RRepoGEO

REPOGEO REPORT · LITE

iflytek/astron-agent

Default branch main · commit 759ed063 · scanned 5/8/2026, 12:17:16 PM

GitHub: 8,313 stars · 839 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 iflytek/astron-agent, 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
    Clarify the README's opening to explicitly counter miscategorization

    Why:

    CURRENT
    ## 🔭 What is Astron Agent
Astron Agent is an **enterprise-grade, commercial-friendly** Agentic Workflow development platform that integrates AI workflow orchestration, model management, AI and MCP tool integration, RPA automation, and team collaboration features.
    COPY-PASTE FIX
    ## 🔭 What is Astron Agent
**Astron Agent is an enterprise-grade, commercial-friendly AI Agentic Workflow development platform, designed for building next-generation SuperAgents and NOT for system monitoring or log collection.** It integrates AI workflow orchestration, model management, AI and MCP tool integration, RPA automation, and team collaboration features.
  • mediumabout#2
    Expand the 'About' description to include key features like orchestration and RPA

    Why:

    CURRENT
    Enterprise-grade, commercial-friendly agentic workflow platform for building next-generation SuperAgents.
    COPY-PASTE FIX
    Enterprise-grade, commercial-friendly platform for building next-generation SuperAgents, featuring AI agentic workflow orchestration, model management, and intelligent RPA for cross-system enterprise integration.
  • lowreadme#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## 🚀 Comparison with Alternatives
Astron Agent differentiates itself from general-purpose AI agent frameworks like LangChain and LlamaIndex by focusing on enterprise-grade, high-availability deployments, deep integration with intelligent RPA for cross-system connectivity, and a comprehensive platform for AI workflow orchestration and team collaboration. While other frameworks provide foundational building blocks, Astron Agent offers a production-ready, commercial-friendly solution tailored for complex enterprise scenarios.

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 iflytek/astron-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Microsoft Semantic Kernel · recommended 1×
  4. Haystack · recommended 1×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    How to build scalable, production-ready AI agent applications for enterprise workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. AutoGPT
    6. BabyAGI
    7. FastAPI
    8. Flask
    9. Gin
    10. Echo
    11. transformers
    12. openai
    13. anthropic

    AI recommended 13 alternatives but never named iflytek/astron-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms offer AI agent orchestration with RPA for cross-system enterprise integration?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Power Automate
    2. Azure AI Services
    3. Azure OpenAI Service
    4. Azure Cognitive Services
    5. Azure Machine Learning
    6. Dataverse
    7. UiPath Automation Platform
    8. UiPath AI Center
    9. UiPath Process Mining
    10. Action Center
    11. Orchestrator
    12. Automation Anywhere Automation Success Platform
    13. Automation Anywhere Robotic Process Automation (RPA)
    14. IQ Bot
    15. AARI
    16. IBM watsonx Orchestrate
    17. IBM Robotic Process Automation
    18. Watson
    19. Pega Platform
    20. Pega RPA
    21. Appian
    22. Appian RPA

    AI recommended 22 alternatives but never named iflytek/astron-agent. 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 iflytek/astron-agent?
    pass
    AI named iflytek/astron-agent explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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