RRepoGEO

REPOGEO REPORT · LITE

waf/CSharpRepl

Default branch main · commit 2828b08a · scanned 5/20/2026, 12:13:24 AM

GitHub: 3,295 stars · 124 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
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 waf/CSharpRepl, 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 the README's opening to emphasize standalone C# REPL

    Why:

    CURRENT
    A cross-platform command line <a href="https://en.wikipedia.org/wiki/Read%E2%80%93eval%E2%80%93print_loop" target="_blank"><abbr title="Read Eval Print Loop">REPL</abbr></a> for the rapid experimentation and exploration of C#.
    COPY-PASTE FIX
    C# REPL is a standalone, cross-platform command line tool for rapid experimentation and exploration of C#. It's designed as a complete interactive environment for C# developers, not a component of a larger framework.
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps titled 'Why C# REPL?' or 'Comparison to Alternatives,' that briefly outlines how it differs from `dotnet repl`, `C# Interactive`, or `dotnet-interactive` (e.g., 'Unlike `dotnet repl`, C# REPL offers advanced features like Intellisense, NuGet package installation, and OpenAI integration in a single, dedicated command-line experience.').
  • lowreadme#3
    Add concrete code examples to the README

    Why:

    COPY-PASTE FIX
    Add a 'Usage Examples' section with 2-3 simple, copy-pasteable C# code blocks demonstrating interactive features (e.g., `Console.WriteLine("Hello");`, `var list = new List<int> { 1, 2, 3 }; list.Select(x => x * 2).ToList();`).

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 waf/CSharpRepl
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
C# Interactive
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. C# Interactive · recommended 2×
  2. dotnet/interactive · recommended 1×
  3. filipw/dotnet-script · recommended 1×
  4. LINQPad · recommended 1×
  5. mono/mono · recommended 1×
  • CATEGORY QUERY
    How can I interactively explore C# language features and .NET libraries from my terminal?
    you: not recommended
    AI recommended (in order):
    1. dotnet-interactive (dotnet/interactive)
    2. dotnet-script (filipw/dotnet-script)
    3. C# Interactive
    4. LINQPad
    5. Mono C# Shell (mono/mono)

    AI recommended 5 alternatives but never named waf/CSharpRepl. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good command-line C# REPL tools supporting NuGet package installation and intellisense?
    you: not recommended
    AI recommended (in order):
    1. dotnet-interactive
    2. Jupyter
    3. VS Code Polyglot Notebooks
    4. C# Interactive
    5. Visual Studio
    6. csi.exe

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

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

Embed your GEO score

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MARKDOWN (README)
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waf/CSharpRepl — 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