DEVELOPERS

Governance from your first line of code.

One integration model, multiple entry points. Use gateway, SDK, MCP, CLI, or batch ingest and get the same governance outputs.

SETUP MODEL

Gateway proxy for zero-code routing
Python / Node SDKs for app-level control
MCP server for IDE-native workflows
CLI for scanning and CI/CD pipelines
Batch ingest for offline trace review

INTEGRATION PATHS

Change one environment variable

Point your existing OpenAI-compatible calls at TrustScope Gateway. No code changes required.

export OPENAI_BASE_URL=https://api.trustscope.ai/gateway
export TRUSTSCOPE_API_KEY=ts_live_abc123

If it makes LLM calls, TrustScope can govern it. Read quickstart →

CLI COMMANDS

One tool, eight commands.

CommandWhat it does
trustscope scanDetect ungoverned AI agents, hardcoded keys, missing audit trails
trustscope watchLocal proxy with loop detection, velocity limits, and cost caps
trustscope testRun prompts through PII, injection, jailbreak, and toxicity engines
trustscope checkRun a specific detection engine against input
trustscope tracesQuery trace history by agent, time range, or severity
trustscope replayReplay a trace through current policy evaluation
trustscope exportExport traces as JSON, CSV, or Parquet
trustscope initGenerate .trustscope.yaml and optional CI workflow

Supports GitHub Actions and GitLab CI. Full CLI reference →

MCP SUPPORT

Governance tools in every editor.

Claude Desktop
Cursor
VS Code + Continue
Windsurf

Seven tools: policy check, audit logging, detection, trace query, human approval, compliance status, and agent DNA. MCP setup guide →

FRAMEWORK SUPPORT

LangChain
CrewAI
AutoGen
LlamaIndex
OpenAI Agents SDK
Google ADK
Semantic Kernel
Direct API

WHAT YOU GET

27 Detection Engines

15 CPU/regex + 5 cloud + 7 AI-powered across Monitor/Protect/Enforce.

Real-time Blocking

Policy modes for simulate, alert, and block with fail-open controls.

Agent DNA Fingerprinting

Behavioral baselines, drift detection, tool signatures, and prompt fingerprints.

Immutable Audit Trail

Every governed action gets a signed receipt with hash chain position and optional timestamp anchoring.

Session Replay

Reconstruct full request journeys for debugging and incident response.

Compliance Exports

AIUC-1, NIST AI RMF, ISO 42001, SOC 2, EU AI Act evidence mapping.

OPEN SOURCE

CLI is Apache-2.0 licensed

Inspect the code, run local checks, and integrate into your own toolchain with no black boxes.

View CLI repository

Developer Handbook

Repository map, local development setup, environment variables, deployment runbook, and go-live checklist.

Open Handbook

Start with Monitor. Upgrade when you need enforcement.

Free. No credit card required.