REPOGEO REPORT · LITE

modelcontextprotocol/go-sdk

Default branch main · commit 22d4988a · scanned 6/25/2026, 1:51:31 AM

GitHub: 4,721 stars · 456 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)

3 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/go-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 emphasize AI Model Context Protocol

Why:

CURRENT

This repository contains an implementation of the official Go software development kit (SDK) for the Model Context Protocol (MCP).

COPY-PASTE FIX

This repository contains the official Go SDK for the Model Context Protocol (MCP), an open standard for exchanging structured contextual information between applications and AI models (e.g., LLMs). It enables Go developers to build robust clients and servers for AI model inference and interaction.

mediumtopics#2

Expand repository topics for better AI categorization

Why:

CURRENT

go, mcp

COPY-PASTE FIX

go, mcp, model-context-protocol, ai, machine-learning, llm, generative-ai, sdk, client, server, protocol, rpc, api

lowreadme#3

Clarify the project's license(s) in the README

Why:

COPY-PASTE FIX

## License
This project is licensed under [Insert specific license name(s) here, e.g., 'the Apache 2.0 License and the MIT License']. See the [LICENSE](LICENSE) file for 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/go-sdk

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

gRPC

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

gRPC · recommended 1×
protocolbuffers/protobuf · recommended 1×
net/rpc · recommended 1×
gob encoding · recommended 1×
RESTful API · recommended 1×

CATEGORY QUERY
How to build Go server and client applications using a structured communication protocol?
you: not recommended
AI recommended (in order):
1. gRPC
2. Protocol Buffers (protocolbuffers/protobuf)
3. net/rpc
4. gob encoding
5. RESTful API
6. JSON
7. net/http
8. encoding/json
9. gorilla/mux (gorilla/mux)
10. gin-gonic/gin (gin-gonic/gin)
11. labstack/echo (labstack/echo)
12. NATS (nats-io/nats-server)
13. Apache Kafka (apache/kafka)
14. Avro
15. Thrift (apache/thrift)
AI recommended 15 alternatives but never named modelcontextprotocol/go-sdk. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Go library for implementing secure client-server communication with OAuth support?
you: not recommended
AI recommended (in order):
1. golang.org/x/oauth2
2. github.com/go-oauth2/oauth2 (go-oauth2/oauth2)
3. github.com/ory/fosite (ory/fosite)
4. github.com/coreos/go-oidc (coreos/go-oidc)
5. github.com/auth0/go-jwt-middleware (auth0/go-jwt-middleware)
6. github.com/dgrijalva/jwt-go (dgrijalva/jwt-go)
7. github.com/golang-jwt/jwt (golang-jwt/jwt)
AI recommended 7 alternatives but never named modelcontextprotocol/go-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/go-sdk?
pass
AI named modelcontextprotocol/go-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/go-sdk in production, what risks or prerequisites should they evaluate first?
pass
AI named modelcontextprotocol/go-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/go-sdk solve, and who is the primary audience?
pass
AI named modelcontextprotocol/go-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)

[![RepoGEO](https://repogeo.com/badge/modelcontextprotocol/go-sdk.svg)](https://repogeo.com/en/r/modelcontextprotocol/go-sdk)

HTML

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

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modelcontextprotocol/go-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