ancc

Detects and obfuscates sensitive data before it reaches AI systems — clipboard, CLI, and MCP server

A spectral ClickHouse analyzer that tracks which tables are actually used and by whom. Maps queries to IPs/K8s services, flags dead tables and orphaned MVs, and helps keep your cluster clean and intentional.

Reasoning hygiene layer for Claude Code — see what fills your context, what it costs, cut what no longer matters

Attention-first infrastructure monitoring. Shows only what matters right now — stays silent otherwise.

Attention-first Kubernetes analysis for incidents, cost, and capacity — deterministic by default, AI-assisted when useful.

Lightweight Kubernetes deployment monitor with REST API

PostgreSQL Prometheus metrics exporter — pulse check for Patroni clusters

Cross-cloud IAM auditor — finds unused, over-permissioned, and stale identities across AWS and GCP

GCP resource waste auditor — finds idle, orphaned, and oversized resources

Local-only signal extractor for noisy information streams. Telegram, RSS, Reddit sources. Deterministic keyword scoring, no ML. Terminal-first digest.

Container registry waste auditor — finds stale, untagged, and oversized images in AWS ECR and GCP Artifact Registry

A heartbeat monitor for Apache Airflow — polls REST API and metadata DB, exposes Prometheus metrics, fires alerts

GitHub Actions waste auditor

Ephemeral log mirror for Kubernetes — capture, replay, and analyze with a live TUI

ANCC validator — verify CLI tools follow the Agent-Native CLI Convention

A heartbeat monitor for MongoDB — polls serverStatus, exposes 65 Prometheus metrics, detects query regressions, unused indexes, election storms, and connection exhaustion

Semantic-preserving editor for reasoning intent

Attach proof, not vibes - cited mail delivery receipts from Postfix logs. An ANCC demo.