RRepoGEO

REPOGEO REPORT · LITE

arben-adm/mcp-sequential-thinking

Default branch master · commit 2fad3ee8 · scanned 6/13/2026, 2:47:57 AM

GitHub: 910 stars · 116 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 arben-adm/mcp-sequential-thinking, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise, differentiating description to the About section

    Why:

    COPY-PASTE FIX
    A Python Model Context Protocol (MCP) server for structured, sequential thinking, problem-solving, and research. It helps break down complex problems into stages, track thought progression, and generate summaries, distinct from Minecraft-related tools.
  • mediumreadme#2
    Clarify the MCP acronym in the README's H1

    Why:

    CURRENT
    # Sequential Thinking MCP Server
A Model Context Protocol (MCP) server that facilitates structured, progressive thinking through defined stages.
    COPY-PASTE FIX
    # Sequential Thinking MCP Server
A Model Context Protocol (MCP) server (not related to Minecraft) that facilitates structured, progressive thinking through defined stages.

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 arben-adm/mcp-sequential-thinking
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Obsidian
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Obsidian · recommended 2×
  2. Notion · recommended 2×
  3. Roam Research · recommended 2×
  4. MindMeister · recommended 1×
  5. XMind · recommended 1×
  • CATEGORY QUERY
    How can I structure my thought process for complex problem-solving and track progress?
    you: not recommended
    AI recommended (in order):
    1. MindMeister
    2. XMind
    3. Coggle
    4. Jira
    5. Trello
    6. Asana
    7. Obsidian
    8. Notion
    9. Roam Research
    10. Lucidchart
    11. Miro
    12. draw.io
    13. Microsoft OneNote
    14. Evernote
    15. Google Docs
    16. Microsoft Word

    AI recommended 16 alternatives but never named arben-adm/mcp-sequential-thinking. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to organize sequential research thoughts, analyze connections, and generate summaries?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Roam Research
    3. Logseq
    4. Notion
    5. Scrivener
    6. RemNote
    7. DEVONthink

    AI recommended 7 alternatives but never named arben-adm/mcp-sequential-thinking. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 arben-adm/mcp-sequential-thinking?
    pass
    AI named arben-adm/mcp-sequential-thinking explicitly

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

  • If a team adopts arben-adm/mcp-sequential-thinking in production, what risks or prerequisites should they evaluate first?
    pass
    AI named arben-adm/mcp-sequential-thinking 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 arben-adm/mcp-sequential-thinking solve, and who is the primary audience?
    pass
    AI did not name arben-adm/mcp-sequential-thinking — 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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arben-adm/mcp-sequential-thinking — 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