RRepoGEO

REPOGEO REPORT · LITE

entireio/cli

Default branch main · commit ddf1a331 · scanned 5/17/2026, 9:41:42 PM

GitHub: 4,325 stars · 335 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 entireio/cli, 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 H1 and opening paragraph to clarify unique value proposition

    Why:

    CURRENT
    # Entire CLI

Entire hooks into your Git workflow to capture AI agent sessions as you work. Sessions are indexed alongside commits, creating a searchable record of how code was written in your repo.
    COPY-PASTE FIX
    # Entire CLI: Git-Native AI Agent Session Tracking & Versioning

Entire CLI is a developer tool that hooks into your Git workflow to automatically capture and version AI agent sessions alongside your code commits. It creates a searchable, auditable record of how code was written, enabling teams to understand, recover, and maintain traceability for AI-assisted development.
  • mediumtopics#2
    Add specific topics for Git integration and AI session versioning

    Why:

    CURRENT
    agents, ai, claude, developer, developer-platform, gemini
    COPY-PASTE FIX
    agents, ai, claude, developer, developer-platform, gemini, git, git-workflow, version-control, ai-ops, developer-tools, session-tracking, audit-trail
  • lowreadme#3
    Add a 'How is Entire different?' section to clarify its unique position

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps after 'Why Entire', titled 'How is Entire different?' or 'Entire vs. Alternatives' that briefly explains its unique focus on Git-native AI session tracking, distinct from AI frameworks, data versioning tools, or AI coding assistants themselves. For example: 'Unlike AI frameworks (e.g., LangChain) that build agents, Entire tracks their output. Unlike data versioning tools (e.g., DVC), Entire focuses specifically on AI agent sessions linked to code. And unlike AI coding assistants (e.g., Copilot), Entire provides the audit trail for their use.'

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 entireio/cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. iterative/dvc · recommended 1×
  4. git-lfs/git-lfs · recommended 1×
  5. mlflow/mlflow · recommended 1×
  • CATEGORY QUERY
    How can I track AI agent interactions and prompts directly within my Git commit history?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. DVC (Data Version Control) (iterative/dvc)
    4. Git LFS (Large File Storage) (git-lfs/git-lfs)
    5. MLflow (mlflow/mlflow)

    AI recommended 5 alternatives but never named entireio/cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to preserve and search AI coding assistant history linked to specific code changes?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat
    2. Continue.dev (continuedev/continue)
    3. Cursor
    4. CodeGPT (carlrobertoh/codegpt)
    5. Genie AI (genie-ai/genie-ai-vscode)
    6. AI Code Helper (ai-code-helper/ai-code-helper)
    7. SQLite
    8. PostgreSQL
    9. Jupyter Notebooks (jupyter/notebook)
    10. Obsidian
    11. Notion

    AI recommended 11 alternatives but never named entireio/cli. 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 entireio/cli?
    pass
    AI named entireio/cli explicitly

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

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

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

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entireio/cli — 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