RRepoGEO

REPOGEO REPORT · LITE

jart/json.cpp

Default branch main · commit ccb9195e · scanned 6/9/2026, 10:42:28 AM

GitHub: 787 stars · 37 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 jart/json.cpp, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Refine README opening to highlight core value proposition

    Why:

    CURRENT
    json.cpp is a baroque JSON parsing / serialization library for C++.
    COPY-PASTE FIX
    json.cpp is a fast, lightweight, and single-file C++ JSON parser and serializer, designed for classic C++ environments prioritizing performance and minimal dependencies.
  • mediumlicense#2
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under [Specify License(s) Here, e.g., MIT License, or a custom license description]. 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 jart/json.cpp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
kazuho/picojson
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. kazuho/picojson · recommended 2×
  2. Tencent/rapidjson · recommended 2×
  3. nlohmann/json · recommended 2×
  4. boostorg/json · recommended 1×
  5. danielaparker/jsoncons · recommended 1×
  • CATEGORY QUERY
    Need a C++ JSON solution that prioritizes compilation speed and runtime performance.
    you: not recommended
    AI recommended (in order):
    1. PicoJSON (kazuho/picojson)
    2. RapidJSON (Tencent/rapidjson)
    3. nlohmann/json (nlohmann/json)
    4. Boost.JSON (boostorg/json)
    5. jsoncons (danielaparker/jsoncons)

    AI recommended 5 alternatives but never named jart/json.cpp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a lightweight C++ JSON library suitable for classic or constrained environments.
    you: not recommended
    AI recommended (in order):
    1. PicoJSON (kazuho/picojson)
    2. Nlohmann/json (nlohmann/json)
    3. RapidJSON (Tencent/rapidjson)
    4. TinyJSON
    5. cJSON (DaveGamble/cJSON)

    AI recommended 5 alternatives but never named jart/json.cpp. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 jart/json.cpp?
    pass
    AI did not name jart/json.cpp — 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 jart/json.cpp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jart/json.cpp 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 jart/json.cpp solve, and who is the primary audience?
    pass
    AI named jart/json.cpp 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