RRepoGEO

REPOGEO REPORT · LITE

fuyuxiang/echo-agent

Default branch master · commit 3803a535 · scanned 6/23/2026, 3:12:50 PM

GitHub: 532 stars · 19 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 fuyuxiang/echo-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
    Reposition README's opening to clarify "Echo Agent" is not a literal echo

    Why:

    CURRENT
    Echo Agent 是一个可自托管的长期运行 AI Agent。
    COPY-PASTE FIX
    Echo Agent (回声代理) 是一个功能完备、可自托管的长期运行 AI Agent 框架，而非简单的消息回显工具。它专注于个人与团队的私有自动化场景，提供跨会话记忆、自进化技能、多入口归一和安全可控的工具执行。
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agent, llm-agent, long-term-memory, self-hosted, automation, multi-channel, tool-use, secure-execution, python, framework
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/fuyuxiang/echo-agent

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 fuyuxiang/echo-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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. Chroma · recommended 1×
  3. Pinecone · recommended 1×
  4. Weaviate · recommended 1×
  5. Llama 2 · recommended 1×
  • CATEGORY QUERY
    How to build a persistent AI agent with long-term memory for private automation?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Chroma
    3. Pinecone
    4. Weaviate
    5. Llama 2
    6. llama.cpp
    7. Ollama
    8. Mistral
    9. GPT4All
    10. AutoGPT
    11. OpenAI APIs
    12. Haystack
    13. Elasticsearch
    14. OpenSearch
    15. FAISS

    AI recommended 15 alternatives but never named fuyuxiang/echo-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source AI agent framework with secure tool execution and multi-channel support.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex

    AI recommended 2 alternatives but never named fuyuxiang/echo-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
    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 fuyuxiang/echo-agent?
    pass
    AI named fuyuxiang/echo-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 fuyuxiang/echo-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fuyuxiang/echo-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 fuyuxiang/echo-agent solve, and who is the primary audience?
    pass
    AI named fuyuxiang/echo-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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fuyuxiang/echo-agent — 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