RRepoGEO

REPOGEO REPORT · LITE

Tencent/plato

Default branch master · commit 747810f7 · scanned 5/24/2026, 11:22:04 AM

GitHub: 1,913 stars · 328 forks

AI VISIBILITY SCORE
35 /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
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 Tencent/plato, 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
    Strengthen README's opening statement for clearer categorization

    Why:

    CURRENT
    **A framework for distributed graph computation and machine learning at wechat scale, for more details, see [柏拉图简介](doc/introduction.md) | [Plato Introduction](doc/introduction_en.md).**
    COPY-PASTE FIX
    Plato is a high-performance distributed graph computing framework designed for large-scale data analysis and graph-based machine learning at WeChat scale. It provides efficient algorithms and tools for processing massive datasets, enabling advanced graph analytics and machine learning applications. For more details, see [柏拉图简介](doc/introduction.md) | [Plato Introduction](doc/introduction_en.md).
  • hightopics#2
    Expand repository topics with specific keywords

    Why:

    CURRENT
    graph-computing, plato
    COPY-PASTE FIX
    graph-computing, distributed-graph-processing, graph-machine-learning, large-scale-data, graph-analytics, high-performance-computing, c-plus-plus, tencent
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Tencent/plato

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 Tencent/plato
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GraphBLAS
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GraphBLAS · recommended 2×
  2. Apache Flink · recommended 1×
  3. Apache Spark · recommended 1×
  4. Apache Giraph · recommended 1×
  5. Neo4j · recommended 1×
  • CATEGORY QUERY
    What are the best distributed graph processing frameworks for large-scale data analysis?
    you: not recommended
    AI recommended (in order):
    1. Apache Flink
    2. Apache Spark
    3. Apache Giraph
    4. GraphBLAS
    5. Neo4j

    AI recommended 5 alternatives but never named Tencent/plato. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a scalable framework for graph-based machine learning on massive datasets.
    you: not recommended
    AI recommended (in order):
    1. Deep Graph Library (DGL)
    2. PyTorch Geometric (PyG)
    3. Graph Neural Network Library (GNNA)
    4. Spektral
    5. GraphBLAS

    AI recommended 5 alternatives but never named Tencent/plato. 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 Tencent/plato?
    pass
    AI named Tencent/plato explicitly

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

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

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

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Tencent/plato — 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