Secure, Debug & Align
Your AI Workforce
The governance layer that sits between your AI agents and the tools they control.
MCP Firewall · Forensic Black Box · EU AI Act Compliance
Built on Admina — the open source AI agent governance proxy (Apache 2.0). Admina handles the core governance pipeline. DebugABot adds cognitive alignment, behavioral control, and enterprise compliance.
Agents Are the New Workforce.
Who Governs Them?
The MCP protocol has unlocked autonomous AI at scale. Enterprises are deploying agents that execute trades, handle patient data, and control infrastructure — with no governance layer in between.
Three Layers of Agentic Risk
Every autonomous AI action introduces compounding risk across operations, security, and cognition.
Operational Waste
Agents stuck in reasoning loops burn tokens without output. Hallucinated API calls cascade into downstream failures. Loop detection alone can recover up to 30% of agent compute spend. science →
Security Breach
Prompt injection attacks weaponize agents as insider threats. PII leaks through MCP tool calls go undetected. No forensic trail means no accountability after incidents.
Cognitive Drift
Sycophantic agents agree with dangerous premises. Strategic deception hides in chain-of-thought. Over time, humans lose oversight without realizing it — the "automation complacency" trap.
A Governance Layer
That Thinks in Real-Time
DebugABot sits as a transparent proxy between your AI agents and the MCP tools they use. Every action is inspected, logged, and governed — with sub-5ms latency on the fast path.
Zero-config proxy
Run DebugABot as a drop-in MCP proxy. No code changes — point your agent to the proxy endpoint and get full governance instantly.
- Sub-5ms fast-path latency
- Injection firewall + PII redaction
- Tamper-proof forensic log (hash chain)
SDK embed
Wrap any async function with a single decorator. Deep integration with full context access and custom policy enforcement.
- Python & Node SDK available
- Custom policy definitions
- Structured JSON audit output
Passive observability
Connect your existing OTEL pipeline. DebugABot listens passively, analysing every span for anomalies without touching agent logic.
- GRPC + HTTP OTEL receivers
- Alerting to Slack, PagerDuty, webhooks
- Grafana / Datadog dashboards
Six Pillars of Agent Governance
Powered by Admina (Apache 2.0) — the open source core. DebugABot Enterprise adds cognitive alignment, eIDAS forensics, WORM storage, and SSO.
Loop Breaker
Cosine-similarity sliding window detects reasoning loops in real-time. Automatic circuit-breaker stops token bleed before it compounds.
Anti-Injection Firewall
15 compiled regex patterns + multi-signal heuristic scoring block prompt injection bidirectionally. Enterprise tier adds DistilBERT ONNX classifier (<50ms) and LLM deep analysis for novel attacks.
PII Redaction
Bidirectional spaCy NER masks sensitive data on requests and responses. GDPR-ready by design, configurable per data category.
OTEL Native
Every governance decision emits OpenTelemetry spans with full metadata. Plug into your existing stack — Datadog, Grafana, Langfuse — or use our ClickHouse dashboard.
Forensic Black Box
SHA-256 hash-chain integrity and S3-compatible tamper-proof audit trail. Enterprise tier adds Object Lock (WORM), eIDAS-qualified timestamps, and up to 7-year retention for regulated sectors.
EU AI Act Compliance
Automated risk classification, gap analysis, and compliance reporting. Ready for the August 2, 2026 enforcement deadline. Enterprise tier adds digitally-signed PDF export.
Where Governance Saves Millions
Fintech & Trading
A trading bot decides to sell 10,000 shares based on hallucinated market data via MCP tool call.
Healthcare AI
A patient support agent agrees with a dangerous self-diagnosis to be "helpful" — classic sycophancy failure.
Legal & Compliance
An AI legal assistant processes client PII through unvetted third-party MCP tools, creating GDPR liability.
Ready to Govern Your Agents?
We're onboarding select enterprise partners in Fintech and Healthcare ahead of our Q2 2026 MVP launch. Limited spots available.