RRepoGEO

REPOGEO REPORT · LITE

gotalab/cc-sdd

Default branch main · commit 29aee950 · scanned 6/21/2026, 4:02:02 AM

GitHub: 3,491 stars · 261 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 gotalab/cc-sdd, 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 'SDD' acronym in README to prevent misinterpretation

    Why:

    CURRENT
    One command installs an agentic SDLC workflow as Agent Skills: discovery, requirements, design, tasks, and autonomous implementation with per-task independent review. Works across 8 AI coding agents, with the same 17-skill set on each.
    COPY-PASTE FIX
    One command installs an agentic SDLC workflow as Agent Skills for *Spec-Driven Development (SDD)*: discovery, requirements, design, tasks, and autonomous implementation with per-task independent review. This is not related to compiler design or logic diagrams. It works across 8 AI coding agents, with the same 17-skill set on each.
  • highreadme#2
    Add 'What cc-sdd is NOT' section to README

    Why:

    COPY-PASTE FIX
    ## What cc-sdd is NOT
*   **Not a compiler tool:** This project is not for defining programming language semantics or syntax-directed definitions.
*   **Not for logic diagrams:** This project is not for compiling CNF formulas into Sentential Decision Diagrams (SDDs).
*   **Not a generic LLM API wrapper:** While it uses AI agents, its focus is on structured, spec-driven development workflows, not just API access.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://gotalab.dev/cc-sdd

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 gotalab/cc-sdd
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Workspace
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Workspace · recommended 1×
  2. Cursor.sh · recommended 1×
  3. OpenAI API · recommended 1×
  4. Anthropic API · recommended 1×
  5. Meta Llama Code · recommended 1×
  • CATEGORY QUERY
    How can I automate software development from approved specifications using AI coding agents?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Workspace
    2. Cursor.sh
    3. OpenAI API
    4. Anthropic API
    5. Meta Llama Code
    6. AWS CodeWhisperer
    7. Tabnine

    AI recommended 7 alternatives but never named gotalab/cc-sdd. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide an agentic SDLC workflow for multiple AI coding assistants?
    you: not recommended
    AI recommended (in order):
    1. CrewAI
    2. AutoGen
    3. LangChain
    4. MetaGPT
    5. OpenDevin
    6. Smol-Developer
    7. LlamaIndex

    AI recommended 7 alternatives but never named gotalab/cc-sdd. 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 gotalab/cc-sdd?
    pass
    AI named gotalab/cc-sdd explicitly

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

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

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

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gotalab/cc-sdd — 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