RRepoGEO

REPOGEO REPORT · LITE

nWave-ai/nWave

Default branch main · commit c7235482 · scanned 6/10/2026, 2:21:56 PM

GitHub: 542 stars · 57 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
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 nWave-ai/nWave, 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
    Reposition README opening to clarify core tech and differentiator

    Why:

    CURRENT
    AI agents that guide you from idea to working code, with human judgment at every gate. nWave runs inside Claude Code. It breaks feature delivery into seven waves (discover, diverge, discuss, design, devops, distill, deliver). Specialized agents produce artifacts at each wave. You review and approve before proceeding.
    COPY-PASTE FIX
    nWave is an agentic software development framework that runs inside Claude Code, guiding you from idea to working code with human judgment at every step. It orchestrates specialized AI agents across seven waves of feature delivery, ensuring human review and approval before proceeding.
  • mediumtopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    agentic-ai, agentic-coding, agentic-framework, agentic-workflow, ai, atdd, bdd, claude-code, claude-code-cli, claude-code-commands, claude-code-hooks, claude-code-skills, claude-code-subagents, devops, lean-ux, opencode, software-architecture, software-craftmanship, tdd
    COPY-PASTE FIX
    agentic-ai, agentic-coding, agentic-framework, agentic-workflow, ai, atdd, bdd, claude-code, claude-code-cli, claude-code-commands, claude-code-hooks, claude-code-skills, claude-code-subagents, devops, lean-ux, opencode, software-architecture, software-craftmanship, tdd, human-in-the-loop-ai, software-development-framework, ai-agent-orchestration
  • lowreadme#3
    Clarify license in README

    Why:

    COPY-PASTE FIX
    ## License

nWave is released under the terms specified in the LICENSE file.

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 nWave-ai/nWave
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot / GitHub Copilot X
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot / GitHub Copilot X · recommended 1×
  2. Cursor · recommended 1×
  3. Tabnine · recommended 1×
  4. ChatGPT (with Code Interpreter/Advanced Data Analysis) / Google Gemini Advanced · recommended 1×
  5. Replit AI · recommended 1×
  • CATEGORY QUERY
    How can AI agents assist in guiding software development from idea to working code?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot / GitHub Copilot X
    2. Cursor
    3. Tabnine
    4. ChatGPT (with Code Interpreter/Advanced Data Analysis) / Google Gemini Advanced
    5. Replit AI
    6. CodiumAI
    7. OpenAI API / Anthropic Claude API

    AI recommended 7 alternatives but never named nWave-ai/nWave. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an agentic framework for software development that maintains human control and structured workflow.
    you: not recommended
    AI recommended (in order):
    1. CrewAI
    2. AutoGen
    3. LangChain
    4. LlamaIndex
    5. OpenDevin
    6. Smol-developer

    AI recommended 6 alternatives but never named nWave-ai/nWave. 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 nWave-ai/nWave?
    pass
    AI named nWave-ai/nWave explicitly

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

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

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

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nWave-ai/nWave — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite