RRepoGEO

REPOGEO REPORT · LITE

zaidmukaddam/scira-mcp-chat

Default branch main · commit c9467dc2 · scanned 6/10/2026, 3:47:38 AM

GitHub: 830 stars · 207 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
40 /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
3 / 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 zaidmukaddam/scira-mcp-chat, 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 paragraph to clarify tech stack and purpose

    Why:

    CURRENT
    An open-source AI chatbot app powered by Model Context Protocol (MCP), built with Next.js and the AI SDK by Vercel.
    COPY-PASTE FIX
    Scira MCP Chat is an open-source, full-featured **Next.js AI chatbot client application** designed for seamless interaction with **Model Context Protocol (MCP) servers**. Built with the **Vercel AI SDK**, it provides a robust foundation for extensible AI conversations and tool integration.
  • mediumtopics#2
    Add more specific topics to improve categorization as a Next.js AI app

    Why:

    CURRENT
    anthropic, grok3, mcp, mcp-client, model-context-protocol, openai, xai
    COPY-PASTE FIX
    anthropic, grok3, mcp, mcp-client, model-context-protocol, openai, xai, nextjs, ai-chatbot, vercel-ai-sdk, llm-client, ai-tools-integration, ai-assistant
  • mediumreadme#3
    Add a sentence to the README positioning the app as a starter template

    Why:

    COPY-PASTE FIX
    It also serves as an excellent **starter template** for developers looking to build their own extensible AI chat applications with Next.js and MCP.

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 zaidmukaddam/scira-mcp-chat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Haystack · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. Microsoft Semantic Kernel · recommended 1×
  • CATEGORY QUERY
    How to create an extensible AI chat application supporting various language models and external tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. Microsoft Semantic Kernel
    6. LiteLLM

    AI recommended 6 alternatives but never named zaidmukaddam/scira-mcp-chat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Next.js starter template for an AI assistant with Model Context Protocol integration.
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK
    2. Next.js AI Chatbot Starter
    3. LangChain.js
    4. shadcn/ui
    5. T3 Stack

    AI recommended 5 alternatives but never named zaidmukaddam/scira-mcp-chat. 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 zaidmukaddam/scira-mcp-chat?
    pass
    AI named zaidmukaddam/scira-mcp-chat explicitly

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

  • If a team adopts zaidmukaddam/scira-mcp-chat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zaidmukaddam/scira-mcp-chat 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 zaidmukaddam/scira-mcp-chat solve, and who is the primary audience?
    pass
    AI named zaidmukaddam/scira-mcp-chat explicitly

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

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zaidmukaddam/scira-mcp-chat — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite