RRepoGEO

REPOGEO REPORT · LITE

gomate-community/TrustRAG

Default branch main · commit a2bf14a6 · scanned 5/23/2026, 1:38:19 PM

GitHub: 1,260 stars · 136 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
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 gomate-community/TrustRAG, 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
  • highlicense#1
    Add a standard open-source license file

    Why:

    COPY-PASTE FIX
    Add a LICENSE file to the repository root, choosing a standard open-source license like MIT or Apache-2.0.
  • highreadme#2
    Refine README's opening sentence to emphasize trusted RAG outputs

    Why:

    CURRENT
    A Configurable and Modular RAG Framework.
    COPY-PASTE FIX
    A configurable and modular RAG framework engineered to ensure reliable input and trusted output, helping AI/ML developers and researchers build RAG systems with high-quality and trustworthy results.
  • mediumtopics#3
    Expand repository topics to include specific differentiators

    Why:

    CURRENT
    deep-research, deep-search, rag, retrieval-augmented-generation
    COPY-PASTE FIX
    deep-research, deep-search, rag, retrieval-augmented-generation, trustworthy-ai, rag-evaluation, ai-trust

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 gomate-community/TrustRAG
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. Ragas · recommended 2×
  3. OpenAI API · recommended 1×
  4. Anthropic Claude · recommended 1×
  5. Pinecone · recommended 1×
  • CATEGORY QUERY
    How to build a retrieval-augmented generation system with reliable and trusted outputs?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI API
    3. Anthropic Claude
    4. Pinecone
    5. Weaviate
    6. Hugging Face Transformers
    7. Sentence Transformers
    8. Ragas
    9. Weights & Biases
    10. MLflow

    AI recommended 10 alternatives but never named gomate-community/TrustRAG. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are modular RAG frameworks for deep information search and configurable query processing?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. Ragas
    5. DSPy
    6. Flux

    AI recommended 6 alternatives but never named gomate-community/TrustRAG. 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 gomate-community/TrustRAG?
    pass
    AI named gomate-community/TrustRAG explicitly

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

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

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

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gomate-community/TrustRAG — 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