RRepoGEO

REPOGEO REPORT · LITE

withastro/flue

Default branch main · commit e4d2d915 · scanned 6/17/2026, 10:22:58 PM

GitHub: 5,260 stars · 284 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
  • highreadme#1
    Reposition the README's opening sentence to clearly state its purpose

    Why:

    CURRENT
    Not another SDK. Build autonomous agents and powerful AI workflows with Flue's programmable TypeScript harness.
    COPY-PASTE FIX
    Flue is a TypeScript framework for building autonomous AI agents and powerful AI workflows. It provides a programmable harness for composing agents with tools, skills, and sandboxes, designed to give agents the context and autonomy to solve complex tasks.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, agent-framework, typescript, llm, generative-ai, workflow-automation, sandbox, tools, skills
  • mediumreadme#3
    Add a dedicated 'What is Flue?' section to the README

    Why:

    COPY-PASTE FIX
    ## What is Flue?

Flue is an opinionated, TypeScript-first framework designed to help you build, deploy, and manage autonomous AI agents. Unlike simple SDKs, Flue provides a complete "harness" for your agents, enabling them to leverage tools, integrate skills, and operate within secure sandboxes to tackle complex, real-world problems.

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 withastro/flue
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. OpenAI SDK (TypeScript) · recommended 1×
  4. Zod · recommended 1×
  5. Axios · recommended 1×
  • CATEGORY QUERY
    How to build autonomous AI agents and workflows using TypeScript?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LlamaIndex.TS
    3. OpenAI SDK (TypeScript)
    4. Zod
    5. Axios
    6. Node-fetch
    7. TypeORM
    8. Prisma
    9. NestJS

    AI recommended 9 alternatives but never named withastro/flue. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best frameworks for developing and sandboxing AI agents securely?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. MLflow
    3. Kubernetes
    4. Docker
    5. AWS SageMaker
    6. Google Cloud Vertex AI

    AI recommended 6 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?

Embed your GEO score

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withastro/flue — 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