REPOGEO REPORT · LITE
rustformers/llm
Default branch main · commit b11ffb14 · scanned 5/27/2026, 4:22:09 AM
GitHub: 6,146 stars · 377 forks
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 rustformers/llm, 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.
- highabout#1Update the 'About' description to clarify archived status and domain
Why:
CURRENT[Unmaintained, see README] An ecosystem of Rust libraries for working with large language models
COPY-PASTE FIX[ARCHIVED, Unmaintained] A Rust ecosystem for local large language model (LLM) inference.
- hightopics#2Add 'archived' to the repository topics
Why:
CURRENTai, ggml, llm, ml, rust
COPY-PASTE FIXai, ggml, llm, ml, rust, archived
- mediumreadme#3Add a clear deprecation statement to the README's archival notice
Why:
CURRENT# ARCHIVAL NOTICE
COPY-PASTE FIX# ARCHIVAL NOTICE **This project is deprecated and not suitable for new development.**
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.
- candle · recommended 2×
- rust-bert · recommended 2×
- ollama-rs · recommended 1×
- reqwest · recommended 1×
- serde_json · recommended 1×
- CATEGORY QUERYWhich Rust libraries are available for integrating large language models?you: #1AI recommended (in order):
- llm ← you
- candle
- rust-bert
- ollama-rs
- reqwest
- serde_json
- openai-api-rust
- llm-chain
Show full AI answer
- CATEGORY QUERYLooking for a Rust ecosystem to build applications with local LLM inference.you: not recommendedAI recommended (in order):
- llama.cpp
- llm crate
- candle
- tch-rs
- rust-bert
- ort
- ONNX Runtime
AI recommended 7 alternatives but never named rustformers/llm. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
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 rustformers/llm?passAI named rustformers/llm explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts rustformers/llm in production, what risks or prerequisites should they evaluate first?passAI named rustformers/llm 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 rustformers/llm solve, and who is the primary audience?passAI named rustformers/llm 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 rustformers/llm. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
Live preview[](https://repogeo.com/en/r/rustformers/llm)<a href="https://repogeo.com/en/r/rustformers/llm"><img src="https://repogeo.com/badge/rustformers/llm.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
rustformers/llm — 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