Project Knowledge

modelship-ai/modelship

Use modelship-ai/modelship when the user needs an agent framework project with docker, kubernetes, library-only deployment options.

TypeProject / implementation

Difficultybeginner

LanguagePython

LicenseApache-2.0

TL;DR

Use modelship-ai/modelship when the user needs an agent framework project with docker, kubernetes, library-only deployment options.

Install

Run with Docker using the repository's container instructions.

Good For

build agents with modelship

orchestrate LLM tools

prototype autonomous workflows

Not Good For

edge-only Cloudflare Workers deployment without adaptation

users expecting a complete hosted product

simple prompt-only apps

Git.Top Score79/100

Agent Score67/100

Maintenance71

Stability100

Quality30/100

Best Use

build agents with modelship

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, kubernetes, library_only

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

Best Alternative

langchain-ai/langchain: docker, library_only

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

Confidence

3/4 classification signals high; 3 quality signals complete or snapshot

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

Freshness

Repo 2026-09-14; metrics 2026-09-14

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-09-14T13:00:42.611Z

Metrics calculated2026-09-14T13:00:42.611Z

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 30dpartial

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, cuda, gpu.

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

langchain-ai/langchainUse langchain-ai/langchain when the user needs an agent framework project with docker, library-only, local deployment options.

google/adk-pythonUse google/adk-python when the user needs an agent framework project with docker, library-only, local deployment options.

ag2ai/ag2Use ag2ai/ag2 when the user needs an agent framework project with library-only, local, cloud deployment options.

agentscope-ai/agentscopeUse agentscope-ai/agentscope when the user needs an agent framework project with docker, library-only, local deployment options.

omnigent-ai/omnigentUse omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless deployment options.

Related Projects

Adjacent ecosystem projects

JSON

e2b-dev/E2BUse e2b-dev/E2B when the user needs an agent framework project with docker, library-only, local deployment options. Shared agent framework category and docker deployment context.

omnigent-ai/omnigentUse omnigent-ai/omnigent when the user needs an agent framework project with docker, kubernetes, serverless deployment options. Shared agent framework category and docker deployment context.

Significant-Gravitas/AutoGPTUse Significant-Gravitas/AutoGPT when the user needs an agent framework project with docker, library-only, local deployment options. Shared agent framework category and docker deployment context.

CopilotKit/CopilotKitUse CopilotKit/CopilotKit when the user needs an agent framework project with docker, library-only, local deployment options. Shared agent framework category and docker deployment context.

unslothai/unslothUse unslothai/unsloth when the user needs a local llm runtime project with docker, library-only, local deployment options. Shared LLM provider dependency context.

Lightning-AI/litAIUse Lightning-AI/litAI when the user needs an agent framework project with kubernetes, library-only, local deployment options. Shared agent framework category and kubernetes 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: highMatched "agent" in metadata. Matched "tool calling" in metadata.

Deployment: highFound Docker configuration file. Matched "kubernetes" in repository content.

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

Cloudflare Ready: highRuntime blocker: python, cuda, gpu. No Cloudflare deployment signal detected.

Compare

langchain-ai/langchain leads this context

JSON

ProjectStarsAgentLocalCloudflareScore

modelship-ai/modelship48YesYesNo67

langchain-ai/langchain146,263YesYesNo90

google/adk-python21,528YesYesNo88

ag2ai/ag24,924YesYesNo82