Lightweight, local-first memory for AI agents. Hybrid vector + BM25 search, LLM-powered fact extraction, zero infrastructure — just pip install.

C2 server fingerprinter — Cobalt Strike, Sliver, Mythic, Havoc, Brute Ratel

Analyze an ADS-B feed/CSV for anomalies: callsign spoofing, squawk 7500/7600/7700, and unusual loiter patterns.

Re-identification risk assessment that computes k-anonymity, l-diversity, and HIPAA Safe Harbor compliance on a dataset.

Scan firmware blobs and filesystem dumps for hardcoded private keys, API tokens, default creds, and weak RSA/ECC material.

Audit UEFI firmware dumps for missing Secure Boot keys, unsigned modules, S3 boot-script vulns, and known SMM threats.

Token and cost counter / budgeter for LLM apps, CI-ready

DISA STIG-aligned osquery configs + RMF mapper

DISA STIG checker + NIST 800-53 RMF mapper + POAM emitter

MCP server hardening linter — capability declarations, transport, tool descriptions

Model your sales pipeline as a YAML state machine and compute conversion rates, stage velocity, and weighted forecast straight from CRM exports.

Spin up a high-interaction Modbus/DNP3 ICS honeypot that logs attacker register reads/writes as structured JSON.

Run simple YARA-style string/regex rules over a directory

Validate OTA update packages end-to-end: signature chains, rollback protection, anti-downgrade counters, and delta-patch integrity.

AIS vessel tracking & sanctions-evasion anomaly detection

Generate a CycloneDX SBOM directly from an unpacked firmware root filesystem and flag components with known CVEs and EOL kernels.

Self-hosted password cracking queue — multi-user hashcat with audit log

Summarize flows/talkers/protocols from a pcap text export

Replay, fuzz, and assert on CAN bus traffic from a .pcap or SocketCAN interface with a tiny YAML DSL.

GSA Schedule opportunity surveyor — SAM.gov + eBuy + FedConnect