RRepoGEO

REPOGEO REPORT · LITE

run-llama/semtools

Default branch main · commit fe7f6d26 · scanned 6/19/2026, 2:57:37 PM

GitHub: 1,820 stars · 134 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 run-llama/semtools, 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 the README H1 and opening sentence to emphasize Rust CLI identity

    Why:

    CURRENT
    # SemTools

> Semantic search and document parsing tools for the command line

A high-performance CLI tool for document processing and semantic search, built with Rust for speed and reliability.
    COPY-PASTE FIX
    # SemTools: High-Performance Rust CLI for Semantic Search & Document Parsing

A standalone command-line interface (CLI) tool, built with Rust for speed and reliability, offering advanced document processing and semantic search capabilities.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://[YOUR_PROJECT_HOMEPAGE_URL_HERE]
  • lowtopics#3
    Add 'llamaindex' to the repository topics

    Why:

    CURRENT
    cli, embeddings, parser, rust, search, semantic, semantic-search, static-embedding
    COPY-PASTE FIX
    cli, embeddings, llamaindex, parser, rust, search, semantic, semantic-search, static-embedding

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 run-llama/semtools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Haystack
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Haystack · recommended 1×
  2. Elasticsearch · recommended 1×
  3. Weaviate · recommended 1×
  4. sentence-transformers · recommended 1×
  5. faiss-cpu · recommended 1×
  • CATEGORY QUERY
    How to perform semantic search and parse documents from the command line?
    you: not recommended
    AI recommended (in order):
    1. Haystack
    2. Elasticsearch
    3. Weaviate
    4. sentence-transformers
    5. faiss-cpu
    6. grep
    7. awk
    8. jq
    9. pandoc

    AI recommended 9 alternatives but never named run-llama/semtools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Rust-based CLI for local semantic search and document processing?
    you: not recommended
    AI recommended (in order):
    1. Qdrant
    2. Tantivy
    3. Faiss
    4. faiss-rs
    5. Rust-BERT
    6. Meilisearch

    AI recommended 6 alternatives but never named run-llama/semtools. 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 run-llama/semtools?
    pass
    AI named run-llama/semtools explicitly

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

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

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

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run-llama/semtools — 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