RRepoGEO

REPOGEO REPORT · LITE

refly-ai/refly

Default branch main · commit 330c01b1 · scanned 5/15/2026, 10:56:52 AM

GitHub: 7,302 stars · 713 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 refly-ai/refly, 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
    Strengthen README introduction to clarify unique positioning against agent frameworks and bot builders

    Why:

    CURRENT
    Refly is the first open-source platform for building stable, atomic, and versioned agent skills.
    COPY-PASTE FIX
    Refly is the first open-source platform for building stable, atomic, and versioned agent skills. Unlike general-purpose LLM orchestration frameworks, Refly focuses specifically on defining, managing, and deploying robust, reusable agent skills as infrastructure, making it ideal for building reliable AI agents and bots for platforms like Slack and Lark/Feishu.
  • mediumtopics#2
    Add more specific topics for LLM agent frameworks and bot development

    Why:

    CURRENT
    agent, agent-skills, automation, claude, clawdbot, codex, cursor, lark-bot, lovable, n8n-alternative, skills, skills-builder, slack, slack-bot, vibe-coding, vibe-workflow, workflow
    COPY-PASTE FIX
    agent, agent-skills, automation, claude, clawdbot, codex, cursor, lark-bot, lovable, n8n-alternative, skills, skills-builder, slack, slack-bot, vibe-coding, vibe-workflow, workflow, llm-agents, ai-agents, agent-framework, chatbot-framework, bot-development, llm-orchestration
  • lowlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a section titled 'License' to the README, stating: 'This project is licensed under the terms found in the [LICENSE](LICENSE) file. Please refer to the LICENSE file for specific details regarding usage and distribution.'

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 refly-ai/refly
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. Haystack · recommended 1×
  4. AutoGPT · recommended 1×
  5. Open-Interpreter · recommended 1×
  • CATEGORY QUERY
    Open-source platform for defining and running AI agent skills as infrastructure?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. Open-Interpreter
    6. CrewAI

    AI recommended 6 alternatives but never named refly-ai/refly. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to develop and deploy custom AI agent skills for Slack bots.
    you: not recommended
    AI recommended (in order):
    1. Botpress
    2. Rasa
    3. Dialogflow
    4. Microsoft Bot Framework Composer
    5. AWS Lex
    6. Twillio Autopilot
    7. Zapier
    8. Make
    9. OpenAI API

    AI recommended 9 alternatives but never named refly-ai/refly. 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 refly-ai/refly?
    pass
    AI named refly-ai/refly explicitly

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

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