REPOGEO REPORT · LITE

modelcontextprotocol/kotlin-sdk

Default branch main · commit d21728ec · scanned 6/22/2026, 10:21:37 AM

GitHub: 1,391 stars · 218 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 modelcontextprotocol/kotlin-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 the README's opening paragraph to emphasize standardized AI protocol

Why:

CURRENT

Kotlin Multiplatform SDK for the Model Context Protocol. It enables Kotlin applications targeting JVM, Native, JS, and Wasm to implement MCP clients and servers using a standardized protocol interface.

COPY-PASTE FIX

The official Kotlin Multiplatform SDK for the Model Context Protocol (MCP), enabling standardized, interoperable communication for AI model context. It allows Kotlin applications targeting JVM, Native, JS, and Wasm to implement MCP clients and servers, facilitating model-agnostic context exchange.

mediumtopics#2

Add more specific topics related to AI protocols and context

Why:

CURRENT

kotlin-multiplatform, mcp

COPY-PASTE FIX

kotlin-multiplatform, mcp, ai-protocol, model-context, interoperability, generative-ai, llm-sdk

lowlicense#3
Add a clear statement about the license in the README
Why:
COPY-PASTE FIX
```
## License
This project is licensed under the terms found in the [LICENSE](LICENSE) file.
```

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/kotlin-sdk

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Ktor Client

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Ktor Client · recommended 1×
kotlinx.serialization · recommended 1×
OpenAI Kotlin Client · recommended 1×
Google AI Kotlin SDK · recommended 1×
Retrofit · recommended 1×

CATEGORY QUERY
How to build a multiplatform Kotlin client for interacting with AI models?
you: not recommended
AI recommended (in order):
1. Ktor Client
2. kotlinx.serialization
3. OpenAI Kotlin Client
4. Google AI Kotlin SDK
5. Retrofit
6. OkHttp
7. Fuel
8. Hugging Face Inference API Client
AI recommended 8 alternatives but never named modelcontextprotocol/kotlin-sdk. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What Kotlin library helps implement standardized AI model communication protocols for servers?
you: not recommended
AI recommended (in order):
1. gRPC (grpc/grpc)
2. OpenAPI Generator (OpenAPITools/openapi-generator)
3. Apache Avro (apache/avro)
4. GraphQL-Kotlin (ExpediaGroup/graphql-kotlin)
5. Apache Thrift (apache/thrift)
AI recommended 5 alternatives but never named modelcontextprotocol/kotlin-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/kotlin-sdk?
pass
AI named modelcontextprotocol/kotlin-sdk explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts modelcontextprotocol/kotlin-sdk in production, what risks or prerequisites should they evaluate first?
pass
AI named modelcontextprotocol/kotlin-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/kotlin-sdk solve, and who is the primary audience?
pass
AI named modelcontextprotocol/kotlin-sdk 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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HTML

<a href="https://repogeo.com/en/r/modelcontextprotocol/kotlin-sdk"><img src="https://repogeo.com/badge/modelcontextprotocol/kotlin-sdk.svg" alt="RepoGEO" /></a>

Pro

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modelcontextprotocol/kotlin-sdk — 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