RRepoGEO

REPOGEO REPORT · LITE

GizClaw/flowcraft

Default branch main · commit 06406ef1 · scanned 6/18/2026, 4:06:43 PM

GitHub: 505 stars · 10 forks

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 GizClaw/flowcraft, 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
    Explicitly state FlowCraft's domain and differentiate from generic workflow tools in README intro.

    Why:

    CURRENT
    FlowCraft is a layered, **batteries-included** toolkit for shipping LLM applications in Go. Pick the layer you need:
    COPY-PASTE FIX
    FlowCraft is a layered, **batteries-included** toolkit for shipping LLM applications in Go. **Unlike generic workflow engines or bioinformatics tools, FlowCraft is purpose-built for the unique demands of AI agent development.** Pick the layer you need:
  • highhomepage#2
    Add a homepage URL to the repository metadata.

    Why:

    COPY-PASTE FIX
    https://github.com/GizClaw/flowcraft (or a dedicated project website if one exists)
  • mediumreadme#3
    Make the 'Why Flow' section title more specific to AI agents.

    Why:

    CURRENT
    ## Why Flow
    COPY-PASTE FIX
    ## Why FlowCraft for 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 GizClaw/flowcraft
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Weaviate
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Weaviate · recommended 2×
  2. Pinecone · recommended 2×
  3. Qdrant · recommended 2×
  4. LangChain Go · recommended 2×
  5. Chroma · recommended 2×
  • CATEGORY QUERY
    What are the best Go frameworks for building production-grade AI agents with long-term memory?
    you: not recommended
    AI recommended (in order):
    1. Go-LLM
    2. LLM-Go
    3. Weaviate
    4. Pinecone
    5. Qdrant
    6. LangChain Go
    7. Chroma
    8. Gopher-LLM
    9. PostgreSQL
    10. pgvector
    11. Redis

    AI recommended 11 alternatives but never named GizClaw/flowcraft. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to develop multi-agent systems in Go, runnable as a daemon with RAG and voice capabilities?
    you: not recommended
    AI recommended (in order):
    1. LangChain Go
    2. Ollama
    3. Whisper.cpp
    4. gRPC
    5. NATS
    6. Apache Kafka
    7. github.com/sevlyar/go-daemon (github.com/sevlyar/go-daemon)
    8. Llama.cpp
    9. Vosk
    10. Picovoice Rhino
    11. OpenAI API
    12. Google Cloud Speech-to-Text
    13. Azure Speech Service
    14. RabbitMQ
    15. Redis Pub/Sub
    16. Weaviate
    17. Qdrant
    18. Pinecone
    19. Chroma
    20. PostgreSQL with pgvector
    21. zap
    22. logrus
    23. viper
    24. koanf
    25. systemd
    26. launchd
    27. Supervisor

    AI recommended 27 alternatives but never named GizClaw/flowcraft. 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 GizClaw/flowcraft?
    pass
    AI named GizClaw/flowcraft explicitly

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

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

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

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GizClaw/flowcraft — 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