RRepoGEO

REPOGEO REPORT · LITE

gotalab/cc-sdd

Default branch main · commit 29aee950 · scanned 5/11/2026, 1:41:48 AM

GitHub: 3,310 stars · 245 forks

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 the 'SDD' acronym in the README's opening

    Why:

    CURRENT
    # cc-sdd: Long-running spec-driven implementation for AI coding agents
    COPY-PASTE FIX
    # cc-sdd: Spec-Driven Development (SDD) for AI coding agents
  • hightopics#2
    Remove the ambiguous 'sdd' topic

    Why:

    CURRENT
    agent-skills, claude-code, codex, cursor, gemini-cli, github-copilot, kiro, opencode, sdd, spec-driven-development, steering, subagents
    COPY-PASTE FIX
    agent-skills, claude-code, codex, cursor, gemini-cli, github-copilot, kiro, opencode, spec-driven-development, steering, subagents
  • 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
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. GPT-4 · recommended 1×
  4. Devin · recommended 1×
  5. Auto-GPT · recommended 1×
  • CATEGORY QUERY
    How to achieve autonomous code implementation from approved specifications using AI agents?
    you: not recommended
    AI recommended (in order):
    1. GPT-4
    2. Devin
    3. Auto-GPT
    4. AgentGPT
    5. BabyAGI
    6. Cursor.sh
    7. LangChain
    8. LlamaIndex
    9. GitHub Copilot
    10. Codeium
    11. Tabnine

    AI recommended 11 alternatives but never named gotalab/cc-sdd. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks support a complete agentic SDLC workflow across multiple AI coding assistants?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. OpenDevin
    5. LlamaIndex
    6. Haystack
    7. Smol-AI

    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?

Embed your GEO score

Drop this badge into the README of gotalab/cc-sdd. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/gotalab/cc-sdd.svg)](https://repogeo.com/en/r/gotalab/cc-sdd)
HTML
<a href="https://repogeo.com/en/r/gotalab/cc-sdd"><img src="https://repogeo.com/badge/gotalab/cc-sdd.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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
gotalab/cc-sdd — RepoGEO report