RRepoGEO

REPOGEO REPORT · LITE

open-gsd/gsd-pi

Default branch main · commit 361438ce · scanned 6/17/2026, 1:11:37 AM

GitHub: 657 stars · 61 forks

AI VISIBILITY SCORE
40 /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
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 open-gsd/gsd-pi, 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' and explicitly state 'AI coding agent' in the README's opening

    Why:

    CURRENT
    GSD Pi is a local-first coding agent for planning, implementing, verifying, and tracking project work from the command line.
    COPY-PASTE FIX
    GSD Pi (Get Stuff Done Pi) is a powerful local-first AI coding agent for planning, implementing, verifying, and tracking software development projects autonomously from the command line. It enables agents to work for long periods without losing track of the big picture.
  • hightopics#2
    Add 'ai-coding-agent' and 'developer-tools' topics

    Why:

    CURRENT
    context-engineering, meta-prompting, spec-driven-development
    COPY-PASTE FIX
    context-engineering, meta-prompting, spec-driven-development, ai-coding-agent, developer-tools
  • mediumreadme#3
    Add a 'Why GSD Pi?' or 'Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## Why GSD Pi? GSD Pi stands out as a local-first AI coding agent, prioritizing privacy and control. Unlike many alternatives, it integrates worktree-aware Git automation and a persistent, structured project memory (.gsd/) to support robust, long-running autonomous development, ensuring the agent maintains context and the big picture throughout complex projects.

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-pi
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Devin
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Devin · recommended 1×
  2. GPT-Engineer · recommended 1×
  3. Cursor · recommended 1×
  4. Auto-GPT · recommended 1×
  5. Smol-developer · recommended 1×
  • CATEGORY QUERY
    Need an AI coding agent to autonomously plan and track long-running software development projects.
    you: not recommended
    AI recommended (in order):
    1. Devin
    2. GPT-Engineer
    3. Cursor
    4. Auto-GPT
    5. Smol-developer
    6. GitHub Copilot Workspace

    AI recommended 6 alternatives but never named open-gsd/gsd-pi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line tools enable spec-driven development with advanced context engineering for AI agents?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API (openai/openai-python)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. Pydantic (pydantic/pydantic)
    5. ajv (ajv-validator/ajv)
    6. jsonschema (python-jsonschema/jsonschema)
    7. Make
    8. Task (go-task/task)
    9. Just (casey/just)

    AI recommended 9 alternatives but never named open-gsd/gsd-pi. 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-pi?
    pass
    AI named open-gsd/gsd-pi explicitly

    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-pi in production, what risks or prerequisites should they evaluate first?
    pass
    AI named open-gsd/gsd-pi 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-pi solve, and who is the primary audience?
    pass
    AI named open-gsd/gsd-pi explicitly

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

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open-gsd/gsd-pi — 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