RRepoGEO

REPOGEO REPORT · LITE

warmuuh/milkman

Default branch master · commit 27191a7f · scanned 6/26/2026, 11:26:53 AM

GitHub: 1,337 stars · 80 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 warmuuh/milkman, 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
  • hightopics#1
    Add more specific API client and alternative-focused topics

    Why:

    CURRENT
    grpc, hacktoberfest, http, milkman-plugins, rest, testing
    COPY-PASTE FIX
    grpc, hacktoberfest, http, milkman-plugins, rest, testing, api-client, api-testing, desktop-app, postman-alternative, insomnia-alternative, graphql, sql, kafka
  • highreadme#2
    Reposition the README's opening sentence to highlight its core value and alternatives

    Why:

    CURRENT
    Milkman is heavily inspired by Postman.
    COPY-PASTE FIX
    Milkman is a lightweight, extensible desktop API client and a privacy-focused alternative to Electron-based applications like Postman and Insomnia.
  • mediumreadme#3
    Add a 'Why Choose Milkman?' section summarizing key differentiators

    Why:

    COPY-PASTE FIX
    ## Why Choose Milkman?

*   **Lightweight & Fast:** Built with JavaFX, avoiding the overhead and memory footprint of Electron-based apps.
*   **Highly Extensible:** A plugin-based architecture supports a wide range of protocols including HTTP, gRPC, GraphQL, SQL, and Kafka.
*   **Local-First & Privacy-Focused:** Your data stays on your machine; no account, cloud sync, or telemetry required.
*   **Open Source:** Transparent development and community-driven features.

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 warmuuh/milkman
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Postman
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Postman · recommended 2×
  2. Paw · recommended 2×
  3. Insomnia · recommended 1×
  4. HTTPie Desktop · recommended 1×
  5. cURL · recommended 1×
  • CATEGORY QUERY
    Lightweight desktop API client alternative to Electron apps for testing various request types.
    you: not recommended
    AI recommended (in order):
    1. Insomnia
    2. Postman
    3. Paw
    4. HTTPie Desktop
    5. cURL
    6. Postwoman

    AI recommended 6 alternatives but never named warmuuh/milkman. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Extensible request workbench supporting HTTP, gRPC, and GraphQL protocols via plugins for API testing.
    you: not recommended
    AI recommended (in order):
    1. Insomnia (Kong/insomnia)
    2. Postman
    3. Hoppscotch (hoppscotch/hoppscotch)
    4. Paw
    5. Bruno (usebruno/bruno)
    6. Visual Studio Code
    7. REST Client (HuachaoLi/vscode-restclient)
    8. GraphQL: Language Feature Support for GraphQL (graphql/vscode-graphql)
    9. gRPC Client (grpc-client/vscode-grpc-client)

    AI recommended 9 alternatives but never named warmuuh/milkman. 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 warmuuh/milkman?
    pass
    AI named warmuuh/milkman explicitly

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

  • If a team adopts warmuuh/milkman in production, what risks or prerequisites should they evaluate first?
    pass
    AI named warmuuh/milkman 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 warmuuh/milkman solve, and who is the primary audience?
    pass
    AI named warmuuh/milkman 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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warmuuh/milkman — 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