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← X Twitter Scraper

X Twitter Scraper — agentic threat model

5.8AIVSS 5.8 · Medium

The X Twitter Scraper acts as a high-utility data provisioning tool for external AI agents, presenting low direct autonomy but posing moderate supply-chain risks if downstream agents ingest poisoned or manipulated social media data.

OWASP AIVSS score rationale

AIVSS = (CVSS_Base + AARS) × Mitigation_Factor, where AARS = (10 − CVSS_Base) × (Factor_Sum / 10) × ThM
CVSS base 5.3AARS uplift 0.85Factor sum 1.8/10Threat ×1.0Mitigation ×0.95
Autonomy of Action
0.10
Goal-Driven Planning
0.10
Self-Modification
0.00
Dynamic Tool Use
0.20
Persistent Memory
0.10
Contextual Awareness
0.20
Dynamic Identity
0.10
Multi-Agent Interactions
0.50
Non-Determinism
0.30
Opacity & Reflexivity
0.20

Scored with the canonical OWASP AIVSS formula (AIVSS calculator reference); agentic risk factors estimated from the agent’s described capabilities.

MAESTRO 7-layer threat model

Per-layer threats for this agent. Layers tagged “not certain from listing” are general, caveated commentary where the public description didn’t pin that layer.

L1 · Foundation Models⚠ not certain from listing

Not certain from the listing — The scraper functions as an API and MCP tool provider; there is no mention of an internal foundation model being used for data parsing or synthesis.

L2 · Data Operations✓ mapped

Handles extensive social media data extraction (23 types). Main threats include data poisoning (scraping manipulated or bot-generated Twitter data) and potential privacy/compliance issues regarding scraped user profiles.

L3 · Agent Frameworks✓ mapped

Provides 2 MCP tools for integration with AI coding agents (e.g., Claude Code, Cursor). Threat includes insecure tool integration where downstream agents execute malicious commands based on unvalidated scraped content.

L4 · Deployment & Infrastructure✓ mapped

Exposes 120 REST API endpoints and supports HMAC webhooks. Vulnerable to API key exposure, webhook interception, and potential IP blocking or rate-limiting bypass failures by X/Twitter.

L5 · Evaluation & Observability⚠ not certain from listing

Not certain from the listing — No details are provided regarding logging, rate-limiting enforcement, drift detection, or guardrails on the scraped content returned to the agents.

L6 · Security & Compliance (cross-cutting)✓ mapped

Uses HMAC webhooks for secure real-time updates. However, there is no mention of compliance with Twitter's official terms of service, GDPR/CCPA for scraped personal profiles, or standard security certifications.

L7 · Agent Ecosystem✓ mapped

Designed to integrate with 40+ AI agents. A compromise or outage of this scraper could cause cascading failures or propagate poisoned data across an entire ecosystem of connected developer agents.

MAESTRO — the 7-layer agentic threat-modeling framework (Cloud Security Alliance / Ken Huang).

These scores are auto-generated from public information (the agent's own listing, docs, and repository) using the canonical OWASP AIVSS formula and the MAESTRO framework — an estimate for guidance, not a penetration test, audit, or certification. See the scoring methodology. Are you the vendor? Factual corrections are free.