RRepoGEO

REPOGEO REPORT · LITE

rocketride-org/rocketride-server

Default branch develop · commit e1b4da73 · scanned 6/22/2026, 8:46:35 AM

GitHub: 3,949 stars · 1,244 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)

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

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 rocketride-org/rocketride-server, 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 clarify AI Development Environment purpose

    Why:

    CURRENT
    RocketRide is the open source AIDE: the AI Development Environment.
    COPY-PASTE FIX
    RocketRide is the open source AIDE: the AI Development Environment for building, debugging, and deploying high-performance AI and LLM workflows.
  • mediumtopics#2
    Add specific LLM and AI development environment topics

    Why:

    CURRENT
    ai, cpp, data-pipeline, data-processing, machine-learning, mcp, python, sdk, typescript, vscode-extension
    COPY-PASTE FIX
    ai, cpp, data-pipeline, data-processing, machine-learning, mcp, python, sdk, typescript, vscode-extension, llm, llm-orchestration, ai-development-environment, agent-framework, vector-database
  • lowhomepage#3
    Add the project homepage URL

    Why:

    COPY-PASTE FIX
    https://rocketride.org

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 rocketride-org/rocketride-server
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. LlamaIndex · recommended 2×
  3. LangSmith · recommended 1×
  4. LlamaCloud · recommended 1×
  5. OpenAI Assistants API · recommended 1×
  • CATEGORY QUERY
    How to build and debug high-performance LLM agent workflows directly from my IDE?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LangSmith
    3. LlamaIndex
    4. LlamaCloud
    5. OpenAI Assistants API
    6. Microsoft Semantic Kernel
    7. Azure AI Studio
    8. Haystack
    9. OpenTelemetry
    10. Honeycomb
    11. Datadog

    AI recommended 11 alternatives but never named rocketride-org/rocketride-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open source AI development environment supports multiple LLM providers and vector databases?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack (deepset/Haystack)
    4. OpenAI Python Library
    5. Hugging Face Transformers

    AI recommended 5 alternatives but never named rocketride-org/rocketride-server. 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 rocketride-org/rocketride-server?
    pass
    AI named rocketride-org/rocketride-server explicitly

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

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