RRepoGEO

REPOGEO REPORT · LITE

first-fluke/oh-my-agent

Default branch main · commit d8007359 · scanned 5/27/2026, 11:26:27 AM

GitHub: 1,026 stars · 116 forks

AI VISIBILITY SCORE
33 /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
2 / 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 first-fluke/oh-my-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 opening to emphasize multi-agent orchestration framework

    Why:

    CURRENT
    Ever wished your AI assistant had coworkers? That's what oh-my-agent does.
    COPY-PASTE FIX
    oh-my-agent is a portable, vendor-agnostic framework for orchestrating specialized AI agent teams, designed to align with your codebase and engineering standards for complex software development tasks.
  • mediumtopics#2
    Add specific multi-agent framework topics

    Why:

    CURRENT
    agent-harness, agent-skills, agentic-coding, ai-agents, claude-code, codex, cursor, multi-agent, multi-agent-systems, oh-my-agent, opencode, orchestration, orchestrator, serena
    COPY-PASTE FIX
    agent-harness, agent-skills, agentic-coding, ai-agents, claude-code, codex, cursor, multi-agent, multi-agent-systems, oh-my-agent, opencode, orchestration, orchestrator, serena, ai-agent-framework, multi-agent-orchestration, software-development-agents
  • mediumreadme#3
    Add a 'Why oh-my-agent?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why oh-my-agent?

Unlike generic AI agent frameworks, oh-my-agent focuses on providing a portable, vendor-agnostic harness for building project-specific agent teams. It emphasizes aligning agents with your existing codebase, conventions, and engineering standards, rather than imposing a rigid framework. This allows for highly specialized agents (frontend, backend, QA, PM, etc.) that integrate seamlessly into your development workflow, working across major AI IDEs like Antigravity, Claude Code, Cursor, Gemini CLI, and OpenCode.

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 first-fluke/oh-my-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. AutoGen · recommended 2×
  3. CrewAI · recommended 2×
  4. Haystack · recommended 2×
  5. LlamaIndex · recommended 2×
  • CATEGORY QUERY
    How to orchestrate multiple specialized AI agents for complex software development tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. LlamaIndex
    6. OpenAI Assistants API
    7. RabbitMQ
    8. Apache Kafka

    AI recommended 8 alternatives but never named first-fluke/oh-my-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to build custom AI agent teams for specific engineering workflows.
    you: not recommended
    AI recommended (in order):
    1. CrewAI
    2. LangChain
    3. AutoGen
    4. LlamaIndex
    5. Haystack
    6. Mirasol

    AI recommended 6 alternatives but never named first-fluke/oh-my-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 first-fluke/oh-my-agent?
    pass
    AI did not name first-fluke/oh-my-agent — likely talking about a different project

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

  • If a team adopts first-fluke/oh-my-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named first-fluke/oh-my-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 first-fluke/oh-my-agent solve, and who is the primary audience?
    pass
    AI named first-fluke/oh-my-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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite