Project Knowledge

FennelFetish/qapyq

Use FennelFetish/qapyq when the user needs a workflow automation project with local, cloud deployment options.

workflow_automationaiannotationautomationdesktop-appfine-tuningimageimage-processingllm
TypeProject / implementation
Difficultybeginner
LanguagePython
LicenseAGPL-3.0

TL;DR

Use FennelFetish/qapyq when the user needs a workflow automation project with local, cloud deployment options.

Use FennelFetish/qapyq when the user needs a workflow automation project with local, cloud deployment options.

Install

Use the workflow engine or automation deployment instructions in the README.

localcloud

Good For

orchestrate AI workflows
connect tools and services
automate repeated tasks

Not Good For

edge-only Cloudflare Workers deployment without adaptation
single-step utilities
stateless examples
Git.Top Score66/100
Agent Score54/100
Maintenance33
Stability70
Quality7/100

Best Use

orchestrate AI workflows

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

local, cloud

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

Best Alternative

Skyvern-AI/skyvern: docker, library_only

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

Confidence

2/4 classification signals high; 3 quality signals complete or snapshot

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

Freshness

Repo 2026-07-06; metrics 2026-07-06

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-07-06T13:00:09.392Z
Metrics calculated2026-07-06T13:00:09.392Z

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 30destimated
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, 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
Skyvern-AI/skyvernUse Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library_only, local deployment options.
ohdearquant/lionagiUse ohdearquant/lionagi when the user needs a workflow automation project with docker, library_only, local deployment options.
Pipelex/pipelexUse Pipelex/pipelex when the user needs a workflow automation project with library_only, local, cloud deployment options.
nottelabs/notteUse nottelabs/notte when the user needs a workflow automation project with docker, serverless, library_only deployment options.
openai/openai-agents-pythonUse openai/openai-agents-python when the user needs a workflow automation project with library_only, local, cloud deployment options.

Related Projects

Adjacent ecosystem projects

JSON
langgenius/difyUse langgenius/dify when the user needs a workflow automation project with docker, kubernetes, local deployment options. Shared workflow automation category and local deployment context.
Skyvern-AI/skyvernUse Skyvern-AI/skyvern when the user needs a workflow automation project with docker, library_only, local deployment options. Shared workflow automation category and local deployment context.
Dong90/oh-my-taiyiforgeUse Dong90/oh-my-taiyiforge when the user needs a workflow automation project with docker, library_only, local deployment options. Shared workflow automation category and local deployment context.
vmDeshpande/ai-agent-automationUse vmDeshpande/ai-agent-automation when the user needs a workflow automation project with docker, library_only, local deployment options. Shared workflow automation category and local deployment context.
ohdearquant/lionagiUse ohdearquant/lionagi when the user needs a workflow automation project with docker, library_only, local deployment options. Shared workflow automation category and local deployment context.
Pipelex/pipelexUse Pipelex/pipelex when the user needs a workflow automation project with library_only, local, cloud deployment options. Shared workflow automation category and local deployment context.

Deploy

Supported deployment paths

localcloud

Compatible With

Inferred dependencies and protocols

LLM provider

Use Cases

Where agents should consider it

orchestrate AI workflowsconnect tools and servicesautomate repeated tasks

Classification Evidence

Why Git.Top categorized this project

Full JSON
Category: highMatched "workflow" in metadata. Matched "automation" in metadata.
Deployment: mediumLocal 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, cuda, gpu. No Cloudflare deployment signal detected.

Compare

Skyvern-AI/skyvern leads this context

JSON
ProjectStarsAgentLocalCloudflareScore
FennelFetish/qapyq163NoYesNo54
Skyvern-AI/skyvern21,972NoYesNo88
ohdearquant/lionagi398YesYesNo70
Pipelex/pipelex685YesYesNo67