RRepoGEO

REPOGEO REPORT · LITE

StartupHakk/OpenMonoAgent.ai

Default branch main · commit fb902048 · scanned 5/29/2026, 11:47:55 PM

GitHub: 1,403 stars · 174 forks

AI VISIBILITY SCORE
28 /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
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 StartupHakk/OpenMonoAgent.ai, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agent, coding-assistant, local-llm, dotnet, csharp, terminal-app, open-source, self-hosted, llm-agent, developer-tools
  • highreadme#2
    Refine the README's main positioning statement

    Why:

    CURRENT
    <div align="center"> <strong>Open-source coding agent. Local-first. Zero cost. Zero cloud.</strong><br/> <sub>Built to democratize AI. Powered by .NET.</sub> </div>
    COPY-PASTE FIX
    <div align="center"> <strong>Open-source, terminal-native coding agent for local LLMs. Built on .NET. Zero cost. Zero cloud.</strong><br/> <sub>Your machine. Your agent. Democratizing AI for developers.</sub> </div>
  • mediumlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License

This project uses a custom license. Please refer to the included LICENSE file for complete terms and conditions.

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 StartupHakk/OpenMonoAgent.ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Code Llama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Code Llama · recommended 2×
  2. LM Studio · recommended 2×
  3. Ollama · recommended 1×
  4. Continue · recommended 1×
  5. Tabby · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source AI coding assistant that runs entirely on my local machine.
    you: not recommended
    AI recommended (in order):
    1. Code Llama
    2. Ollama
    3. LM Studio
    4. Continue
    5. Tabby
    6. CodeGemma
    7. LocalAI

    AI recommended 7 alternatives but never named StartupHakk/OpenMonoAgent.ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best free, self-hosted AI coding tools for .NET developers?
    you: not recommended
    AI recommended (in order):
    1. LocalAI (go-skynet/LocalAI)
    2. Betalgo.OpenAI.GPT3 (betalgo/openai)
    3. Azure.AI.OpenAI (Azure/azure-sdk-for-net)
    4. Ollama (ollama/ollama)
    5. LM Studio
    6. Tabby (TabbyML/tabby)
    7. GitHub Copilot
    8. Continue (Continue-team/continue)
    9. Code Llama
    10. HuggingFace.Inference (SciSharp/HuggingFace.Inference)
    11. Microsoft.ML.OnnxRuntime (microsoft/onnxruntime)

    AI recommended 11 alternatives but never named StartupHakk/OpenMonoAgent.ai. 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 StartupHakk/OpenMonoAgent.ai?
    pass
    AI did not name StartupHakk/OpenMonoAgent.ai — 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 StartupHakk/OpenMonoAgent.ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named StartupHakk/OpenMonoAgent.ai 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 StartupHakk/OpenMonoAgent.ai solve, and who is the primary audience?
    pass
    AI named StartupHakk/OpenMonoAgent.ai explicitly

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

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StartupHakk/OpenMonoAgent.ai — 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