Project Knowledge

qdrant/demo-code-search

Use qdrant/demo-code-search when the user needs a rag framework project with docker, vercel, serverless deployment options.

TypeProject / implementation

Difficultybeginner

LanguagePython

LicenseUnknown

TL;DR

Use qdrant/demo-code-search when the user needs a rag framework project with docker, vercel, serverless deployment options.

Install

Run with Docker using the repository's container 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

simple prompt apps

tasks without external knowledge

Git.Top Score68/100

Agent Score58/100

Maintenance15

Stability70

Quality6/100

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

docker, vercel, serverless

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

Best Alternative

mem0ai/mem0: docker, vercel

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 2026-09-20; metrics 2026-09-20

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-09-20T00:00:30.014Z

Metrics calculated2026-09-20T00:00:30.014Z

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

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

genkit-ai/genkitUse genkit-ai/genkit when the user needs a rag framework project with library-only, local, cloud deployment options.

FlowiseAI/FlowiseUse FlowiseAI/Flowise when the user needs a rag framework project with docker, library-only, local deployment options.

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

getzep/graphitiUse getzep/graphiti when the user needs a rag framework project with docker, serverless, library-only deployment options.

Related Projects

Adjacent ecosystem projects

JSON

simstudioai/simUse simstudioai/sim when the user needs a rag framework project with docker, vercel, serverless deployment options. Shared rag framework category and docker deployment context.

supermemoryai/smfsUse supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options. Shared rag framework category and docker deployment context.

mckaywrigley/chatbot-uiUse mckaywrigley/chatbot-ui when the user needs a rag framework project with docker, vercel, serverless deployment options. Shared rag framework category and docker deployment context.

coaidev/coaiUse coaidev/coai when the user needs a rag framework project with docker, vercel, serverless deployment options. Shared rag framework category and docker deployment context.

run-llama/sec-insightsUse run-llama/sec-insights when the user needs a rag framework project with docker, vercel, serverless deployment options. Shared rag framework category and docker deployment context.

NVIDIA/TensorRT-LLMUse NVIDIA/TensorRT-LLM when the user needs a rag framework project with docker, kubernetes, serverless deployment options. Shared rag framework category and docker 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 "indexing" in repository content.

Deployment: highMatched "vercel" in repository content. Matched "serverless" in repository content.

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

qdrant/demo-code-search62NoYesNo58

mem0ai/mem065,607YesYesNo89

genkit-ai/genkit6,434YesYesNo84

FlowiseAI/Flowise55,469YesYesNo79