RRepoGEO

REPOGEO REPORT · LITE

first-fluke/oh-my-agent

Default branch main · commit cf6b00f1 · scanned 6/26/2026, 11:31:32 AM

GitHub: 1,123 stars · 136 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 the README's opening sentence to clarify its role as a 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 agents and building project-specific skills and workflows, designed to align with your codebase and engineering standards.
  • hightopics#2
    Expand repository topics with high-traffic category keywords

    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, agent-framework, llm-framework, ai-orchestration-platform, software-development-agents
  • mediumreadme#3
    Add a 'Why oh-my-agent?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section (e.g., 'Why oh-my-agent?' or 'Comparison with other frameworks') that explicitly highlights its vendor-agnostic nature, focus on specialized agents for software development tasks, and alignment with existing codebases and conventions, contrasting it with general-purpose LLM frameworks.

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. CrewAI · recommended 2×
  3. Haystack · recommended 2×
  4. LlamaIndex · recommended 2×
  5. AutoGen · recommended 1×
  • CATEGORY QUERY
    How can I orchestrate multiple AI agents for complex software development tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. OpenAI Assistants API
    6. LlamaIndex

    AI recommended 6 alternatives but never named first-fluke/oh-my-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework helps build custom AI agents with project-specific skills and workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. AutoGPT
    6. BabyAGI
    7. CrewAI

    AI recommended 7 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 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?

  • 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 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?

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  • Brand-free category queries5 vs 2 in Lite
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first-fluke/oh-my-agent — RepoGEO report