RRepoGEO

REPOGEO REPORT · LITE

opendev-to/opendev

Default branch main · commit 6a5f083e · scanned 6/9/2026, 4:17:02 PM

GitHub: 629 stars · 70 forks

AI VISIBILITY SCORE
35 /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
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 opendev-to/opendev, 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 specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agent, coding-assistant, llm, terminal-app, rust, open-source, developer-tools, multi-agent-system
  • highreadme#2
    Strengthen the README's opening statement to clarify project identity

    Why:

    CURRENT
    <p align="center">Open-source AI coding agent that spawns parallel agents, each bound to the LLM of your choice.</p>
    COPY-PASTE FIX
    <p align="center">OpenDev is a powerful, terminal-native AI coding agent for developers, built as a compound AI system that spawns parallel agents, each bound to the LLM of your choice.</p>
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add the official project website URL here once available.

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 opendev-to/opendev
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 2×
  2. smol-ai/smol-developer · recommended 1×
  3. OpenDevin · recommended 1×
  4. GPT-Engineer · recommended 1×
  5. Aider · recommended 1×
  • CATEGORY QUERY
    What are some open-source AI coding agents that run directly in the terminal?
    you: not recommended
    AI recommended (in order):
    1. smol-ai/smol-developer (smol-ai/smol-developer)
    2. OpenDevin
    3. GPT-Engineer
    4. AutoGPT
    5. Aider

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

    Show full AI answer
  • CATEGORY QUERY
    How can I find an AI assistant for coding that uses multiple agents and custom LLMs?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGPT
    3. BabyAGI
    4. CrewAI
    5. Open Interpreter
    6. LlamaIndex
    7. Hugging Face Agents
    8. Microsoft AutoGen

    AI recommended 8 alternatives but never named opendev-to/opendev. 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 opendev-to/opendev?
    pass
    AI named opendev-to/opendev explicitly

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

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

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

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MARKDOWN (README)
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opendev-to/opendev — 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