Project Knowledge

mozilla/firefox-devtools-mcp

Use mozilla/firefox-devtools-mcp when the user needs a mcp server project with docker, library-only, local deployment options.

TypeProject / implementation

Difficultybeginner

LanguageTypeScript

LicenseNOASSERTION

TL;DR

Use mozilla/firefox-devtools-mcp when the user needs a mcp server project with docker, library-only, local deployment options.

Install

Run with Docker using the repository's container instructions.

Good For

connect agents to tools

expose APIs through MCP

bootstrap MCP integrations

Not Good For

edge-only Cloudflare Workers deployment without adaptation

users expecting a complete hosted product

front-end apps

Git.Top Score87/100

Agent Score68/100

Maintenance65

Stability100

Quality28/100

Best Use

connect agents to tools

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, library_only, local

Git.Top did not classify this as Cloudflare-ready. Evidence: No Cloudflare deployment signal detected.

Best Alternative

koala73/worldmonitor: docker, vercel

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

Confidence

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

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

Freshness

Repo 2026-08-11; metrics 2026-08-11

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-08-11T09:18:28.503Z

Metrics calculated2026-08-11T09:18:28.503Z

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: No Cloudflare deployment signal detected.

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

koala73/worldmonitorUse koala73/worldmonitor when the user needs a mcp server project with docker, vercel, serverless deployment options.

can1357/oh-my-piUse can1357/oh-my-pi when the user needs a mcp server project with docker, local, cloud deployment options.

danny-avila/LibreChatUse danny-avila/LibreChat when the user needs a mcp server project with docker, local, cloud deployment options.

upstash/context7Use upstash/context7 when the user needs a mcp server project with vercel, serverless, library-only deployment options.

ruvnet/rufloUse ruvnet/ruflo when the user needs a mcp server project with docker, kubernetes, library-only deployment options.

Related Projects

Adjacent ecosystem projects

JSON

achiya-automation/safari-mcpUse achiya-automation/safari-mcp when the user needs a mcp server project with docker, library-only, local deployment options. Shared mcp server category and docker deployment context.

vshulcz/deja-vuUse vshulcz/deja-vu when the user needs a mcp server project with docker, library-only, local deployment options. Shared mcp server category and docker deployment context.

IvanMurzak/Godot-MCPUse IvanMurzak/Godot-MCP when the user needs a mcp server project with docker, library-only, local deployment options. Shared mcp server category and docker deployment context.

nirholas/XActionsUse nirholas/XActions when the user needs a mcp server project with docker, cloudflare, serverless deployment options. It is marked Cloudflare-ready. Shared mcp server category and docker deployment context.

risa-labs-inc/BossConsoleUse risa-labs-inc/BossConsole when the user needs a mcp server project with docker, kubernetes, library-only deployment options. Shared mcp server category and docker deployment context.

vstorm-co/pydantic-deepagentsUse vstorm-co/pydantic-deepagents when the user needs a mcp server project with docker, library-only, local deployment options. Shared mcp server 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: highMatched "model context protocol" in metadata. Matched "mcp" in metadata.

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

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

Cloudflare Ready: highNo Cloudflare deployment signal detected. No wrangler.toml found in inspected repository files.

Compare

koala73/worldmonitor leads this context

JSON

ProjectStarsAgentLocalCloudflareScore

mozilla/firefox-devtools-mcp342NoYesNo68

koala73/worldmonitor82,096YesYesNo92

can1357/oh-my-pi25,030YesYesNo86

danny-avila/LibreChat42,054NoYesNo87