RRepoGEO

REPOGEO REPORT · LITE

mixedbread-ai/mgrep

Default branch main · commit 5c1ba628 · scanned 5/18/2026, 12:12:01 AM

GitHub: 4,151 stars · 168 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 mixedbread-ai/mgrep, 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 relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    semantic-search, cli-tool, multimodal, natural-language-processing, grep, vector-search, ai-agents, code-search, document-search
  • highreadme#2
    Reposition README's opening description for clarity

    Why:

    CURRENT
    A calm, CLI-native way to semantically grep everything, like code, images, pdfs and more.
    COPY-PASTE FIX
    The CLI-native semantic grep for natural language search across code, images, PDFs, and web content, built for humans and AI agents.
  • mediumreadme#3
    Add a 'How is mgrep different?' section to the README

    Why:

    COPY-PASTE FIX
    ## How is mgrep different?
Unlike traditional `grep` tools, `mgrep` uses natural language and semantic understanding to search across diverse file types and web content, not just keywords. Compared to larger vector search frameworks or databases, `mgrep` offers a lightweight, CLI-native experience focused on immediate, `grep`-like interaction for developers and AI agents.

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 mixedbread-ai/mgrep
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Marqo
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Marqo · recommended 1×
  2. Jina · recommended 1×
  3. Haystack · recommended 1×
  4. Elasticsearch · recommended 1×
  5. Qdrant · recommended 1×
  • CATEGORY QUERY
    Need a command-line tool for semantic search across various file types and web content.
    you: not recommended
    AI recommended (in order):
    1. Marqo
    2. Jina
    3. Haystack
    4. Elasticsearch
    5. Qdrant
    6. Milvus

    AI recommended 6 alternatives but never named mixedbread-ai/mgrep. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a CLI utility to semantically grep code, images, and PDFs with natural language queries.
    you: not recommended
    AI recommended (in order):
    1. ripgrep (BurntSushi/ripgrep)
    2. grep
    3. ack (beyondgrep/ack3)
    4. The Silver Searcher (ggreer/the_silver_searcher)
    5. DocFetcher (DocFetcher/DocFetcher)
    6. Elasticsearch (elastic/elasticsearch)
    7. Apache Solr (apache/solr)

    AI recommended 7 alternatives but never named mixedbread-ai/mgrep. 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 mixedbread-ai/mgrep?
    pass
    AI named mixedbread-ai/mgrep explicitly

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

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

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

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mixedbread-ai/mgrep — 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