RRepoGEO

REPOGEO REPORT · LITE

r2d4/rellm

Default branch main · commit 2d2f90ba · scanned 6/1/2026, 4:46:54 PM

GitHub: 513 stars · 23 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 r2d4/rellm, 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 opening to highlight constrained generation and structured output

    Why:

    CURRENT
    # ReLLM
Regular Expressions for Language Model Completions.

> *Some people, when confronted with a problem, think
“I know, I'll use regular expressions.”   Now they have two problems.*

Exact structure out of any language model completion with regular expressions.
    COPY-PASTE FIX
    # ReLLM: Constrained Generation for LLMs with Regular Expressions

Guarantee exact structured output from any language model completion using regular expressions. ReLLM enables robust schema compliance for LLM-powered applications by filtering non-matching tokens pre-generation.
  • mediumtopics#2
    Add specific topics for constrained generation and structured output

    Why:

    CURRENT
    huggingface-transformers, llm, transformers
    COPY-PASTE FIX
    huggingface-transformers, llm, transformers, constrained-generation, structured-output, regex-llm, json-schema
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/thiggle/api

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 r2d4/rellm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Guidance · recommended 2×
  4. Instructor · recommended 1×
  5. OpenAI · recommended 1×
  • CATEGORY QUERY
    How can I guarantee a specific output format from a large language model?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Instructor
    4. OpenAI
    5. Guidance
    6. Guardrails AI

    AI recommended 6 alternatives but never named r2d4/rellm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help enforce a regular expression pattern on LLM generated text?
    you: not recommended
    AI recommended (in order):
    1. LMQL
    2. Guidance
    3. Outlines
    4. LangChain
    5. LlamaIndex
    6. Python's `re` module
    7. JavaScript's `RegExp` object

    AI recommended 7 alternatives but never named r2d4/rellm. 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 r2d4/rellm?
    pass
    AI named r2d4/rellm explicitly

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

  • If a team adopts r2d4/rellm in production, what risks or prerequisites should they evaluate first?
    pass
    AI named r2d4/rellm 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 r2d4/rellm solve, and who is the primary audience?
    pass
    AI named r2d4/rellm explicitly

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

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r2d4/rellm — 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