Project Knowledge

jina-ai/llm-query-expansion

Use jina-ai/llm-query-expansion when the user needs a rag framework project with library-only, local, cloud deployment options.

TypeProject / implementation

Difficultybeginner

LanguagePython

LicenseApache-2.0

TL;DR

Use jina-ai/llm-query-expansion when the user needs a rag framework project with library-only, local, cloud deployment options.

Install

Install as a library or package using the repository instructions.

Good For

build RAG applications

connect private data to LLMs

index documents for retrieval

Not Good For

edge-only Cloudflare Workers deployment without adaptation

users expecting a complete hosted product

simple prompt apps

Git.Top Score58/100

Agent Score51/100

Maintenance4

Stability55

Quality4/100

Best Use

build RAG applications

Primary situation where this project is a good shortlist candidate.

Watch Out

edge-only Cloudflare Workers deployment without adaptation

Main reason to compare alternatives before adopting it.

Deployment Fit

library_only, local, cloud

Git.Top did not classify this as Cloudflare-ready. Evidence: Runtime blocker: python.

Best Alternative

huggingface/transformers: library_only, local

Compare this option when the target stack or language preference differs.

Confidence

2/4 classification signals high; 4 quality signals complete or snapshot

Classification evidence and quality signal confidence should be checked before production recommendations.

Freshness

Repo 2026-09-19; metrics 2026-09-19

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-09-19T23:00:32.915Z

Metrics calculated2026-09-19T23:00:32.915Z

Scoring

Quality and agent score are separate

Quality score weights star movement, commits, releases, contributors, and issue response. Agent score weights documentation, maintenance, deployment, popularity, and community.

Confidence

Signal confidence

Stars 30dsnapshot

Commits 30dcomplete

Releases 180dcomplete

Contributors 90dcomplete

Badge

Agent Score badge

Embed a lightweight SVG badge for this repository.

Project Type

Project / implementation

This repository is treated as an implementation project. Compare its deployment fit, maintenance, and alternatives before adopting it.

Cloudflare Readiness

No Cloudflare-ready signal

Git.Top did not classify this as Cloudflare-ready. Evidence: Runtime blocker: python.

Selection Guidance

Use the evidence before choosing

Treat this page as a shortlist input. Confirm source metadata, classification confidence, deployment evidence, and current repository activity before making a production recommendation.

Alternatives

Comparable projects

JSON

huggingface/transformersUse huggingface/transformers when the user needs a rag framework project with library-only, local, cloud deployment options.

mem0ai/mem0Use mem0ai/mem0 when the user needs a rag framework project with docker, vercel, serverless deployment options.

LMCache/LMCacheUse LMCache/LMCache when the user needs a rag framework project with kubernetes, library-only, local deployment options.

langroid/langroidUse langroid/langroid when the user needs a rag framework project with docker, local, cloud deployment options.

neuml/txtaiUse neuml/txtai when the user needs a rag framework project with docker, library-only, local deployment options.

Related Projects

Adjacent ecosystem projects

JSON

neuml/txtaiUse neuml/txtai when the user needs a rag framework project with docker, library-only, local deployment options. Shared rag framework category and library_only deployment context.

Marker-Inc-Korea/AutoRAGUse Marker-Inc-Korea/AutoRAG when the user needs a rag framework project with library-only, local, cloud deployment options. Shared rag framework category and library_only deployment context.

langchain-ai/langgraphUse langchain-ai/langgraph when the user needs a rag framework project with library-only, local, cloud deployment options. Shared rag framework category and library_only deployment context.

jaylfc/taosmdUse jaylfc/taosmd when the user needs a rag framework project with docker, library-only, local deployment options. Shared rag framework category and library_only deployment context.

qdrant/fastembedUse qdrant/fastembed when the user needs a rag framework project with serverless, library-only, local deployment options. Shared rag framework category and library_only deployment context.

bytedance/deer-flowUse bytedance/deer-flow when the user needs a rag framework project with docker, library-only, local deployment options. Shared rag framework category and library_only deployment context.

Deploy

Supported deployment paths

Compatible With

Inferred dependencies and protocols

Use Cases

Where agents should consider it

Classification Evidence

Why Git.Top categorized this project

Full JSON

Category: mediumMatched "rag" in repository content.

Deployment: highMatched "pip install" in repository content. Local usage is assumed for open source repositories unless contradicted.

Difficulty: mediumRepository has under 10k stars, so complexity is treated conservatively.

Cloudflare Ready: highRuntime blocker: python. No Cloudflare deployment signal detected.

Compare

mem0ai/mem0 leads this context

JSON

ProjectStarsAgentLocalCloudflareScore

jina-ai/llm-query-expansion73NoYesNo51

huggingface/transformers166,369NoYesNo88

mem0ai/mem065,695YesYesNo89

LMCache/LMCache11,875NoYesNo87