RRepoGEO

REPOGEO REPORT · LITE

modelcontextprotocol/csharp-sdk

Default branch main · commit d6b16159 · scanned 6/28/2026, 6:06:25 AM

GitHub: 4,357 stars · 731 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 modelcontextprotocol/csharp-sdk, 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 opening to clarify AI/LLM context purpose

    Why:

    CURRENT
    The official C# SDK for the Model Context Protocol, enabling .NET applications, services, and libraries to implement and interact with MCP clients and servers.
    COPY-PASTE FIX
    The official C# SDK for the Model Context Protocol (MCP), an open standard for exchanging context and metadata about AI models and their inferences. This SDK enables .NET applications, services, and libraries to implement and interact with MCP clients and servers.
  • mediumtopics#2
    Add broader AI/LLM related topics

    Why:

    CURRENT
    csharp, dotnet, mcp, mcp-client, mcp-server, modelcontextprotocol
    COPY-PASTE FIX
    csharp, dotnet, mcp, mcp-client, mcp-server, modelcontextprotocol, ai, llm, context-management, protocol-implementation
  • lowlicense#3
    Clarify license in README

    Why:

    COPY-PASTE FIX
    This project is licensed under [Specify License Name(s) and terms here, e.g., 'a custom license combining Apache 2.0 and MIT terms']. See the LICENSE file for full details.

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 modelcontextprotocol/csharp-sdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
System.Net.Sockets
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. System.Net.Sockets · recommended 1×
  2. gRPC · recommended 1×
  3. ASP.NET Core Web API · recommended 1×
  4. MQTTnet · recommended 1×
  5. Akka.NET · recommended 1×
  • CATEGORY QUERY
    How to build .NET applications that interact with context-aware protocol servers?
    you: not recommended
    AI recommended (in order):
    1. System.Net.Sockets
    2. gRPC
    3. ASP.NET Core Web API
    4. MQTTnet
    5. Akka.NET
    6. MassTransit
    7. NServiceBus

    AI recommended 7 alternatives but never named modelcontextprotocol/csharp-sdk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a C# library to implement context protocol servers within ASP.NET applications.
    you: not recommended
    AI recommended (in order):
    1. gRPC for .NET (grpc/grpc-dotnet)
    2. ASP.NET Core Web API (dotnet/aspnetcore)
    3. OpenAPI/Swagger
    4. WCF (Windows Communication Foundation)
    5. MassTransit (MassTransit/MassTransit)
    6. NServiceBus (Particular/NServiceBus)
    7. RabbitMQ (rabbitmq/rabbitmq-server)
    8. Azure Service Bus
    9. Kafka (apache/kafka)
    10. HotChocolate (ChilliCream/hotchocolate)
    11. GraphQL.NET (graphql-dotnet/graphql-dotnet)

    AI recommended 11 alternatives but never named modelcontextprotocol/csharp-sdk. 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 modelcontextprotocol/csharp-sdk?
    pass
    AI did not name modelcontextprotocol/csharp-sdk — 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 modelcontextprotocol/csharp-sdk in production, what risks or prerequisites should they evaluate first?
    pass
    AI named modelcontextprotocol/csharp-sdk 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 modelcontextprotocol/csharp-sdk solve, and who is the primary audience?
    pass
    AI named modelcontextprotocol/csharp-sdk explicitly

    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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modelcontextprotocol/csharp-sdk — RepoGEO report