RRepoGEO

REPOGEO REPORT · LITE

open-gsd/gsd-core

Default branch next · commit 801ea5aa · scanned 6/5/2026, 2:11:42 AM

GitHub: 2,697 stars · 161 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 open-gsd/gsd-core, 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
    Clarify GSD Core's role and production readiness in the README's opening

    Why:

    CURRENT
    A light-weight meta-prompting, context engineering, and spec-driven development system for Claude Code, OpenCode, Gemini CLI, Kilo, Codex, Copilot, Cursor, Windsurf, and more.
    COPY-PASTE FIX
    GSD Core is a production-ready, light-weight meta-prompting, context engineering, and spec-driven development system designed to orchestrate and manage AI coding assistants like Claude Code, OpenCode, Gemini CLI, Kilo, Codex, Copilot, Cursor, and Windsurf. It is not a proof of concept.
  • mediumtopics#2
    Add more specific topics to clarify GSD Core's function

    Why:

    CURRENT
    claude-code, context-engineering, meta-prompting, spec-driven-development
    COPY-PASTE FIX
    ai-coding-assistant-orchestration, ai-agent-framework, context-window-management, meta-prompting, spec-driven-development, claude-code, gemini-cli, copilot-extension
  • lowabout#3
    Expand the repository description for clarity

    Why:

    CURRENT
    Git. Ship. Done - Core
    COPY-PASTE FIX
    A light-weight system for meta-prompting, context engineering, and spec-driven development, designed to orchestrate and manage AI coding assistants.

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 open-gsd/gsd-core
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Cursor · recommended 1×
  3. GitHub Copilot Chat · recommended 1×
  4. Continue · recommended 1×
  5. Anthropic · recommended 1×
  • CATEGORY QUERY
    How to manage and prevent context window issues with AI code generation assistants?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. GitHub Copilot Chat
    3. Continue
    4. OpenAI API
    5. Anthropic
    6. Google
    7. LangChain
    8. LlamaIndex
    9. JetBrains AI Assistant
    10. Codeium

    AI recommended 10 alternatives but never named open-gsd/gsd-core. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for spec-driven development using large language models for coding?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI API
    4. Anthropic Claude
    5. GitHub Copilot
    6. Pydantic (pydantic/pydantic)
    7. Pytest (pytest-dev/pytest)
    8. Jest (facebook/jest)
    9. JUnit (junit-team/junit5)

    AI recommended 9 alternatives but never named open-gsd/gsd-core. 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 open-gsd/gsd-core?
    pass
    AI did not name open-gsd/gsd-core — 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 open-gsd/gsd-core in production, what risks or prerequisites should they evaluate first?
    pass
    AI named open-gsd/gsd-core 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 open-gsd/gsd-core solve, and who is the primary audience?
    pass
    AI named open-gsd/gsd-core 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
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