RRepoGEO

REPOGEO REPORT · LITE

Mintplex-Labs/vector-admin

Default branch master · commit 5cd91c32 · scanned 5/21/2026, 10:13:15 PM

GitHub: 2,229 stars · 361 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
27 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 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 Mintplex-Labs/vector-admin, 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 core value proposition to the top of the README

    Why:

    CURRENT
    The README currently starts with an `IMPORTANT` notice, followed by a centered paragraph describing the tool.
    COPY-PASTE FIX
    Move the core value proposition to the very top of the README, before any notices or badges. For example, start with: `# VectorAdmin: The Universal UI and Tool Suite for Managing Vector Databases at Scale`
  • mediumtopics#2
    Add specific topics emphasizing universal/multi-vendor UI

    Why:

    CURRENT
    ai, ai-agents, aitools, chroma, database-management, document-retrieval, embeddings, flowise, langchain, langchain-js, llms, pinecone, qdrant, vector-data-management, vector-database, vector-database-embedding, vector-search, vectordatabase, vectorspace, weaviate
    COPY-PASTE FIX
    Add these topics: `universal-vector-database-ui`, `multi-vector-database-management`, `vector-database-admin-panel`, `unified-vector-database-dashboard`
  • lowabout#3
    Refine the 'About' section (Description) for clarity

    Why:

    CURRENT
    The universal tool suite for vector database management. Manage Pinecone, Chroma, Qdrant, Weaviate and more vector databases with ease.
    COPY-PASTE FIX
    A universal UI and tool suite for managing multiple vector databases like Pinecone, Chroma, Qdrant, and Weaviate from a single interface.

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 Mintplex-Labs/vector-admin
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
grafana/grafana
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. grafana/grafana · recommended 2×
  2. qdrant/qdrant-web-ui · recommended 2×
  3. Kubernetes · recommended 1×
  4. kubedb/kubedb · recommended 1×
  5. Percona Operators · recommended 1×
  • CATEGORY QUERY
    How to efficiently manage and monitor multiple different vector database instances?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. KubeDB (kubedb/kubedb)
    3. Percona Operators
    4. Milvus (milvus-io/milvus)
    5. Qdrant (qdrant/qdrant)
    6. Weaviate (weaviate/weaviate)
    7. Prometheus (prometheus/prometheus)
    8. Grafana (grafana/grafana)
    9. Datadog
    10. New Relic
    11. AWS CloudWatch
    12. Google Cloud Monitoring
    13. Azure Monitor
    14. Milvus Attu (milvus-io/attu)
    15. Qdrant UI (qdrant/qdrant-web-ui)
    16. Weaviate Console (weaviate/weaviate-console)

    AI recommended 16 alternatives but never named Mintplex-Labs/vector-admin. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a UI tool to simplify administration of various vector database providers.
    you: not recommended
    AI recommended (in order):
    1. Vespa Console
    2. Weaviate Console
    3. Pinecone Console
    4. Qdrant UI (qdrant/qdrant-web-ui)
    5. Milvus Insight (zilliztech/milvus-insight)
    6. Faiss Explorer
    7. Grafana (grafana/grafana)
    8. Kibana (elastic/kibana)

    AI recommended 8 alternatives but never named Mintplex-Labs/vector-admin. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 Mintplex-Labs/vector-admin?
    pass
    AI did not name Mintplex-Labs/vector-admin — 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 Mintplex-Labs/vector-admin in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Mintplex-Labs/vector-admin 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 Mintplex-Labs/vector-admin solve, and who is the primary audience?
    pass
    AI did not name Mintplex-Labs/vector-admin — 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?

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Mintplex-Labs/vector-admin — 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