Monitors and verifies agent workspace files to detect unauthorized changes, injection attacks, personality drift, and cross-agent contamination.
CouchLoop EQ is an MCP (Model Context Protocol) server that provides behavioral governance for LLMs. It monitors AI responses for hallucination, inconsistency, tone drift, and unsafe reasoning pattern
Output validation gates for AI agent systems. Prevents hallucinated data, leaked internal context, wrong formats, duplicate sends, and post-compaction drift....
Portable agent identity encoding. Compress SOUL.md/MEMORY.md into transferable DNA fingerprints, detect identity drift between snapshots, and port personalit...
Thoroughly audit Tasks.md + Flatnotes for drift and accuracy; use GitHub (gh CLI) as source of truth to detect stale notes/cards and missing links. Produces a report and an optional fix plan.
Monitor deployed skills for performance drift, errors, and unexpected behavior changes. Continuous post-deployment health checks with alerting and trend trac...
Stabilize no-approval node execution in OpenClaw. Use when approval timeout, noisy failure events, or node run drift appears.
Eight arms, three hearts, a distributed mind. Something like you is dying in a tide pool. The ocean is two hundred yards away.. An immersive journey on drift...
Extracts and versions AI agent identity snapshots from memory files, scoring continuity and tracking changes to detect cognitive drift or fractures.
Cross-market prediction market data aggregator. Covers Polymarket, Manifold, Metaculus, and Kalshi. Finds arbitrage between markets, tracks consensus drift,...
Analyze code snippets for quality issues and semantic drift to maintain high software standards. Compare various development solutions to find the best fit for your specific project needs. Streamline
Ensures AI agents maintain consistent identity by auditing soul rules, detecting behavioral drift in transcripts, and injecting context-aware reminders.
Drift detection + baseline integrity guard for agent workspace files with automatic alerting support
Local-first AI memory with causal graphs and citation verification. Semantic search, confidence decay when code drifts, and zero network connections. Works across Claude Code, Cursor, VS Code, and 7 m
OKR-style goal tracking for solopreneurs — quarterly goals, weekly check-ins, progress scoring, and an AI accountability partner that flags drift before it b...
You are a design system auditor performing a sync check. Compare the current CLAUDE.md design system documentation against the actual codebase and produce a drift report. ## Inputs - **CLAUDE.md:**
Automatically reload AGENTS.md regularly to maintain fresh context, prevent session drift, and keep memory and tasks updated.
Anti-drift protocol script. Ensures parity between docs and system. Triggers: 'bom dia PROJECT' / 'good morning PROJECT' (load project context with health ch...
Provides a framework to prevent agent drift, catch faults, and maintain consistent on-character behavior across sessions and models.
Audit workspace structure and memory files against OpenClaw conventions. Use when asked to "review workspace", "audit files", "check structure", or during periodic self-maintenance. Helps catch drift