RRepoGEO

REPOGEO REPORT · LITE

gsd-build/gsd-2

Default branch main · commit 33c00aaf · scanned 6/23/2026, 12:36:45 AM

GitHub: 7,743 stars · 776 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 gsd-build/gsd-2, 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
  • highabout#1
    Update repository description to reflect redirect status

    Why:

    CURRENT
    A powerful meta-prompting, context engineering and spec-driven development system that enables agents to work for long periods of time autonomously without losing track of the big picture
    COPY-PASTE FIX
    This repository is an archive and redirect for GSD 2. The project has moved to open-gsd/gsd-pi, focusing on meta-prompting, context engineering, and spec-driven development for AI agents.
  • mediumhomepage#2
    Add the new project's homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/open-gsd/gsd-pi
  • lowreadme#3
    Clarify the README's opening sentence to emphasize archive/redirect status

    Why:

    CURRENT
    GSD 2 Has Moved

This repository is no longer the active home for GSD 2 development.
    COPY-PASTE FIX
    GSD 2 Has Moved

This repository is no longer the active home for GSD 2 development; it now serves as an archive and redirect.

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 gsd-build/gsd-2
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Redis · recommended 1×
  4. PostgreSQL · recommended 1×
  5. pg_vector · recommended 1×
  • CATEGORY QUERY
    How to maintain agent context and avoid drift during long autonomous operations?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Redis
    4. PostgreSQL
    5. pg_vector
    6. Faiss
    7. Weaviate

    AI recommended 7 alternatives but never named gsd-build/gsd-2. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help implement spec-driven development for complex AI agent systems?
    you: not recommended
    AI recommended (in order):
    1. Pydantic (pydantic/pydantic)
    2. FastAPI (tiangolo/fastapi)
    3. OpenAPI Specification (OAI/OpenAPI-Specification)
    4. Swagger UI (swagger-api/swagger-ui)
    5. Redoc (Redocly/redoc)
    6. JSON Schema (json-schema-org/json-schema-spec)
    7. Gherkin (cucumber/gherkin)
    8. Behave (behave/behave)
    9. Cucumber (cucumber/cucumber)
    10. TLA+ (tlaplus/tlaplus)
    11. Protocol Buffers (protocolbuffers/protobuf)
    12. gRPC (grpc/grpc)

    AI recommended 12 alternatives but never named gsd-build/gsd-2. 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 gsd-build/gsd-2?
    pass
    AI named gsd-build/gsd-2 explicitly

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

  • If a team adopts gsd-build/gsd-2 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named gsd-build/gsd-2 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 gsd-build/gsd-2 solve, and who is the primary audience?
    pass
    AI named gsd-build/gsd-2 explicitly

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

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gsd-build/gsd-2 — 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