RRepoGEO

REPOGEO REPORT · LITE

bosun-ai/swiftide

Default branch master · commit c6f10298 · scanned 5/30/2026, 11:26:49 AM

GitHub: 702 stars · 62 forks

AI VISIBILITY SCORE
40 /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
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 bosun-ai/swiftide, 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
    Clarify 'Rust framework' in README's opening statement

    Why:

    CURRENT
    <h3 align="center">Swiftide</h3>
<p align="center">Fast, streaming indexing, query, and agentic LLM applications in Rust</p>
    COPY-PASTE FIX
    <h3 align="center">Swiftide: A High-Performance Rust Framework for Streaming RAG and Agentic LLM Applications</h3>
  • highabout#2
    Refine repository description to emphasize 'Rust framework'

    Why:

    CURRENT
    Fast, streaming indexing, query, and agentic LLM applications in Rust
    COPY-PASTE FIX
    A high-performance Rust framework for building fast, streaming RAG and agentic LLM applications.
  • mediumreadme#3
    Add explicit positioning against other RAG/LLM frameworks in README

    Why:

    COPY-PASTE FIX
    Swiftide is designed as a native Rust alternative to frameworks like LangChain or LlamaIndex, focusing on performance and streaming capabilities for RAG and agentic LLM applications. (Add this sentence to the 'What is Swiftide?' or 'Vision' section).

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 bosun-ai/swiftide
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
qdrant/qdrant
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. qdrant/qdrant · recommended 1×
  2. tantivy-rs/tantivy · recommended 1×
  3. pgvector/pgvector · recommended 1×
  4. tokio-rs/tokio-postgres · recommended 1×
  5. launchbadge/sqlx · recommended 1×
  • CATEGORY QUERY
    What are good Rust libraries for building fast RAG applications with streaming indexing?
    you: not recommended
    AI recommended (in order):
    1. Qdrant (qdrant/qdrant)
    2. Tantivy (tantivy-rs/tantivy)
    3. PgVector (pgvector/pgvector)
    4. tokio-postgres (tokio-rs/tokio-postgres)
    5. sqlx (launchbadge/sqlx)
    6. Faiss (facebookresearch/faiss)
    7. Hnswlib (nmslib/hnswlib)
    8. Milvus (milvus-io/milvus)

    AI recommended 8 alternatives but never named bosun-ai/swiftide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a performant Rust framework to develop agentic LLM applications with efficient data indexing.
    you: not recommended
    AI recommended (in order):
    1. Axum
    2. tokio
    3. reqwest
    4. Actix Web
    5. ollama-rs
    6. Qdrant Rust Client
    7. Pinecone Rust Client
    8. Weaviate Rust Client
    9. Tonic
    10. SurrealDB

    AI recommended 10 alternatives but never named bosun-ai/swiftide. 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 bosun-ai/swiftide?
    pass
    AI named bosun-ai/swiftide explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of bosun-ai/swiftide. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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bosun-ai/swiftide — 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