RRepoGEO

REPOGEO REPORT · LITE

alioshr/memory-bank-mcp

Default branch main · commit 559e4227 · scanned 6/9/2026, 6:12:27 PM

GitHub: 910 stars · 86 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 alioshr/memory-bank-mcp, 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's opening to clarify specialized AI context server role

    Why:

    CURRENT
    A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.
    COPY-PASTE FIX
    The Memory Bank MCP Server is a specialized Model Context Protocol (MCP) implementation designed to centralize and manage AI agent memory banks remotely. It offers a dedicated, protocol-driven solution for AI context management, distinct from generic databases or MLOps platforms.
  • mediumreadme#2
    Add a 'Why Memory Bank MCP?' section to highlight differentiators

    Why:

    COPY-PASTE FIX
    ## Why Memory Bank MCP?
Unlike generic file systems, databases, or MLOps tools, Memory Bank MCP is purpose-built for AI agent context. It provides a structured, protocol-driven approach that ensures project isolation, consistent validation, and secure remote accessibility specifically tailored for managing AI agent memory banks.
  • lowtopics#3
    Add broader AI-related topics to improve category association

    Why:

    CURRENT
    antrophic, claude, cline, cline-memory-bank, cursor, mcp-server, memory-bank, model-context-protocol, windsurf
    COPY-PASTE FIX
    antrophic, claude, cline, cline-memory-bank, cursor, mcp-server, memory-bank, model-context-protocol, windsurf, ai-memory, ai-agents, context-management

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 alioshr/memory-bank-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MLflow
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MLflow · recommended 1×
  2. DVC · recommended 1×
  3. Weights & Biases · recommended 1×
  4. Neptune.ai · recommended 1×
  5. Git LFS · recommended 1×
  • CATEGORY QUERY
    How can I manage AI model context across multiple projects remotely?
    you: not recommended
    AI recommended (in order):
    1. MLflow
    2. DVC
    3. Weights & Biases
    4. Neptune.ai
    5. Git LFS
    6. Pachyderm
    7. Azure Machine Learning
    8. Google Cloud AI Platform
    9. Amazon SageMaker

    AI recommended 9 alternatives but never named alioshr/memory-bank-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a server to centralize and access memory banks for AI context protocols.
    you: not recommended
    AI recommended (in order):
    1. Redis
    2. Milvus
    3. PostgreSQL
    4. Elasticsearch
    5. Cassandra
    6. Apache ScyllaDB

    AI recommended 6 alternatives but never named alioshr/memory-bank-mcp. 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 alioshr/memory-bank-mcp?
    pass
    AI did not name alioshr/memory-bank-mcp — 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 alioshr/memory-bank-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named alioshr/memory-bank-mcp 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 alioshr/memory-bank-mcp solve, and who is the primary audience?
    pass
    AI named alioshr/memory-bank-mcp explicitly

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

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alioshr/memory-bank-mcp — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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