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WhatCodeDebutfirecrawl-cli
Risk gradeDD · High risk signals Based on public adoption and transparency signals as of Oct 30, 2026. Our opinion, not a code audit or security guarantee.DD · High risk signals Based on public adoption and transparency signals as of Oct 30, 2026. Our opinion, not a code audit or security guarantee.
TypeApp connectorApp connector
Est. context load~700 tokens / turn (~4 tool schemas, 0.35% of 200k context)~1.3k tokens / turn (~7 tool schemas, 0.63% of 200k context)
GitHub stars—676
Weekly npm downloads—30.6k
Local filesNo local folder access notedNo local folder access noted
Command executionNo shell command runner notedRuns shell or system commands
Network reachLocal or standard API callsFetches arbitrary web URLs
CredentialsNo API token requiredRequires API key or token
Package sourceGitHub (kenil9630/codedebut-mcp)npm (firecrawl-cli)
Install commandSource repo onlynpx -y firecrawl-cli
Bottom lineSignal-based grade (1/7 points): public source code. This reflects adoption and transparency, not a code review.This tool can access any web page your API key permits, so attackers who steal your credentials could harvest sensitive data; also, tricky web pages could mislead your AI if content isn't validated.

Based on public adoption and transparency signals as of Oct 30, 2026. Our opinion, not a code audit or security guarantee.

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