RRepoGEO

REPOGEO REPORT · LITE

Xerxes-2/clewdr

Default branch master · commit af2c8a98 · scanned 6/25/2026, 3:56:41 AM

GitHub: 1,215 stars · 220 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)

3 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 Xerxes-2/clewdr, 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 README's opening statement to clarify core function

    Why:

    CURRENT
    ClewdR is a Rust proxy for Claude (Claude.ai, Claude Code).
    COPY-PASTE FIX
    ClewdR is a high-performance Rust reverse proxy that translates Claude.ai and Claude Code API calls into an OpenAI-compatible format, enabling seamless integration with existing LLM tools.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    llm-proxy, claude-ai, openai-api-compatibility, reverse-proxy, rust, high-performance, llm, proxy, ai
  • mediumhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/Xerxes-2/clewdr

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 Xerxes-2/clewdr
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LiteLLM
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 1×
  2. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. OpenAI Python Library · recommended 1×
  5. FastAPI · recommended 1×
  • CATEGORY QUERY
    How to integrate a specific LLM with tools expecting a common chat completion API format?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. LangChain
    3. LlamaIndex
    4. OpenAI Python Library
    5. FastAPI
    6. Flask
    7. Hugging Face Transformers

    AI recommended 7 alternatives but never named Xerxes-2/clewdr. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a high-performance, low-resource reverse proxy for local large language model inference.
    you: not recommended
    AI recommended (in order):
    1. Caddy (caddyserver/caddy)
    2. Nginx
    3. Traefik (traefik/traefik)
    4. Envoy Proxy (envoyproxy/envoy)
    5. HAProxy (haproxy/haproxy)

    AI recommended 5 alternatives but never named Xerxes-2/clewdr. 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 Xerxes-2/clewdr?
    pass
    AI named Xerxes-2/clewdr explicitly

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

  • If a team adopts Xerxes-2/clewdr in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Xerxes-2/clewdr 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 Xerxes-2/clewdr solve, and who is the primary audience?
    pass
    AI named Xerxes-2/clewdr explicitly

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

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Xerxes-2/clewdr — 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