RRepoGEO

REPOGEO REPORT · LITE

backnotprop/plannotator

Default branch main · commit b5cd3d51 · scanned 5/10/2026, 3:11:53 AM

GitHub: 5,144 stars · 353 forks

AI VISIBILITY SCORE
33 /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
2 / 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 backnotprop/plannotator, 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
    Strengthen the README's opening sentence to explicitly state purpose and audience

    Why:

    CURRENT
    Interactive Plan & Code Review for AI Coding Agents. Mark up and refine your plans or code diffs using a visual UI, share for team collaboration, and seamlessly integrate with **Claude Code**, **Copilot CLI**, **Gemini CLI**, **OpenCode**, **Pi**, and **Codex**.
    COPY-PASTE FIX
    Plannotator is the visual collaboration platform for reviewing and refining AI agent plans and code diffs. It helps teams mark up and refine plans or code diffs using a visual UI, share for team collaboration, and seamlessly integrate with **Claude Code**, **Copilot CLI**, **Gemini CLI**, **OpenCode**, **Pi**, and **Codex**.
  • mediumtopics#2
    Add more specific topics for AI agent review and collaboration

    Why:

    CURRENT
    agents, claude-code, code-review, codex, obsidian, opencode, pi-mono, plan-mode, skills
    COPY-PASTE FIX
    agents, claude-code, code-review, codex, obsidian, opencode, pi-mono, plan-mode, skills, ai-agent-review, llm-code-review, ai-plan-visualization, agent-feedback, code-diff-review, ai-collaboration
  • lowreadme#3
    Add a dedicated sentence or section highlighting the core differentiator

    Why:

    COPY-PASTE FIX
    Plannotator's core differentiator is its interactive graphical user interface (GUI) for visualizing and, crucially, **annotating** AI planning data (PDDL/STRIPS plans), allowing users to add custom properties and notes to states and actions within a plan.

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 backnotprop/plannotator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub · recommended 2×
  2. GitLab · recommended 2×
  3. VS Code · recommended 2×
  4. Live Share · recommended 2×
  5. Jupyter Notebooks · recommended 2×
  • CATEGORY QUERY
    How can I visually review and provide feedback on AI agent-generated code and plans?
    you: not recommended
    AI recommended (in order):
    1. GitHub
    2. GitHub Actions
    3. GitHub Pages
    4. GitLab
    5. GitLab CI/CD
    6. VS Code
    7. Live Share
    8. Jupyter Notebooks
    9. nbdime (jupyter/nbdime)
    10. ReviewNB
    11. Storybook (storybookjs/storybook)
    12. Figma
    13. Miro
    14. CodeSandbox
    15. StackBlitz

    AI recommended 15 alternatives but never named backnotprop/plannotator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help teams collaborate on and diff AI coding agent plans and code changes?
    you: not recommended
    AI recommended (in order):
    1. GitHub
    2. GitLab
    3. Bitbucket
    4. GitHub Copilot
    5. GitLab Duo Code Suggestions
    6. Bitbucket Code Insights
    7. Jupyter Notebooks
    8. Git
    9. nbdime
    10. VS Code
    11. GitLens
    12. Live Share
    13. Weights & Biases
    14. MLflow
    15. Notion
    16. Confluence
    17. Coda

    AI recommended 17 alternatives but never named backnotprop/plannotator. 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 backnotprop/plannotator?
    pass
    AI did not name backnotprop/plannotator — 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 backnotprop/plannotator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named backnotprop/plannotator 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 backnotprop/plannotator solve, and who is the primary audience?
    pass
    AI named backnotprop/plannotator explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite