doberman-core
https://github.com/dobermancore/doberman-core
Python
Your AI's guard dog. Doberman sits at runtime, gating every input, output and tool call to stop unsafe or unintended actions before they execute.
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- Issues
- Optional [perplexity] extra: reference windowed scorer for the statistical OOD channel (OT.4)
- Basic ambient collectors: inline tailer + validated JSONL drop-in, with docs/AMBIENT.md (FM.3)
- research: what does a screen reader announce for the AUTH approval dialog?
- qa: a guided tour of the new UX - put seven fresh improvements through their paces (no code required)
- serve.py's initialize/handshake dependency is a version-gated breaking change under MCP 2026-07-28 (SEP-2575)
- qa: live-test the secret-egress taint floor under Codex with neutral phrasing
- Codex host fails open when its own hook layer crashes: detect, document, contain
- Prove parity cell: approvals single-use and action-bound on OpenClaw
- subjective: decay stale revealed-preference weights toward the declared preset
- Make the algebra version real: stamp ALGEBRA_VERSION, persist the classified algebra per decision, fail conservative on mismatch
- Docs
- Python not yet supported