Lightweight, local-first memory for AI agents. Hybrid vector + BM25 search, LLM-powered fact extraction, zero infrastructure — just pip install.
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Updated
Apr 2, 2026 - Python
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
Re-identification risk assessment that computes k-anonymity, l-diversity, and HIPAA Safe Harbor compliance on a dataset.
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.
Generate a CycloneDX SBOM directly from an unpacked firmware root filesystem and flag components with known CVEs and EOL kernels.
DISA STIG checker + NIST 800-53 RMF mapper + POAM emitter
MCP server hardening linter — capability declarations, transport, tool descriptions
Replay, fuzz, and assert on CAN bus traffic from a .pcap or SocketCAN interface with a tiny YAML DSL.
DISA STIG-aligned osquery configs + RMF mapper
Sniff and decode BLE GATT traffic, fingerprint device profiles, and assert on insecure pairing/characteristics in CI against a capture.
Diff two firmware images and surface exactly what changed: new binaries, flipped config flags, added certs, and shifted entropy regions.
Audit UEFI firmware dumps for missing Secure Boot keys, unsigned modules, S3 boot-script vulns, and known SMM threats.
Scan firmware blobs and filesystem dumps for hardcoded private keys, API tokens, default creds, and weak RSA/ECC material.
AIS vessel tracking & sanctions-evasion anomaly detection
Validate OTA update packages end-to-end: signature chains, rollback protection, anti-downgrade counters, and delta-patch integrity.
Summarize flows/talkers/protocols from a pcap text export
Self-hosted password cracking queue — multi-user hashcat with audit log
Scan Terraform plans/configs for misconfigurations
SOC 2 evidence collector and control tracker, self-hosted
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