RRepoGEO

REPOGEO REPORT · LITE

MrLesk/Backlog.md

Default branch main · commit 7af19f80 · scanned 5/17/2026, 9:57:15 PM

GitHub: 5,576 stars · 327 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
27 /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
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 MrLesk/Backlog.md, 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 subtitle to emphasize AI agent project management

    Why:

    CURRENT
    <p align="center">Markdown‑native Task Manager &amp; Kanban visualizer for any Git repository</p>
    COPY-PASTE FIX
    <p align="center">Markdown‑native Project Management &amp; Kanban for AI Agents in Git Repositories</p>
  • mediumcomparison#2
    Add a 'Why Backlog.md?' comparison section to the README

    Why:

    COPY-PASTE FIX
    A new section in the README, e.g., '## Why Backlog.md? (Compared to X, Y, Z)' or '## Backlog.md vs. Alternatives', highlighting its unique value proposition for AI agents and markdown-native approach against tools like Jira, Trello, GitHub Issues, Obsidian, etc.
  • lowexamples#3
    Add a concrete example of AI agent interaction to the README

    Why:

    COPY-PASTE FIX
    Expand the 'AI-Ready' feature description or add a new '## AI Agent Workflow Example' section with a short scenario or code snippet demonstrating how an AI agent would interact with Backlog.md tasks (e.g., creating a task, updating status, reading requirements).

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 MrLesk/Backlog.md
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. GitLab Duo · recommended 1×
  3. Azure DevOps Copilot · recommended 1×
  4. GitHub Actions · recommended 1×
  5. GitLab CI/CD · recommended 1×
  • CATEGORY QUERY
    How to manage project tasks with AI agents using markdown files in a Git repository?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. GitLab Duo
    3. Azure DevOps Copilot
    4. GitHub Actions
    5. GitLab CI/CD
    6. Azure Pipelines
    7. LangChain
    8. LlamaIndex
    9. VS Code
    10. Markdown All in One
    11. Markdown Preview Enhanced
    12. Mermaid.js
    13. Jira
    14. Asana
    15. Trello

    AI recommended 15 alternatives but never named MrLesk/Backlog.md. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for markdown-based project management with Kanban board and CLI or web UI?
    you: not recommended
    AI recommended (in order):
    1. Joplin (laurent22/joplin)
    2. Obsidian
    3. Taskwarrior (Taskwarrior/taskwarrior)
    4. Taskwarrior-web (Taskwarrior/taskwarrior-web)
    5. Inthe.AM
    6. TiddlyWiki (TiddlyWiki/TiddlyWiki5)
    7. GitLab Issues
    8. GitHub Projects
    9. Fossil SCM

    AI recommended 9 alternatives but never named MrLesk/Backlog.md. 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 MrLesk/Backlog.md?
    pass
    AI did not name MrLesk/Backlog.md — 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 MrLesk/Backlog.md in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MrLesk/Backlog.md 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 MrLesk/Backlog.md solve, and who is the primary audience?
    pass
    AI did not name MrLesk/Backlog.md — 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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MrLesk/Backlog.md — 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