RRepoGEO

REPOGEO REPORT · LITE

GreatScottyMac/context-portal

Default branch main · commit 18bde469 · scanned 6/3/2026, 12:06:46 AM

GitHub: 766 stars · 81 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 GreatScottyMac/context-portal, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-assistants, rag, knowledge-graph, context-management, llm-tools, ide-integration, memory-bank, project-context
  • highreadme#2
    Reposition the README's opening paragraph to clarify purpose and disambiguate "Context Portal"

    Why:

    CURRENT
    A database-backed Model Context Protocol (MCP) server for managing structured project context, designed to be used by AI assistants and developer tools within IDEs and other interfaces.
    COPY-PASTE FIX
    Context Portal (ConPort) is a **project-specific knowledge graph server** designed to supercharge AI assistants and developer tools. It acts as your project's **memory bank**, enabling powerful Retrieval Augmented Generation (RAG) by providing structured project context directly to your IDE and other interfaces. **Crucially, this is not a React Portal library; it's a server for AI context management.**
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    [URL to project website or documentation, e.g., https://greatscottymac.github.io/context-portal]

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 GreatScottyMac/context-portal
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pinecone
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Pinecone · recommended 2×
  2. Weaviate · recommended 2×
  3. LangChain · recommended 2×
  4. ChromaDB · recommended 1×
  5. Elasticsearch · recommended 1×
  • CATEGORY QUERY
    How can I build a project-specific knowledge base for my AI coding assistant?
    you: not recommended
    AI recommended (in order):
    1. ChromaDB
    2. Pinecone
    3. Weaviate
    4. Elasticsearch
    5. FAISS
    6. Qdrant
    7. LangChain

    AI recommended 7 alternatives but never named GreatScottyMac/context-portal. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help manage structured project context for better AI assistant recall and RAG?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Pinecone
    4. Weaviate
    5. Chroma
    6. Neo4j
    7. Confluence
    8. Notion

    AI recommended 8 alternatives but never named GreatScottyMac/context-portal. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 GreatScottyMac/context-portal?
    pass
    AI named GreatScottyMac/context-portal explicitly

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

  • If a team adopts GreatScottyMac/context-portal in production, what risks or prerequisites should they evaluate first?
    pass
    AI named GreatScottyMac/context-portal 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 GreatScottyMac/context-portal solve, and who is the primary audience?
    pass
    AI did not name GreatScottyMac/context-portal — 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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  • Brand-free category queries5 vs 2 in Lite
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GreatScottyMac/context-portal — RepoGEO report