RRepoGEO

REPOGEO REPORT · LITE

cjo4m06/mcp-shrimp-task-manager

Default branch main · commit 8a3be6bc · scanned 5/20/2026, 7:28:47 PM

GitHub: 2,106 stars · 249 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
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 cjo4m06/mcp-shrimp-task-manager, 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 the README H1 to clarify its purpose for AI agents

    Why:

    CURRENT
    # MCP Shrimp Task Manager
    COPY-PASTE FIX
    # Shrimp Task Manager: AI Agent Task Orchestration for Structured Development
  • hightopics#2
    Update topics to remove niche terms and add descriptive keywords for AI agents

    Why:

    CURRENT
    agent, ai, codeagent, coding-assistant, cursor-ai, cursorai, mcp, mcp-server, roocode, task-list, task-manager, tasks, thought-processes, windsurf, windsurf-ai
    COPY-PASTE FIX
    ai-agents, task-management, code-generation, natural-language-processing, chain-of-thought, reflection, software-development, developer-tools, agentic-workflow, structured-tasks, ai, agent, codeagent, coding-assistant, task-list, tasks, thought-processes
  • mediumreadme#3
    Add a 'Core Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, placed immediately after the introductory paragraph and before 'Quick Start':

```markdown
## 💡 Core Differentiators

Unlike traditional task managers, Shrimp Task Manager is purpose-built for AI agents. It excels at:
- **AI-Native Task Generation:** Converts natural language project descriptions into structured, executable development tasks.
- **Chain-of-Thought & Reflection:** Supports iterative refinement and maintains context across agent sessions, mirroring human reasoning.
- **Dependency Tracking:** Manages complex task dependencies for robust project execution by AI.
- **Style Consistency:** Ensures generated code and tasks adhere to predefined styles and standards.
```

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 cjo4m06/mcp-shrimp-task-manager
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jira
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Jira · recommended 1×
  2. GitHub Copilot · recommended 1×
  3. microsoft/vscode · recommended 1×
  4. Codeium · recommended 1×
  5. Tabnine · recommended 1×
  • CATEGORY QUERY
    How can I manage development tasks effectively when using AI coding assistants?
    you: not recommended
    AI recommended (in order):
    1. Jira
    2. GitHub Copilot
    3. Visual Studio Code (microsoft/vscode)
    4. Codeium
    5. Tabnine
    6. Git (git/git)
    7. GitHub
    8. GitLab
    9. Bitbucket
    10. Linear
    11. Asana
    12. Trello
    13. ChatGPT
    14. Google Gemini

    AI recommended 14 alternatives but never named cjo4m06/mcp-shrimp-task-manager. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help AI agents convert natural language project descriptions into structured development tasks?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4
    2. Hugging Face Transformers (huggingface/transformers)
    3. spaCy (explosion/spaCy)
    4. LangChain (langchain-ai/langchain)
    5. Jira Cloud REST API
    6. GitHub Issues API
    7. Asana API
    8. Pydantic (pydantic/pydantic)

    AI recommended 8 alternatives but never named cjo4m06/mcp-shrimp-task-manager. 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 cjo4m06/mcp-shrimp-task-manager?
    pass
    AI did not name cjo4m06/mcp-shrimp-task-manager — 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 cjo4m06/mcp-shrimp-task-manager in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cjo4m06/mcp-shrimp-task-manager 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 cjo4m06/mcp-shrimp-task-manager solve, and who is the primary audience?
    pass
    AI named cjo4m06/mcp-shrimp-task-manager explicitly

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

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cjo4m06/mcp-shrimp-task-manager — 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