RRepoGEO

REPOGEO REPORT · LITE

possibilities/claude-composer

Default branch main · commit bff973bb · scanned 6/6/2026, 12:28:00 AM

GitHub: 676 stars · 23 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 possibilities/claude-composer, 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 the 'graduated' notice in the README

    Why:

    CURRENT
    THIS REPO HAS GRADUATED. THAT MEANS THAT I WILL NO LONGER BE USING IT AND WISH ANYONE LUCK AND JOY IF THEY WANT TO FORK IT, CONTINUE USING IT, TAKE IT OVER, OR WHATEVER OTHER ACTIVITIES MAKE A PERSON HAPPY. GOING FORWARD I AM USING HOOKS TO ACHIEVE YOLO MODE:https://github.com/possibilities/claude-code-generic-hooksAND I USE PERMISSION MODES TO START IN PLAN MODE:https://docs.anthropic.com/en/docs/claude-code/iam#permission-modesALSO USE `DIRTY-CONFIRM` TO GET THE SAME CONFIRMATIONS THAT `CLAUDE-COMPOSER` PROVIDES AROUND NON-GIT AND DIRTY GIT DIRECTORIES:**
    COPY-PASTE FIX
    A command-line tool for composing, orchestrating, and managing prompts and toolsets for Anthropic's Claude AI models, designed to reduce interruptions and enhance visibility.
    
    **Project Status:** This repository has graduated from active development by the original author, who is now using alternative approaches (see links below). It is available for anyone wishing to fork, continue, or adapt it for their own use.
    
    Going forward I am using hooks to achieve YOLO mode:https://github.com/possibilities/claude-code-generic-hooksAND I USE PERMISSION MODES TO START IN PLAN MODE:https://docs.anthropic.com/en/docs/claude-code/iam#permission-modesALSO USE `DIRTY-CONFIRM` TO GET THE SAME CONFIRMATIONS THAT `CLAUDE-COMPOSER` PROVIDES AROUND NON-GIT AND DIRTY GIT DIRECTORIES:**
  • highabout#2
    Add a concise description to the About section

    Why:

    COPY-PASTE FIX
    A command-line tool for composing, orchestrating, and managing prompts and toolsets for Anthropic's Claude AI models, designed to reduce interruptions and enhance visibility.
  • mediumtopics#3
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    claude, anthropic, ai, prompt-engineering, cli, tool-management, ai-assistant, nodejs

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 possibilities/claude-composer
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. Cursor · recommended 1×
  3. Tabnine · recommended 1×
  4. JetBrains AI Assistant · recommended 1×
  5. Codeium · recommended 1×
  • CATEGORY QUERY
    How to automate confirmations and reduce interruptions when using an AI coding assistant?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. Tabnine
    4. JetBrains AI Assistant
    5. Codeium

    AI recommended 5 alternatives but never named possibilities/claude-composer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to manage external toolsets and permissions for an AI assistant.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI Functions
    4. Azure AI Studio
    5. AWS Bedrock
    6. Kong Gateway (Kong/kong)
    7. Apigee
    8. Flask (pallets/flask)
    9. FastAPI (tiangolo/fastapi)
    10. Auth0
    11. Okta

    AI recommended 11 alternatives but never named possibilities/claude-composer. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 possibilities/claude-composer?
    pass
    AI did not name possibilities/claude-composer — likely talking about a different project

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

  • If a team adopts possibilities/claude-composer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named possibilities/claude-composer 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 possibilities/claude-composer solve, and who is the primary audience?
    pass
    AI did not name possibilities/claude-composer — likely talking about a different project

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

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  • Brand-free category queries5 vs 2 in Lite
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