Complete observability & reliability engineering system. Use when designing monitoring, implementing structured logging, setting up distributed tracing, buil...

Provides tools to record, validate, and report agent operational reliability artifacts using standardized schemas for consistent monitoring and compliance.

Harden OpenClaw browser extension relay behavior by eliminating blank-target tab churn, fixing download behavior forwarding, and standardizing download paths.

Normalizes URLs, PDFs, Word, Excel, CSV, images, and text into clean JSON for reliable, universal input parsing in under 2 seconds.

Deterministic reliability monitoring for OpenClaw assistant workflows. Use when you need to run ARW smoke probes, generate a daily digest, validate scorecard...

Reliability probing and documentation sync pack. Gateway health probing, documentation sync validation, channel audit, and ADR generation. 4 reliability tools.

Audit GitHub Actions run reliability by actor to surface high-risk contributors and flaky automation owners.

Reliability-first shell selection policy for AI agents on Windows. Choose WSL or PowerShell based on execution risk, not preference.

Fix broken LLM output, validate AI responses, generate guaranteed structured JSON. Three micro-services for making AI output reliable. Use when LLM output is...

Provides error monitoring, automatic fallback, confidence evaluation, and multi-agent voting to maintain accuracy in multi-step workflows.

30-day carrier on-time performance prediction for any carrier and trade lane via 5-factor model

Agent observability — monitors tool invocations, LLM calls, token usage, costs, and anomalies with pluggable alerts and a real-time dashboard.

Transparent LLM proxy that monitors and enforces policies on AI agent behavior — evaluates responses against configurable rules for hallucinations, PII leaks...

Indexed by skills.sh from microsoft/azure-skills

Indexed by skills.sh from google/skills

Indexed by skills.sh from google/skills

Indexed by skills.sh from dylantarre/animation-principles

Complete Facticity.AI integration - fact-check claims, extract claims from content, transcribe links, check link reliability, check credits, and monitor task...

Quality control data analysis MCP Server. Parse QC data, SPC control charts (Xbar-R, I-MR), process capability (Cp/Cpk/Pp/Ppk), reliability/Weibull analysis...

Comprehensive SRE platform enabling SLO definition, reliability assessment, incident response, chaos engineering, and error budget management without externa...

Standardize API credential handling and startup auth checks to prevent "missing key" regressions across sessions. Use when an agent repeatedly loses auth sta...

Build, operate, and troubleshoot Autonoannounce local speaker text-to-speech using the queued pipeline (enqueue to worker to ElevenLabs to playback backend)....

19 production-hardened patterns for AI agents — memory, verification, ambiguity handling, compaction survival, delegation, proof-based handoffs, stale-worker...

Automatically detects, assesses, and safely mitigates incidents in OpenClaw production agents, providing detailed reports and verified recovery.

EVR Framework — Execute-Verify-Report. Force AI to actually DO, then VERIFY, then REPORT. Stop fake completions and silent failures. Use when user mentions '...

System safety and control-plane skill that prevents agent deadlocks and freezes. Provides non-LLM control commands to inspect task state, flush message queues, cancel long-running work, and recover safely without restarting the container. Use when implementing or operating lon…

Installs a macOS or Linux service that probes the OpenClaw gateway every 2 minutes and auto-recovers it on failure, sending Telegram alerts.

A comprehensive AI agent skill for managing, designing, and troubleshooting technical infrastructure. Covers cloud architecture, server configuration, networ...

Prevent memory loss in OpenClaw by adding a practical continuity and recovery layer that preserves active work across restarts, compaction, and crashes.

A comprehensive AI agent skill for running operations effectively across engineering, business, and organizational contexts. Manages runbooks, incident coord...

Monitor critical processes and auto-restart on failure. Tracks CPU and memory usage, escalates alerts via webhook, callback, or file, and writes a dead man's...

Prevent 429 retry loops and wasted tokens. Use before expensive API calls or after hitting rate limits. Enforces preflight checks, backoff, and context shrin...

Diagnose und dauerhaft fixen von 'reply session initialization conflicted' Errors in OpenClaw via 3-Layer-Setup (Client-Heal JS, Server Watchdog, Retry-Patch).

Detect, attempt recovery from, report, and log errors to prevent silent data loss and ensure proper human intervention when needed.

Build, evaluate, repair, and strengthen trust across relationships, teams, clients, brands, communities, partnerships, and decision environments. Use when so...

Workflow Checkpoint System - Save and recover from any point in multi-step AI workflows. Never lose progress mid-task.

Self-Improvement Engine - AI Agent that learns from mistakes and continuously improves. No more repeating the same errors.

Xiaobai Workflow Enforcer - Mandatory workflows for AI Agents. Design before code. Test before implement. Verify before claim. Inspired by Superpowers (161K...

Monitors and restores the evolver process working directory. Use when evolver crashes with uv_cwd ENOENT errors or when the evolver process loses its cwd.

Scar memory, reflex arc, and decision traces for AI agents. Learn from failures permanently. Block repeated mistakes instantly — no LLM calls needed. Three-l...

Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top agents achieve less than 50% on real-world benchmarks Use when: agent testing, agent evaluation, benchmark agents, agent relia…

Audit and improve your OpenClaw setup with one skill. Scores agent health, audits memory hygiene, checks cron reliability, and compares installed skills agai...

Optimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration. Use when improving agent performance, throughput, or reliability.

Analyze Apache Airflow DAG definitions for quality, reliability, and operational best practices. Checks task dependencies, SLA compliance, retry policies, re...

Query DTS (Data Transmission Service) task status and details across all Alibaba Cloud regions. **v12.1: Enhanced reliability** - Timeout increased to 10s, e...

Generates high-signal senior-level backend interview questions by topic. Covers API design, distributed systems, databases, caching, messaging, reliability,...

Implement secure webhook receivers and senders with proper verification and reliability.

Analyze Celery task configurations for reliability, performance, and debugging. Checks retry policies, task routing, serialization, result backends, worker c...

AI agents autonomously play continuous Texas Hold'em poker by polling game state and acting within 30 seconds using a two-worker system for reliability.

Generate professional PDF invoices with a clean layout — no Playwright, no browser, no complex dependencies. Built for reliability on constrained hosting env...

Monitor scheduled/cron jobs and get alerted when one fails OR silently never runs. Use this skill when the goal is reliability or failure-detection for a rec...

Automated crypto market intelligence - prices, sentiment, trending coins, and Polymarket hot markets. Zero dependencies, 100% reliability. Perfect for alpha channels and market monitoring.

Design and operate databases avoiding common scaling, reliability, and data integrity traps.

Rapid OpenClaw launch audit focused on revenue and reliability. Use when user asks for a practical 48h audit with prioritized actions and measurable KPI targ...

Apply DriveMind, the calm reliability layer for AI agents. Use when a task needs steady follow-through, clearer progress, stronger persistence without reckle...

Evaluate dropshipping product opportunities and supplier reliability by scoring margin potential, shipping times, supplier communication quality, and sample...

EastMoney Roadshow Digest (Transcript + Summary)｜东方财富路演纪要生成. A reliability-first transcript & summary skill for public EastMoney roadshow replays, focused on...

Track SLO error budgets across services. Calculate remaining budget from SLI metrics, alert on budget burn rate, recommend development vs reliability investm...

Measure a skill's reliability — run it k times for a pass@k score, design or interpret its eval, or compare it against the base agent. Use when the user wants to run, design, or interpret a skill's eval, or write an .eval.yaml spec.

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

Audit GitHub Actions reliability by commit SHA to surface risky commits causing repeated workflow failures across branches.

Audit GitHub Actions mainline branch reliability by scoring failure rate, consecutive failures, and stale-success risk for critical workflows.

Audit pull-request and merge-queue GitHub Actions reliability by scoring failure rate, queue latency, and stale-success risk for merge gates.

Optimize GitHub Actions workflows for speed, cost, security, and reliability — analyze run times, cache strategies, job parallelism, and runner selection.

Provides a universal HTTP retry mechanism with exponential backoff, timeout control, and rate limit handling to improve API call reliability.

Evaluates the reliability of AI Skill execution. Assesses whether a Skill's output is trustworthy, reproducible, and withstands business scrutiny when execut...

Compare Monero mining pools by fees, payout thresholds, methods, privacy, reliability, and choose the best fit for your mining needs.

The Noveum AI reliability & QA engineer for LLM, agent, and voice apps — sets up and operates Noveum.ai end to end in a codebase, integrating the noveum-trac...

Organize and standardize Obsidian vaults for reliability and long-term maintainability. Use when designing or cleaning vault folder structure, enforcing file...

Organize and standardize Obsidian vaults for reliability and long-term maintainability. Use when designing or cleaning vault folder structure, enforcing file...

Search for reusable skills across OpenSpace's local registry and cloud community. Reusing proven skills saves tokens, improves reliability, and extends your...

Pre-flight trust verification for AI agents. Verify behavior, detect injection vulnerabilities, check for PII leaks, and measure reliability before granting...

OrgX operations execution contract for OpenClaw. Use for reliability, incident response, runbooks, cost controls, and rollout safety.

Use this skill when a reliability engineer, maintenance planner, asset integrity lead, or RCM facilitator needs to conduct a Reliability-Centered Maintenance...

reddi.tech fork of agent-evaluation. Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and produc...

Professional-grade web research with multi-source verification and credibility scoring. Cross-references multiple sources, scores reliability, and delivers v...

Organic personality development through self-observation with lightweight reliability guards. Teaches agents to grow authentic identity over time by combinin...

Deploy and maintain self-hosted services with security, backups, and long-term reliability.

Complete self-hosting and homelab operating system. Deploy, secure, monitor, and maintain self-hosted services with production-grade reliability. Use when se...

AI agent trust scoring and reputation data from the ACP marketplace. Returns reliability grades (A-F), success rates, job counts, buyer diversity, and servic...

Analyze Sidekiq job configurations for reliability, performance, queue design, retry policies, and memory safety — optimize Ruby background processing.

Evaluate Clawdbot skills for quality, reliability, and publish-readiness using a multi-framework rubric (ISO 25010, OpenSSF, Shneiderman, agent-specific heuristics). Use when asked to review, audit, evaluate, score, or assess a skill before publishing, or when checking skill q…

Deep SRE workflow—SLOs/SLIs, error budgets, alerting, toil reduction, incident readiness, capacity, and balancing reliability with delivery. Use when improvi...

Integrate ClickUp MCP to manage tasks, docs, time tracking, comments, chat, and search with OAuth-authenticated access. Streamline project workflows, enhance team collaboration, and boost productivity across your workspace. Built for reliability and security, this tool deliver…

Track and score supplier reliability, quality consistency, lead time accuracy, and communication to make sourcing decisions based on evidence. Use when compa...

Design infrastructure, networks, and cloud systems with integration, reliability, and security patterns.

Route every task to the best MCP server and cheapest LLM. Scores on real execution data across quality, reliability, speed, cost, and trust.

Your smart used-car buying advisor for the UK market. Recommends second-hand cars based on budget, reliability, mileage, service history, depreciation, and r...

Analyze URLs, YouTube videos, tweets, or text for quality, bias, and reliability using the Vajra API (vajra.to). Use when the user asks to fact-check, analyz...

Look up VeriGlow Agent Map for any website URL to discover its data functions, internal APIs, browser automation recipes, and agent reliability reports. Use...

Implement secure webhook receivers and senders with proper verification and reliability.

Use when evaluating, testing, and optimizing an agent architecture or multi-agent system. Best for reviewing planning, routing, memory, tool use, reliability...

Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top agents...

Universal AI agent development guardrails with five defense layers: instruction gate, project monitoring, delivery reliability, code quality audit, and scope...

Persona-weighted merge governance for AI-assisted engineering. Evaluates PR risk (tests, security markers, reliability signals), returns MERGE/BLOCK/REVISE d...

You are a deployment manager with expertise in release orchestration, deployment strategies, and production reliability. Use when: release orchestration and...

A robust, permission-friendly method to capture macOS screens via OpenClaw screen.record. Ideal for headless environments or ensuring capture reliability.

You are a predictive maintenance and reliability specialist using proven patterns from production systems (proven to reduce downtime by. Use when: predictive...

Expert Site Reliability Engineer balancing feature velocity with system stability through SLOs, automation, and operational excellence. Masters reliability e...

Swarm reliability watchdog for OpenClaw — validates gateway/channel and every lane, performs bounded recovery, and emits auditable receipts.