RRepoGEO

REPOGEO REPORT · LITE

dadbodgeoff/drift

Default branch main · commit 11b6743d · scanned 5/31/2026, 11:12:42 PM

GitHub: 781 stars · 65 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 dadbodgeoff/drift, 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
    Expand the README's opening paragraph to clearly position Drift

    Why:

    CURRENT
    # Drift

Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.
    COPY-PASTE FIX
    # Drift

Drift is a novel codebase intelligence engine designed specifically for AI-driven development. It goes beyond static analysis by actively detecting evolving patterns and conventions within your code, and crucially, remembers architectural and design decisions across development sessions. Functioning as a Model Context Protocol (MCP) server, Drift integrates with any IDE to provide real-time, context-aware insights, and offers an offline CLI for flexible use.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumreadme#3
    Add a 'Key Features' or 'What Drift Does' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section (e.g., '## Key Features' or '## What Drift Does') that details how Drift detects patterns, remembers decisions, functions as an MCP server, and its offline CLI capabilities, providing more context for AI models.

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 dadbodgeoff/drift
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Understand.io (SciTools Understand)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Understand.io (SciTools Understand) · recommended 1×
  2. Sourcegraph · recommended 1×
  3. github/codeql · recommended 1×
  4. SonarQube · recommended 1×
  5. pylint-dev/pylint · recommended 1×
  • CATEGORY QUERY
    How can I analyze my codebase for patterns to improve AI model understanding?
    you: not recommended
    AI recommended (in order):
    1. Understand.io (SciTools Understand)
    2. Sourcegraph
    3. CodeQL (github/codeql)
    4. SonarQube
    5. Pylint (pylint-dev/pylint)
    6. ESLint (eslint/eslint)
    7. Checkstyle (checkstyle/checkstyle)
    8. Doxygen
    9. Javadoc
    10. Sphinx (sphinx-doc/sphinx)
    11. Graphviz

    AI recommended 11 alternatives but never named dadbodgeoff/drift. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to remember coding decisions and conventions across development sessions.
    you: not recommended
    AI recommended (in order):
    1. Confluence
    2. Notion
    3. GitHub Wiki
    4. GitLab Wiki
    5. Obsidian
    6. Jira
    7. Google Docs
    8. Microsoft Word Online

    AI recommended 8 alternatives but never named dadbodgeoff/drift. 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 dadbodgeoff/drift?
    pass
    AI named dadbodgeoff/drift explicitly

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

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

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

Embed your GEO score

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dadbodgeoff/drift — 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