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
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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.
- highreadme#1Reposition README subtitle to emphasize AI agent project management
Why:
CURRENT<p align="center">Markdown‑native Task Manager & Kanban visualizer for any Git repository</p>
COPY-PASTE FIX<p align="center">Markdown‑native Project Management & Kanban for AI Agents in Git Repositories</p>
- mediumcomparison#2Add a 'Why Backlog.md?' comparison section to the README
Why:
COPY-PASTE FIXA 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#3Add a concrete example of AI agent interaction to the README
Why:
COPY-PASTE FIXExpand 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.
- GitHub Copilot · recommended 1×
- GitLab Duo · recommended 1×
- Azure DevOps Copilot · recommended 1×
- GitHub Actions · recommended 1×
- GitLab CI/CD · recommended 1×
- CATEGORY QUERYHow to manage project tasks with AI agents using markdown files in a Git repository?you: not recommendedAI recommended (in order):
- GitHub Copilot
- GitLab Duo
- Azure DevOps Copilot
- GitHub Actions
- GitLab CI/CD
- Azure Pipelines
- LangChain
- LlamaIndex
- VS Code
- Markdown All in One
- Markdown Preview Enhanced
- Mermaid.js
- Jira
- Asana
- Trello
AI recommended 15 alternatives but never named MrLesk/Backlog.md. This is the gap to close.
Show full AI answer
- CATEGORY QUERYTool for markdown-based project management with Kanban board and CLI or web UI?you: not recommendedAI recommended (in order):
- Joplin (laurent22/joplin)
- Obsidian
- Taskwarrior (Taskwarrior/taskwarrior)
- Taskwarrior-web (Taskwarrior/taskwarrior-web)
- Inthe.AM
- TiddlyWiki (TiddlyWiki/TiddlyWiki5)
- GitLab Issues
- GitHub Projects
- 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 completenesspass
- README presencepass
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?passAI 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?passAI 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?passAI 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?
Embed your GEO score
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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