RRepoGEO

REPOGEO REPORT · LITE

toverainc/willow-inference-server

Default branch main · commit ba965a8a · scanned 6/4/2026, 7:33:36 AM

GitHub: 502 stars · 60 forks

AI VISIBILITY SCORE
28 /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
2 / 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 toverainc/willow-inference-server, 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 README's H1 and opening paragraph to highlight unique value

    Why:

    CURRENT
    # Willow Inference Server

Willow Inference Server (WIS) is a focused and highly optimized language inference server implementation.
    COPY-PASTE FIX
    # Willow Inference Server: Real-time, Self-Hosted ASR/STT, TTS, & LLM

Willow Inference Server (WIS) is an open-source, local, and self-hosted highly optimized language inference server. It provides real-time ASR/STT, TTS, and LLM capabilities across WebRTC, REST, and Web Sockets, specifically designed for performant, cost-effective deployment on consumer-grade CUDA GPUs.
  • mediumtopics#2
    Add specific topics to emphasize server, real-time, and self-hosted aspects

    Why:

    CURRENT
    cuda, deep-learning, llama, llm, privacy, speech-recognition, speech-to-text, text-to-speech, vicuna, webrtc, whisper, willow
    COPY-PASTE FIX
    cuda, deep-learning, inference-server, llama, llm, privacy, real-time, self-hosted, speech-recognition, speech-to-text, text-to-speech, vicuna, webrtc, whisper, willow
  • lowcomparison#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Unlike generic inference servers (e.g., NVIDIA Triton, ONNX Runtime) or single-purpose speech libraries (e.g., Kaldi, Vosk, Whisper), Willow Inference Server is specifically designed as a self-hosted, real-time language inference server combining ASR/STT, TTS, and LLM capabilities. It is optimized for cost-effective deployment on consumer-grade GPUs and offers WebRTC integration for low-latency applications, making it ideal for local voice assistant and edge AI scenarios.

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 toverainc/willow-inference-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
rhasspy/rhasspy
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. rhasspy/rhasspy · recommended 1×
  2. Kaldi · recommended 1×
  3. alphacep/vosk-api · recommended 1×
  4. openai/whisper · recommended 1×
  5. marytts/marytts-server · recommended 1×
  • CATEGORY QUERY
    How to set up a local server for speech recognition, text-to-speech, and language models?
    you: not recommended
    AI recommended (in order):
    1. Rhasspy (rhasspy/rhasspy)
    2. Kaldi
    3. Vosk (alphacep/vosk-api)
    4. Whisper (openai/whisper)
    5. MaryTTS (marytts/marytts-server)
    6. PicoTTS
    7. Coqui TTS (coqui-ai/TTS)
    8. RASA NLU (RasaHQ/rasa)
    9. Docker
    10. pip
    11. Flask (pallets/flask)
    12. FastAPI (tiangolo/fastapi)
    13. Ollama (ollama/ollama)
    14. Llama 2
    15. Mistral
    16. Code Llama
    17. Home Assistant (home-assistant/core)
    18. Podman

    AI recommended 18 alternatives but never named toverainc/willow-inference-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an optimized inference server for real-time speech processing on consumer-grade GPUs.
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Triton Inference Server
    2. ONNX Runtime
    3. TensorFlow Serving
    4. TorchServe
    5. FastAPI
    6. OpenVINO

    AI recommended 6 alternatives but never named toverainc/willow-inference-server. 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 toverainc/willow-inference-server?
    pass
    AI did not name toverainc/willow-inference-server — 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 toverainc/willow-inference-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named toverainc/willow-inference-server 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 toverainc/willow-inference-server solve, and who is the primary audience?
    pass
    AI named toverainc/willow-inference-server explicitly

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

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toverainc/willow-inference-server — 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