Project Knowledge

samugit83/redamon

Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.

llm_evalagentic-aiaicybersecurityethical-hackingethical-hacking-toolsexploitationmetasploitosint
TypeProject / implementation
Difficultybeginner
LanguagePython
LicenseMIT

TL;DR

Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.

Use samugit83/redamon when the user needs a llm eval project with docker, local, cloud deployment options.

Install

Run with Docker using the repository's container instructions.

dockerlocalcloud

Good For

evaluate LLM outputs
benchmark prompts and agents
track model quality

Not Good For

edge-only Cloudflare Workers deployment without adaptation
production inference serving
end-user chat apps
Git.Top Score89/100
Agent Score69/100
Maintenance66
Stability100
Quality34/100

Best Use

evaluate LLM outputs

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, local, cloud

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

Best Alternative

strands-agents/evals: library_only, local

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 synced2026-07-06T18:00:24.271Z
Metrics calculated2026-07-06T18:00:24.271Z

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, postgres, filesystem.

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
strands-agents/evalsUse strands-agents/evals when the user needs a llm eval project with library_only, local, cloud deployment options.
comet-ml/opikUse comet-ml/opik when the user needs a llm eval project with docker, cloudflare, serverless deployment options.
Arize-ai/phoenixUse Arize-ai/phoenix when the user needs a llm eval project with docker, vercel, serverless deployment options.
confident-ai/deepevalUse confident-ai/deepeval when the user needs a llm eval project with library_only, local, cloud deployment options.
Giskard-AI/giskard-ossUse Giskard-AI/giskard-oss when the user needs a llm eval project with library_only, local, cloud deployment options.

Related Projects

Adjacent ecosystem projects

JSON
promptfoo/promptfooUse promptfoo/promptfoo when the user needs a llm eval project with docker, library_only, local deployment options. Shared llm eval category and docker deployment context.
strands-agents/evalsUse strands-agents/evals when the user needs a llm eval project with library_only, local, cloud deployment options. Shared llm eval category and local deployment context.
huggingface/text-embeddings-inferenceUse huggingface/text-embeddings-inference when the user needs a llm eval project with docker, serverless, local deployment options. Shared llm eval category and docker deployment context.
EricLBuehler/mistral.rsUse EricLBuehler/mistral.rs when the user needs a llm eval project with docker, kubernetes, library_only deployment options. Shared llm eval category and docker deployment context.
ianarawjo/ChainForgeUse ianarawjo/ChainForge when the user needs a llm eval project with docker, library_only, local deployment options. Shared llm eval category and docker deployment context.
modelscope/evalscopeUse modelscope/evalscope when the user needs a llm eval project with docker, library_only, local deployment options. Shared llm eval category and docker deployment context.

Deploy

Supported deployment paths

dockerlocalcloud

Compatible With

Inferred dependencies and protocols

LLM provider

Use Cases

Where agents should consider it

evaluate LLM outputsbenchmark prompts and agentstrack model quality

Classification Evidence

Why Git.Top categorized this project

Full JSON
Category: lowNo evidence recorded.
Deployment: highFound Docker configuration file. 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, postgres, filesystem. No Cloudflare deployment signal detected.

Compare

comet-ml/opik leads this context

JSON
ProjectStarsAgentLocalCloudflareScore
samugit83/redamon2,155YesYesNo69
strands-agents/evals153YesYesNo67
comet-ml/opik20,357NoYesYes90
Arize-ai/phoenix10,415YesYesNo88