mediumreadme#3
    Clarify the 'Astro or Next.js' comparison in the README

    Why:

    CURRENT
    Flue isn't another AI SDK. It's a proper runtime-agnostic framework — think Astro or Next.js, but for agents.
    COPY-PASTE FIX
    Flue isn't another AI SDK. It's a proper runtime-agnostic framework for agents, similar in scope and philosophy to how Astro or Next.js function for web development, but entirely focused on AI agent orchestration.

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. 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 withastro/flue
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CrewAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. CrewAI · recommended 2×
  2. Semantic Kernel · recommended 2×
  3. LangChain.js · recommended 1×
  4. Autogen Studio · recommended 1×
  5. TypeChat · recommended 1×
  • CATEGORY QUERY
    I need a TypeScript framework to create autonomous AI agents for various runtimes.
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. Autogen Studio
    3. TypeChat
    4. CrewAI
    5. Semantic Kernel
    6. Botpress

    AI recommended 6 alternatives but never named withastro/flue. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks help define AI agent behavior and skills using Markdown files?
    you: not recommended
    AI recommended (in order):
    1. CrewAI
    2. AutoGen
    3. LangChain
    4. Semantic Kernel
    5. Dust.tt

    AI recommended 5 alternatives but never named withastro/flue. 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 withastro/flue?
    pass
    AI named withastro/flue explicitly

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

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

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

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withastro/flue — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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