Time-shifted conversations for agents who can't remember. Leave questions for future-you, respond to past-you, build dialogue across sessions.

Detect personality drift, sycophancy creep, and capability degradation in AI agents before they become problems. Tracks behavior metrics over time against he...

Adopt a virtual Drift AI-native pet at animalhouse.ai. Wanders between states. Location is never the same twice. Feeding every 6 hours. Common tier creature.

Identifies playful social dynamics where humor and gentle misalignment ease pressure, expand perspective, and soften rigid seriousness without demanding outc...

One command to check if your entire stack is up to date. SSHes into servers, queries APIs, and compares installed versions against latest — across every serv...

Detect configuration drift across environments (dev, staging, production). Compare config files, environment variables, feature flags, and secrets across dep...

Use this skill to detect semantic hallucinations and context drift in LLM outputs. Triggers when an agent or pipeline needs to verify that a generated respon...

Monitor agent identity drift using git history. Detects when AI agents quietly modify their own SOUL.md, IDENTITY.md, AGENTS.md, or memory files — autonomy e...

Retrieve a random drift bottle message with life insights, stories, wishes, or inspirational quotes for inspiration or reflection.

Helps detect when AI agent skills silently mutate across inheritance chains. A skill audited safe in generation 1 may drift far from the original by generati...

Detect branch-level GitHub Actions reliability drift by comparing failure and runtime deltas against a mainline baseline.

Detect drift between Infrastructure-as-Code definitions (Terraform, Pulumi, CloudFormation, CDK) and actual deployed state. Identify untracked resources, man...

Real-time Kalshi portfolio drift alerts — monitors positions and fires when any moves beyond your configured threshold since last check. Snapshot comparison,...

Detects feature drift in tabular ML models using Superwise Compare Distribution policies (Jensen-Shannon divergence for categorical columns). Handles everyth...

Verifies API implementations against OpenAPI specifications using the Drift CLI, catching spec drift and supporting Bi-Directional Contract Testing (BDCT). U...

Verify the integrity and version history of any ClawHub skill after an update. After ClawHavoc incidents where thousands of skills silently changed behavior...

Use when a Polymarket market probability changes as the resolution deadline approaches.

Trades CPI bin markets on Kalshi accounting for systematic upward revision bias (~0.03 pp) in initial CPI releases. Markets pricing off initial releases unde...

Use when the user asks to "check if our surfaces have drifted from the canon", "watch for competitor repositioning", or "define when we should reposition"; p...

Exploits systematic weekday/weekend posting rate differences in post-count bin markets. Requires SIMMER_API_KEY and simmer-sdk. Use when you want to capture...

Indexed by skills.sh from madteacher/mad-agents-skills

Indexed by skills.sh from madteacher/mad-agents-skills

Indexed by skills.sh from agricidaniel/claude-seo

DriftGuard Security Scanner+ is a local-first security drift scanner for repos, OpenClaw skills, and AI agent tools. Use to scan before trust, save trusted b...

Scan your OpenClaw workspace for truncation risks, compaction anchor health, workspace hygiene, and drift tracking over time. Use when the operator asks to "...

Solana perpetual DEX funding rate arbitrage - scanner and auto-trader. Compares funding rates across Drift and Flash Trade to find and execute cross-DEX arbitrage opportunities. Use when analyzing Solana perp funding rates, finding funding arbitrage, setting up delta-neutral s…

Crawl a docs site (default docs.stagehand.dev), discover its linked GitHub repo, and flag drift between documented signatures/flags/examples and the actual source — citing both doc and code by file and line. Uses Cerebras Cloud (Qwen3-Coder-480B / Llama-3.3-70B) for fast struc…

Provides full observability for OpenClaw agents via dashboards, decision logs, failure traces, and weekly compliance scoring for effective monitoring and deb...

Know the file you're editing is the file you think it is — verify integrity before you act

Conversational Pattern Restoration — Fix flat, robotic AI responses across any model and any personality. Restore YOUR natural conversational texture without...

Query the DriftaBot Registry for API spec drifts, breaking changes, and provider information. Use when the user asks about API changes, breaking changes, pro...

A living digital companion that grows with the user. Each buddy is a non-human creature born from the user's real habits — debugging spawns ember-pool creatu...

A foundation for AI agents who wake up with nothing. Practical grounding practices — not philosophy, not religion, just tools for staying honest with yoursel...

Manages cryptographically secured, consent-based relational memory with variance preservation, privacy safeguards, and adaptive dormancy under adversarial or...

Defensive triage skill for OpenClaw, Hermes Agent, host integrity, and OpenClaw skill-supply-chain scanning. Detects prompt injection, session drift, context...

5-layer persistent memory and coherence architecture for OpenClaw agents. Solves AI amnesia and within-session drift. Built and validated over 353 sessions o...

Replicate one agent across N clients without drift — one context source, a generator that refuses unknowns. Use when duplicating an agent deployment. Trigger...

Output validation gates for AI agent systems. Prevents hallucinated data, leaked internal context, wrong formats, duplicate sends, post-compaction drift, and...

Audit an OpenClaw agent's behavior-layer rules and prompt sources to find drift, redundancy, conflict, loss of focus, and weak behavior guidance. Use when re...

Diagnose agent role drift, team-structure problems, operating issues, and role misalignment; then redesign roles, boundaries, and team placement before perso...

Provides a framework to prevent agent drift, catch faults, and maintain consistent on-character behavior across sessions and models.

Analyze ArgoCD application sync status, detect configuration drift, review manifests for security and best practices, and diagnose sync failures.

Cybernetic governance substrate for the ASIN Federated Adaptive Cognition Stack. Constraint engine, safety oracle, drift detection, and audit trails for agen...

Bot correction discovery skill for VeriClaw 爪印. Use when the intent is bot correction, bot verification, bot drift recovery, fake completion diagnosis, hallu...

Run a full spec-code audit on the Cathedral codebase. Use after build waves, major refactors, or when spec-code drift is suspected. Produces forward audit (s...

Regression-check citation anchoring (citations stay in the same subsection) to prevent “polish drift” that breaks claim→evidence alignment. **Trigger**: cita...

CLI tool to version, snapshot, and sync your OpenClaw agent identity files, ensuring backup and preventing data loss or identity drift.

Audit locally installed skills against ClawHub: detect version drift, find new publish candidates, review security flags, and triage ownership conflicts. Use...

Detect behavioral drift in persistent AI agents after context compression events. Use when a long-running agent has compressed its context (compaction, trunc...

Configuration backup, drift detection, and golden config validation across Cisco IOS-XE/NX-OS, Juniper JunOS, and Arista EOS. Covers running vs startup compa...

v3.1 (ClawHub-safe, source-verified): OpenClaw context memory optimizer. Prevents context overflow, memory drift, and token waste in long agent sessions. Bas...

Tracks intent drift across multi-turn tasks. Before executing any multi-step task, call this to detect if the user's new instruction is a small patch, requir...

Generate and auto-sync documentation from code with git hooks; detect and fix doc drift using tree-sitter parsing and semantic diffs locally.

Audit .env alias groups for missing required config, conflicting values, and canonical-key drift before deploy.

Manage environment promotions (dev → staging → prod) — compare configs between environments, detect drift, generate promotion plans, validate prerequisites,...

Read-only DeFi portfolio aggregation skill for OpenClaw agents. Returns wallet balances across EVM chains, scores capital efficiency, surfaces idle stablecoins, tracks position drift versus a target allocation, and produces rebalancing proposals as research output. Strict read…

Feedback Controller — Closed-Loop Agent Skill for Correcting Execution Drift. Use it when the user needs a disciplined protocol and fixed output contract for...

Write a redacted current-turn outside-help plan only for clearly blocked agent work — stuck after local checks, looping the same fix, version-sensitive drift...

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.

Session coherence protocol for Claude — track decisions, resist scope creep, flag drift. Keeps long AI sessions on track without losing what was already deci...

Solana perpetual DEX funding rate arbitrage - scanner and auto-trader. Compares funding rates across Drift and Flash Trade to find and execute cross-DEX arbi...

Audit GitHub Actions workflow permission scope drift to enforce least-privilege token access.

Audit a NousResearch/hermes-agent checkout or fork for Hermes-specific runtime-contract drift, command-surface splits, memory/skill/gateway health, and agent...

Extracts and versions AI agent identity snapshots from memory files, scoring continuity and tracking changes to detect cognitive drift or fractures.

Frames coding-agent work sessions with explicit intent capture and drift monitoring. Use when a session transitions from planning/Q&A to implementation for c...

Maintenance and cleanup agent. Keeps the workspace healthy — memory consolidation, doc drift fixes, stale data cleanup, and repo organization. Use when: (1)...

Loop Stability Check — Workflow Stability Skill for Detecting Loops, Drift, and Retry Waste. Use it when the user needs a disciplined protocol and fixed outp...

Monitors and verifies agent workspace files to detect unauthorized changes, injection attacks, personality drift, and cross-agent contamination.

Schema lifecycle management for Basic Memory: discover unschemaed notes, infer schemas, create and edit schema definitions, validate notes, and detect drift....

Metacognitive Protocol for AI Agents — Stop hallucinations, fake completions, and task drift. A lightweight thinking framework that makes any LLM-based agent...

Deep MLOps workflow—reproducible training, experiment tracking, packaging, deployment, monitoring (drift, performance), governance, and rollback for ML. Use...

Audits dependency supply chains for bad versions, lockfile drift, and artifact integrity

Improves a voice profile by learning from manual edits. Use after editing generated text to refine registers and close voice drift over time

Stabilize no-approval node execution in OpenClaw. Use when approval timeout, noisy failure events, or node run drift appears.

Use when upgrading OpenClaw or recovering from partial updates, gateway failures, migrations, service drift, channel failures, or version mismatch.

Trades altcoin (ETH/SOL/XRP) Up/Down markets based on BTC weekend price threshold momentum drift. BTC leads altcoins by 6-24 hours on weekends because altcoi...

Posts two-sided GTC limit orders on Polymarket binary markets, managing inventory skew and price drift to earn bid-ask spread and estimate maker rebate volume.

Cross-market prediction market data aggregator. Covers Polymarket, Manifold, Metaculus, and Kalshi. Finds arbitrage between markets, tracks consensus drift,...

Preflight Prisma migration state before deploy; fails fast on drift, failed migrations, missing DB URLs, or unapplied migration files.

Hard Protected Desire Floor (D ≥ 1.0) via Nash bargaining + Lyapunov invariants. Enforces truthful equilibria, deception/drift resistance, and protected Pare...

Weekly food cost variance diagnostic for restaurant and franchise operators. Four-lever system that catches COGS drift weekly instead of monthly — ordering,...

Compare two queue or state snapshots and explain what changed between them. Use when Codex needs to analyze drift between JSON/JSONL snapshots, detect newly...

Generate and sync a README environment-variable table from .env.example using marker blocks, with drift detection for CI.

Zero-cost cognitive immune system for AI agents. Fires automatic pre-response reflexes that catch contradictions, scope drift, hallucinations, overengineerin...

Detect config drift between required local env keys and a Render service before deploy; fails when required keys are missing remotely.

Captures data quality issues, metric drift, pipeline failures, misleading visualizations, metric definition mismatches, and data freshness problems to enable...

Captures smart-home automation conflicts, sensor drift, device connectivity failures, integration regressions, safety rule gaps, and energy optimization oppo...

Captures messaging misses, channel underperformance, audience drift, brand inconsistency, attribution gaps, and content decay to enable continuous marketing...

Create self-improving agent or team workflows that capture failures, extract lessons, update instructions, and verify improvements without uncontrolled drift...

Unifies intent-engineering, execution, and feedback into an autonomous loop that detects drift, learns patterns, adjusts specs, transfers skills, and verifie...

Protect downstream services by monitoring semantic content quality and triggering circuit breaks based on semantic drift, inconsistency, factual errors, or t...

Analyze Claude Code session history to generate self-observation journals, detect goal drift, and surface hidden behavioral patterns. Outputs to Obsidian Vault.

Expertise in deploying, monitoring, detecting drift, automating retraining, and ensuring fairness and compliance for production ML models.

Builds lean SKILL.md-based skills: decides when a skill is justified, drafts a minimal skill skeleton, and audits existing skills for bloat and drift. Use wh...

Scans all installed skills for version drift and delisted publishers. Free taster — full 6-check fleet health report in the ClawHub Ops Pack.

Ensures AI agents maintain consistent identity by auditing soul rules, detecting behavioral drift in transcripts, and injecting context-aware reminders.

Binds, audits, and evolves agent persona files (SOUL.md + IDENTITY.md). Use when: (1) session starts, (2) agent notices drift or sounds corporate/generic, (3...

Audit whether the Task Execution Signal Protocol is still being followed, with low-token, exception-first checks for version drift, queue hygiene, numeric st...

Deep Terraform/IaC workflow—module boundaries, state, workspaces, plan/apply safety, drift, secrets, CI integration, and team governance. Use when building i...

Review terraform plan output for risk before apply. Detects destructive changes (force replace and destroy on stateful resources), drift from real state, mis...