RRepoGEO

REPOGEO REPORT · LITE

go-dev-frame/sponge

Default branch main · commit beef9eec · scanned 5/21/2026, 7:07:20 PM

GitHub: 2,842 stars · 269 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 go-dev-frame/sponge, 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's opening statement to match project description

    Why:

    CURRENT
    **Sponge** is a powerful and easy-to-use **Go development framework**. Built on the core philosophy of **"Definition is Code"**, it aims to reshape the backend development experience through automatic generation technology, unleashing productivity and boosting development efficiency.
    COPY-PASTE FIX
    **Sponge** is a powerful and easy-to-use Go development framework that enables you to effortlessly build stable, reliable, and high-performance backend services with a "low-code" approach. Built on the core philosophy of **"Definition is Code"**, it aims to reshape the backend development experience through automatic generation technology, unleashing productivity and boosting development efficiency.
  • mediumreadme#2
    Explicitly highlight the 'Web UI' for code generation in Core Features

    Why:

    COPY-PASTE FIX
    *   **Intuitive Web UI**: Provides a user-friendly web interface for configuring and generating code, streamlining the development process.
*   **Definition-Driven Development**: Automatically parses SQL, Protobuf, and JSON configuration files to generate high-quality modular code.
*   **LEGO-style Assembly**: Flexibly combines code modules in a loosely coupled manner, supporting the rapid construction of **monolithic applications**, **microservice clusters**, and **gateway services**, including `RESTful API`, `gRPC`, `HTTP+gRPC`, `gRPC Gateway`, etc.
*   **Low Code, High Efficiency**: Eliminate the tedious, repetitive tasks of building underlying frameworks, develop
  • lowreadme#3
    Briefly clarify 'Definition is Code' in the README introduction

    Why:

    CURRENT
    Built on the core philosophy of **"Definition is Code"**, it aims to reshape the backend development experience through automatic generation technology...
    COPY-PASTE FIX
    Built on the core philosophy of **"Definition is Code"** (where service definitions like Protobuf or SQL schemas automatically generate boilerplate code), it aims to reshape the backend development experience through automatic generation technology...

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 go-dev-frame/sponge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Go kit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Go kit · recommended 1×
  2. Ent · recommended 1×
  3. gqlgen · recommended 1×
  4. Buffalo · recommended 1×
  5. oapi-codegen · recommended 1×
  • CATEGORY QUERY
    Looking for a Go framework to accelerate backend service development with code generation.
    you: not recommended
    AI recommended (in order):
    1. Go kit
    2. Ent
    3. gqlgen
    4. Buffalo
    5. oapi-codegen
    6. Wire

    AI recommended 6 alternatives but never named go-dev-frame/sponge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to efficiently build Go microservices supporting both RESTful APIs and gRPC?
    you: not recommended
    AI recommended (in order):
    1. Go kit (go-kit/kit)
    2. Twirp (twitchtv/twirp)
    3. gRPC-Gateway (grpc-ecosystem/grpc-gateway)
    4. Echo (labstack/echo)
    5. Gin (gin-gonic/gin)
    6. google.golang.org/grpc (grpc/grpc-go)
    7. Connect (connectrpc/connect-go)
    8. net/http

    AI recommended 8 alternatives but never named go-dev-frame/sponge. 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 go-dev-frame/sponge?
    pass
    AI named go-dev-frame/sponge explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite