github.com / pipeboard-co

pipeboard-co/meta-ads-mcp

Python·109 files·commit 2ef198e·scanned 3d ago·cached ✓

25/100

LOW RISK

Minor findings consistent with the project type. Nothing reachable from install hooks.

score capped at 25 — 1,190 stars — findings likely legitimate code patterns

verdict accurate?

threat-state: lowlive

FINDINGS ░▒▓

infoSuspicious files are not reachable from entry pointsFlagged files exist but are not imported by any entry point. They may be dead code, tests, or attack payloads triggered by another mechanism.+2

warningHigh-entropy string literalsFound 11 long strings with high Shannon entropy. This is common in obfuscated payloads that hide URLs, keys, or bytecode.meta_ads_mcp/core/ads.py+3

warningHigh-entropy string literalsFound 25 long strings with high Shannon entropy. This is common in obfuscated payloads that hide URLs, keys, or bytecode.meta_ads_mcp/core/adsets.py+3

warningHigh-entropy string literalsFound 12 long strings with high Shannon entropy. This is common in obfuscated payloads that hide URLs, keys, or bytecode.meta_ads_mcp/core/api.py+3

infoAuthor has no other public repositoriesGitHub user "dependabot[bot]" has no other public repositories, common for burner accounts used in scams.+2

Scores are heuristics. A “safe” verdict means no known-malicious patterns were found — clever malware can look boring. Wrong verdict? Flag it above; confirmed false positives become regression tests.

88 files scanned @ 2ef198e | 8/21/2026 | heuristic scan — always review manually

risk by category

code execution2

network & exfiltration0

file system access0

obfuscation15

supply chain2

owasp / injection0

telemetry

files 88/109rules hit 5engine v5commit 2ef198e

github

pipeboard-co/meta-ads-mcp

Meta Ads (Facebook/Instagram) MCP server for Claude, ChatGPT, Perplexity & Cursor — the Meta node of Pipeboard’s 5-platform family (+ Google, TikTok, Snap, Reddit). Hosted remote MCP, badged Meta Business Partner, free plan — no self-hosting required.

Python

1190

271

500d

109 files

88 scanned(81%)

2ef198e

architecture░▒▓

entry (0) flagged (19) pkg (52)

138 nodes · 428 edgesscroll to zoom · click node to jump to finding