RRepoGEO

REPOGEO REPORT · LITE

unifapi-agent/agents

Default branch main · commit 543a7f68 · scanned 6/25/2026, 11:03:29 PM

GitHub: 500 stars · 105 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 unifapi-agent/agents, 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 paragraph to emphasize specialized marketing solution

    Why:

    CURRENT
    Open-source **marketing agents** for Claude, ChatGPT, Codex, OpenClaw, Hermes, and any MCP client. Install one plugin and your assistant runs **SEO audits, generative engine optimization (GEO) / AI-visibility checks, local SEO, KOL pricing, social listening, competitive intelligence, and industry marketing** from **live public data**.
    COPY-PASTE FIX
    UnifAPI Agents are open-source, pre-built **marketing agents** designed for Claude, ChatGPT, Codex, OpenClaw, Hermes, and any MCP client. Unlike general-purpose agent frameworks, these agents provide specialized capabilities for marketing professionals, enabling your AI assistant to perform **SEO audits, generative engine optimization (GEO) / AI-visibility checks, local SEO, KOL pricing, social listening, competitive intelligence, and industry marketing** directly from **live public data**.
  • mediumcomparison#2
    Add a 'Comparison to General Agent Frameworks' section in README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., 'UnifAPI Agents vs. General Agent Frameworks', explaining that UnifAPI Agents are pre-built, domain-specific applications for marketing, not a framework for building custom agents from scratch. Explicitly mention how it differs from tools like LangChain or Haystack by focusing on out-of-the-box marketing functionality.
  • mediumreadme#3
    Add a 'Who is this for?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., 'Who is this for?', explicitly stating that UnifAPI Agents are built for marketing professionals, SEO specialists, social media managers, and competitive intelligence analysts who use AI assistants to automate research and analysis.

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 unifapi-agent/agents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
deepset-ai/haystack
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. deepset-ai/haystack · recommended 1×
  2. langchain-ai/langchain · recommended 1×
  3. LAION-AI/Open-Assistant · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. RasaHQ/rasa · recommended 1×
  • CATEGORY QUERY
    Open-source agents to automate social listening and influencer discovery with large language models?
    you: not recommended
    AI recommended (in order):
    1. Haystack (deepset-ai/haystack)
    2. LangChain (langchain-ai/langchain)
    3. Open-Assistant (LAION-AI/Open-Assistant)
    4. Hugging Face Transformers (huggingface/transformers)
    5. Rasa (RasaHQ/rasa)

    AI recommended 5 alternatives but never named unifapi-agent/agents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to add marketing research, local SEO, and competitive intelligence capabilities to my AI assistant?
    you: not recommended
    AI recommended (in order):
    1. SEMrush
    2. Ahrefs
    3. Google Trends
    4. Statista
    5. BrightLocal
    6. Whitespark
    7. Surfer Local
    8. Similarweb
    9. SpyFu
    10. Owler
    11. Crayon

    AI recommended 11 alternatives but never named unifapi-agent/agents. 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 unifapi-agent/agents?
    pass
    AI named unifapi-agent/agents explicitly

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

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