Behavioral Fingerprint
Tracks agent behavior patterns over time to detect drift from baseline.
Features
Everything TrustScope does.
27 detection engines, Agent DNA behavioral profiling, 9 integration paths, and one runtime governance platform.
Detection matrix
Grouped by control layer so buyers can quickly map capability depth to tier.
| Engine | What it detects | Tier | Action mode |
|---|---|---|---|
Monitor Foundation (15) CPU/regex runtime controls available from Monitor tier upward. | |||
| Loop Killer | Infinite loops and recursive patterns | Monitor+ | Alert + block |
| Velocity Monitor | Request rate and burst patterns | Monitor+ | Alert + block |
| Cost Velocity | Rapid cost increases | Monitor+ | Alert + block |
| Budget Caps | Spending limit enforcement | Monitor+ | Alert + block |
| Token Growth | Token usage growth over time | Monitor+ | Alert |
| Context Expansion | Context window abuse | Monitor+ | Alert |
| Oscillation Detector | A-B-A-B behavioral patterns | Monitor+ | Alert |
| Error Rate | Error frequency and patterns | Monitor+ | Alert |
| Session Duration | Unusually long sessions | Monitor+ | Alert |
| Session Action Limit | Actions per session caps | Monitor+ | Alert + block |
| Secrets Scanner | 60 patterns: API keys, tokens, DB URLs | Monitor+ | Alert + block |
| Command Firewall | 56 dangerous command patterns | Monitor+ | Alert + block |
| Blocked Phrases | Custom phrase blocklist | Monitor+ | Alert + block |
| Prompt Injection | 57 patterns across 8 categories | Monitor+ | Alert + block |
| Jailbreak Detector | 46 patterns across 6 categories | Monitor+ | Alert + block |
Protect Layer (+5) Cloud-assisted controls for contextual risk routing and stronger blocking. | |||
| Action Label Mismatch | Safe labels hiding destructive content | Protect+ | Alert |
| PII Scanner | 90 patterns: SSN, email, phone, IDs | Protect+ | Alert + redact + block |
| Toxicity Filter | 6 keyword categories | Protect+ | Alert + block |
| Hate Speech Detector | AI-powered hate speech detection | Protect+ | Alert + block |
| Data Exfiltration | Data extraction attempts | Protect+ | Alert + block |
Enforce Layer (+7) AI-powered controls for advanced runtime reasoning, bias detection, and migration risk checks. | |||
| Semantic Firewall | AI-powered intent analysis | Enforce+ | Alert + block |
| Hallucination Detector | Fact verification against sources | Enforce+ | Alert + approval gates |
| Reasoning Drift | Logical inconsistencies | Enforce+ | Alert |
| A2A Depth | Agent-to-agent delegation depth limits | Enforce+ | Alert + block |
| Tool Parameter Validator | Tool call parameter validation | Enforce+ | Alert + block |
| Reasoning Quality Monitor | Reasoning chain quality checks | Enforce+ | Alert |
| Bias Monitor | Aggregate fairness and bias pattern detection | Enforce+ | Alert |
Agent DNA behavioral profiling
Aggregate behavioral analysis that runs across traces, not on individual requests.
Fairness Strand
Detects systemic bias across outputs. AIUC-1 C003 coverage for aggregate bias patterns.
Migration Drift
Compares baseline vs candidate agent behavior during model changes.
Integration paths
| Method | Setup | Best for |
|---|---|---|
| Gateway proxy | export OPENAI_BASE_URL=https://api.trustscope.ai/gateway | Zero-code rollout in existing apps |
| Python SDK | pip install trustscope + decorators/callbacks | Deep per-agent policy control (Python) |
| Node SDK | npm install @trustscope/sdk + middleware hooks | Deep per-agent policy control (Node) |
| MCP server | npx @trustscope/mcp-server | IDE-native governance in Claude, Cursor, VS Code |
| CLI | npx trustscope scan <file> | CI/CD pipeline checks and local analysis |
| Webhook listener | POST https://api.trustscope.ai/ingest/webhook | Existing event-driven architectures |
| Log shipper (Fluentd / Vector) | Sidecar or agent config | High-volume log pipelines |
| SIEM forwarding | Splunk, Datadog, or Elastic output plugin | SOC integration and centralized monitoring |
| Batch trace import | JSON, JSONL, CSV, TSV, HAR, OTel | Offline and historical analysis |
Platform capabilities
Know
- 27-engine runtime visibility
- Agent DNA fingerprinting + drift detection
- Session replay and forensic trace context
- Cost and exposure telemetry by agent/model
Control
- Policy modes: simulate, alert, block
- Inline redaction and command restrictions
- Human-approval gates for high-risk actions
- Fail-open architecture with explicit controls
Prove
- Signed, tamper-evident evidence receipts
- Hash-chained history with long retention
- Framework exports: AIUC-1, NIST, ISO, SOC 2, EU AI Act
- Govern-tier underwriting and audit workflows
See it on your own data.
Run local analysis first, then move to continuous governance.