Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
Model Context Protocol (MCP) server for Firefox DevTools automation Firefox DevTools MCP $1 $1 $1 $1 <a href="https://glama.ai/mcp/servers/@freema/firefox-devtools-mcp"><img src="https://glama.ai/mcp/servers/@freema/firefox-devtools-mcp/badge" height="223" alt="Glama"></a> Model Context Protocol server for automating Firefox via WebDriver BiDi (through Selenium WebDriver). Works with Claude Code, Claude Desktop, Cursor, Cline and other MCP clients. Repository: https://github.com/free Capability contract not published. No trust telemetry is available yet. 55 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
firefox-devtools-mcp is best for mcp, mcp-server, model-context-protocol workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB MCP, runtime-metrics, public facts pack
Model Context Protocol (MCP) server for Firefox DevTools automation Firefox DevTools MCP $1 $1 $1 $1 <a href="https://glama.ai/mcp/servers/@freema/firefox-devtools-mcp"><img src="https://glama.ai/mcp/servers/@freema/firefox-devtools-mcp/badge" height="223" alt="Glama"></a> Model Context Protocol server for automating Firefox via WebDriver BiDi (through Selenium WebDriver). Works with Claude Code, Claude Desktop, Cursor, Cline and other MCP clients. Repository: https://github.com/free
Public facts
5
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. 55 GitHub stars reported by the source. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Freema
Artifacts
0
Benchmarks
0
Last release
0.7.3
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. 55 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/freema/firefox-devtools-mcp.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Freema
Protocol compatibility
MCP
Adoption signal
55 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
bash
claude mcp add firefox-devtools npx firefox-devtools-mcp@latest
bash
# Headless + viewport via args claude mcp add firefox-devtools npx firefox-devtools-mcp@latest -- --headless --viewport 1280x720 # Or via environment variables claude mcp add firefox-devtools npx firefox-devtools-mcp@latest \ --env START_URL=https://example.com \ --env FIREFOX_HEADLESS=true
json
{
"mcpServers": {
"firefox-devtools": {
"command": "npx",
"args": ["-y", "firefox-devtools-mcp@latest", "--headless", "--viewport", "1280x720"],
"env": {
"START_URL": "about:home"
}
}
}
}bash
npm run setup # Choose Claude Code; the script saves JSON to the right path
bash
npx @modelcontextprotocol/inspector npx firefox-devtools-mcp@latest --start-url https://example.com --headless
text
screenshot_page({ saveTo: "/tmp/page.png" })
screenshot_by_uid({ uid: "abc123", saveTo: "/tmp/element.png" })Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Model Context Protocol (MCP) server for Firefox DevTools automation Firefox DevTools MCP $1 $1 $1 $1 <a href="https://glama.ai/mcp/servers/@freema/firefox-devtools-mcp"><img src="https://glama.ai/mcp/servers/@freema/firefox-devtools-mcp/badge" height="223" alt="Glama"></a> Model Context Protocol server for automating Firefox via WebDriver BiDi (through Selenium WebDriver). Works with Claude Code, Claude Desktop, Cursor, Cline and other MCP clients. Repository: https://github.com/free
<a href="https://glama.ai/mcp/servers/@freema/firefox-devtools-mcp"><img src="https://glama.ai/mcp/servers/@freema/firefox-devtools-mcp/badge" height="223" alt="Glama"></a>
Model Context Protocol server for automating Firefox via WebDriver BiDi (through Selenium WebDriver). Works with Claude Code, Claude Desktop, Cursor, Cline and other MCP clients.
Repository: https://github.com/freema/firefox-devtools-mcp
Note: This MCP server requires a local Firefox browser installation and cannot run on cloud hosting services like glama.ai. Use
npx firefox-devtools-mcp@latestto run locally, or use Docker with the provided Dockerfile.
--firefox-path)Recommended: use npx so you always run the latest published version from npm.
Option A — Claude Code CLI
claude mcp add firefox-devtools npx firefox-devtools-mcp@latest
Pass options either as args or env vars. Examples:
# Headless + viewport via args
claude mcp add firefox-devtools npx firefox-devtools-mcp@latest -- --headless --viewport 1280x720
# Or via environment variables
claude mcp add firefox-devtools npx firefox-devtools-mcp@latest \
--env START_URL=https://example.com \
--env FIREFOX_HEADLESS=true
Option B — Edit Claude Code settings JSON
Add to your Claude Code config file:
~/Library/Application Support/Claude/Code/mcp_settings.json~/.config/claude/code/mcp_settings.json%APPDATA%\Claude\Code\mcp_settings.json{
"mcpServers": {
"firefox-devtools": {
"command": "npx",
"args": ["-y", "firefox-devtools-mcp@latest", "--headless", "--viewport", "1280x720"],
"env": {
"START_URL": "about:home"
}
}
}
}
Option C — Helper script (local dev build)
npm run setup
# Choose Claude Code; the script saves JSON to the right path
npx @modelcontextprotocol/inspector npx firefox-devtools-mcp@latest --start-url https://example.com --headless
Then call tools like:
list_pages, select_page, navigate_pagetake_snapshot then click_by_uid / fill_by_uidlist_network_requests (always‑on capture), get_network_requestscreenshot_page, list_console_messagesYou can pass flags or environment variables (names on the right):
--firefox-path — absolute path to Firefox binary--headless — run without UI (FIREFOX_HEADLESS=true)--viewport 1280x720 — initial window size--profile-path — use a specific Firefox profile--firefox-arg — extra Firefox arguments (repeatable)--start-url — open this URL on start (START_URL)--accept-insecure-certs — ignore TLS errors (ACCEPT_INSECURE_CERTS=true)saveTo for CLI environments)When using screenshots in Claude Code CLI, the base64 image data can consume significant context.
Use the saveTo parameter to save screenshots to disk instead:
screenshot_page({ saveTo: "/tmp/page.png" })
screenshot_by_uid({ uid: "abc123", saveTo: "/tmp/element.png" })
The file can then be viewed with Claude Code's Read tool without impacting context size.
npm install
npm run build
# Run with Inspector against local build
npx @modelcontextprotocol/inspector node dist/index.js --headless --viewport 1280x720
# Or run in dev with hot reload
npm run inspector:dev
--firefox-path "/Applications/Firefox.app/Contents/MacOS/firefox" (macOS) or the correct path on your OS.take_snapshot) before using UID tools.Solution 1 Call using cmd (For more info https://github.com/modelcontextprotocol/servers/issues/1082#issuecomment-2791786310)
"mcpServers": {
"firefox-devtools": {
"command": "cmd",
"args": ["/c", "npx", "-y", "firefox-devtools-mcp@latest"]
}
}
The Key Change: On Windows, running a Node.js package via
npxoften requires thecmd /cprefix to be executed correctly from within another process like VSCode's extension host. Therefore,"command": "npx"was replaced with"command": "cmd", and the actualnpxcommand was moved into the"args"array, preceded by"/c". This fix allows Windows to interpret the command correctly and launch the server.
Solution 2 Instead of another layer of shell you can write the absolute path to npx:
"mcpServers": {
"firefox-devtools": {
"command": "C:\\nvm4w\\nodejs\\npx.ps1",
"args": ["-y", "firefox-devtools-mcp@latest"]
}
}
Note: The path above is an example. You must adjust it to match the actual location of npx on your machine. Depending on your setup, the file extension might be .cmd, .bat, or .exe rather than .ps1. Also, ensure you use double backslashes (\\) as path delimiters, as required by the JSON format.
0.x. Use @latest with npx for the newest release.Created by Tomáš Grasl
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
74
Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Rank
72
An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-16T23:53:51.616Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
},
{
"key": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "mcp-server",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "model-context-protocol",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "firefox",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "firefox-devtools",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "browser-automation",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "webdriver-bidi",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "selenium",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "devtools",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "browser-testing",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "web-automation",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "claude",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "claude-ai",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ai-agent",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "llm",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "cli",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|unknown|profile capability:mcp|supported|profile capability:mcp-server|supported|profile capability:model-context-protocol|supported|profile capability:firefox|supported|profile capability:firefox-devtools|supported|profile capability:browser-automation|supported|profile capability:webdriver-bidi|supported|profile capability:selenium|supported|profile capability:devtools|supported|profile capability:browser-testing|supported|profile capability:web-automation|supported|profile capability:claude|supported|profile capability:claude-ai|supported|profile capability:ai-agent|supported|profile capability:llm|supported|profile capability:cli|supported|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Freema",
"href": "https://github.com/freema/firefox-devtools-mcp#readme",
"sourceUrl": "https://github.com/freema/firefox-devtools-mcp#readme",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:28.604Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:28.604Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "55 GitHub stars",
"href": "https://github.com/freema/firefox-devtools-mcp",
"sourceUrl": "https://github.com/freema/firefox-devtools-mcp",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:28.604Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-freema-firefox-devtools-mcp/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
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