RRepoGEO

REPOGEO REPORT · LITE

indragiek/Context

Default branch main · commit 86ae05b2 · scanned 5/28/2026, 9:07:22 AM

GitHub: 798 stars · 32 forks

AI VISIBILITY SCORE
35 /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
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 indragiek/Context, 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 specific topics to clarify project identity

    Why:

    COPY-PASTE FIX
    macos, swift, swiftui, mcp, model-context-protocol, debugging, client, protocol-testing, backend-development, developer-tool
  • highreadme#2
    Strengthen README's opening to prevent miscategorization

    Why:

    CURRENT
    # Context

A beautiful, fully native macOS client for the Model Context Protocol (MCP) that empowers developers to interact with and debug their MCP servers.
    COPY-PASTE FIX
    # Context: A Native macOS Client for Model Context Protocol (MCP)

Context is a dedicated, fully native macOS client for the Model Context Protocol (MCP), specifically designed for developers to interact with, test, and debug their MCP servers. Unlike generic network sniffers or UI testing frameworks, Context provides a specialized interface for MCP's unique features, offering real-time monitoring, tool invocation, and resource previews. This is *not* a Go context library or an iOS dependency injection framework.
  • mediumhomepage#3
    Add a homepage URL to About section

    Why:

    COPY-PASTE FIX
    [Insert URL to project website or documentation here]

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 indragiek/Context
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Postman
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Postman · recommended 2×
  2. Wireshark · recommended 1×
  3. Charles Proxy · recommended 1×
  4. Proxyman · recommended 1×
  5. nc (netcat) · recommended 1×
  • CATEGORY QUERY
    What macOS tools help developers debug and monitor custom protocol backend services?
    you: not recommended
    AI recommended (in order):
    1. Wireshark
    2. Charles Proxy
    3. Proxyman
    4. Postman
    5. nc (netcat)
    6. tcpdump
    7. Instruments (Xcode)

    AI recommended 7 alternatives but never named indragiek/Context. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to test server-side tool invocations with auto-generated UI on macOS?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Cypress
    3. Selenium WebDriver
    4. TestNG
    5. JUnit
    6. Pytest
    7. Postman
    8. Newman
    9. Karate DSL
    10. Robot Framework
    11. SeleniumLibrary
    12. Appium

    AI recommended 12 alternatives but never named indragiek/Context. 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 indragiek/Context?
    pass
    AI named indragiek/Context explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of indragiek/Context. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/indragiek/Context.svg)](https://repogeo.com/en/r/indragiek/Context)
HTML
<a href="https://repogeo.com/en/r/indragiek/Context"><img src="https://repogeo.com/badge/indragiek/Context.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

indragiek/Context — 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