Logs
831 rows from 320 repositories
Reading what the system wrote down while nobody was watching.
What Logs skills agree on
331 skill files read, by 325 of the 341 authors on this shelf whose files we hold, 2026-09-06
The middle one of the 50 measured here is ~1.5k tokens long, counted with cl100k_base
Counted by distinct author, so one author publishing three of these counts once. Where a claim sits in fewer files than authors, that is said: a claim held by forty authors across three files is one file people copied, not forty people who agreed. Near-identical wordings are grouped and the other wordings are shown, so the grouping is yours to check.
What they tell the agent to do
- Use structured JSON logging32 of 325 in 30 filesalso worded as Use structured JSON logging in production; Write logs as structured JSON
- Link every alert to a runbook15 of 325 in 13 filesalso worded as Require a runbook for every alert; Link a runbook to every alert
- Alert on symptoms, not causes11 of 325 in 10 filesalso worded as Alert on symptoms rather than causes; Alert on user symptoms, not infrastructure causes
- Include correlation IDs in every log line10 of 325also worded as Include correlation IDs in logs; Include a correlation ID on every log line
- Propagate trace context across service boundaries9 of 325 in 8 filesalso worded as Propagate trace context at every service boundary; Propagate trace context across every service boundary
- Include request IDs for correlation8 of 325 in 6 filesalso worded as Assign a correlation ID to each request; Assign every request a correlation ID
- Include trace_id in every structured log entry8 of 325 in 7 filesalso worded as Inject trace ID into every log entry; Include TraceID and SpanID in every log entry
- Include request and user context in every log entry8 of 325also worded as include request_id, service, and level in every log entry; Include user, request, and operation context in logs
- Correlate logs and traces with shared trace ID7 of 325 in 6 filesalso worded as Add trace ID correlation to logs; Use correlation IDs across logs, metrics, and traces
- Record exceptions and set span status on errors7 of 325also worded as Record exceptions on the active span when errors occur; record exceptions and set error status on spans
- Confirm connection is ACTIVE before running workflows6 of 325 in 3 filesalso worded as confirm connection status is ACTIVE before running workflows
- Call RUBE_SEARCH_TOOLS first for current schemas6 of 325 in 3 filesalso worded as Call RUBE_SEARCH_TOOLS first for current tool schemas
- Back off on 429 responses6 of 325 in 3 filesalso worded as Implement backoff on 429 responses
- Add custom spans for business-critical operations6 of 325 in 5 filesalso worded as Add custom spans for significant business operations; Add custom spans for critical operations
- Redact sensitive data before logging6 of 325also worded as Redact tokens from URLs before logging; redact sensitive fields before logging
What they tell it not to do
- Never log passwords, tokens, or PII47 of 325 in 44 filesalso worded as Never log sensitive data like passwords, tokens, or PII; Never log passwords, tokens, or API keys
- Do not use string interpolation in logs20 of 325 in 17 filesalso worded as Never use string interpolation in logs; Never use string interpolation in log messages
- Never use console.log in production15 of 325also worded as Never use unstructured console logging in production; Never use console logging in server code
- Never log full request or response bodies13 of 325also worded as Never log request or response bodies; Do not log request or response bodies
- Never log PII12 of 325also worded as Never pass PII into log data; log PII or secrets
- Do not log expected conditions as ERROR8 of 325 in 7 filesalso worded as Do not log expected behavior like wrong passwords; Never log expected conditions at ERROR
- Do not create unbounded metric label cardinality8 of 325 in 7 filesalso worded as Do not use unbounded values as metric labels; Using unbounded values as metric labels
- Do not alert on every error7 of 325 in 5 filesalso worded as Do not alert on every individual error; Never alert on every error
- Do not log secrets6 of 325also worded as Never log secrets; Leak secrets through logs
- Do not log sensitive data unredacted6 of 325 in 5 filesalso worded as Never log sensitive data; Never log sensitive data directly
What they expect to be installed
- OpenTelemetry40 of 325 in 36 files
- grep34 of 325 in 33 files
- jq28 of 325
- curl24 of 325
- Sentry22 of 325 in 21 files
- pino22 of 325 in 19 files
- Grafana22 of 325 in 17 files
- Prometheus19 of 325 in 15 files
- Datadog18 of 325 in 16 files
- Jaeger15 of 325 in 11 files
What they ask it to produce
- Structured JSON logs34 of 325 in 30 filesalso worded as structured JSON log entries; structured JSON log lines
- Grafana dashboards8 of 325 in 5 filesalso worded as Prometheus/Grafana dashboards
- Health check endpoint8 of 325 in 6 filesalso worded as Health check endpoints; Health endpoints
- Alert rules8 of 325 in 5 filesalso worded as Alerting rules; alert rule definitions
- Runbook for every alert7 of 325 in 6 filesalso worded as Alert configuration with runbooks; Alert runbooks
- Distributed traces with spans7 of 325also worded as Distributed traces; Trace spans
- Structured log events7 of 325also worded as Structured JSON log events; structured log events with typed fields
- Uploaded source maps6 of 325 in 5 filesalso worded as Uploaded source maps or debug files
When Logs authors say to reach for one
The situations these authors wrote into their own files, counted out of the same 325 authors, with the skills that name each one
- User asks to add debug logging16 of 325
- Debugging production issues14 of 325 in 13 files
- Datadog cli
- Tools unity sentry
- Logging best practices
- and 7 more on this shelf
- Implementing structured logging11 of 325
- Implementing observability
- Logging best practices
- and 1 more on this shelf
- Adding logging9 of 325
- Adding observability to services6 of 325 in 4 files
- User wants to triage error issues6 of 325 in 5 files
- Sentry automation
- and 11 more on this shelf
- Adding or reviewing logs, metrics, or traces6 of 325
- Investigating suspicious Azure tenant activity5 of 325 in 2 files
- Analyzing azure activity logs for threats
- and 1 more on this shelf
How Logs skills are built
754 skill directories by 302 authors, read from their repositories’ own file trees 2026-08-05
The middle bundle among those shipping files is 3 files, 19.4 KB beside SKILL.md
Counted by distinct author, same as above, so one author publishing forty template copies counts once. SKILL.md itself is not counted as a file, so a single-file skill is one where that file is the whole skill.
The shape
- SKILL.md is the whole skill130 of 302 authors, 277 of 754 skills
- files ship beside it172 of 302 authors, 477 of 754 skills
- executable scripts ship inside54 of 302 authors, 175 of 754 skills
The folders they converge on
- references/115 of 302 authors, 341 of 754 skills
- scripts/47 of 302 authors, 167 of 754 skills
- evals/20 of 302 authors, 36 of 754 skills
- agents/19 of 302 authors, 25 of 754 skills
- assets/16 of 302 authors, 35 of 754 skills
- templates/13 of 302 authors, 20 of 754 skills
getsentry/sentry-mcp/io.github.getsentry/sentry-mcp MCP server
in 2 stacksno license808★ repoMCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants
BagelHole/DevOps-Security-Agent-Skills/compliance/auditing/audit-logging Skill
46★ repoAgent-ready DevOps, security, infrastructure, and compliance knowledge base with 80+ skills across Kubernetes, Terraform, AWS/Azure/GCP, AI platform operations, container hardening, SOC2/ISO27001, and incident response—plus ready-to-run scripts, templates, and playbooks for SRE, platform, and security teams.
tortastudios/sentry-instrumentation Skill
24★Sentry instrumentation skill for system-behavior tracking
wuemaikblume/dsgvo-skills/claude/skills/dsgvo-auth-and-logging Skill
no license11★ repoDSGVO Compliance Skills für Claude AI / Claude Code — DACH-fokussierte Best-Practice-Sammlung für Drittlandtransfer (Art. 44-49) mit US-CLOUD-Act-Hinweis
HewlettPackard/gl-mcp/io.github.HewlettPackard/greenlake-audit-logs-mcp MCP server
9★ repoHPE GreenLake audit-logs MCP Server
tantiope/datadog-mcp-server/io.github.TANTIOPE/datadog-mcp MCP server
5★ repoFull Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools
cosbort/agent-skills/java-spring-best-practices Skill
4★ repoReusable Agent Skills for AI coding agents — Spring Boot, Java, enterprise best practices
ManojLingala/greybeard Skill
3★Make your AI agent paranoid about the right things — money in integer minor-units, idempotent mutations, timeouts + backoff, no N+1. One portable SKILL.md for Claude Code, Codex, Cursor, Copilot & more. Field-tested on real payment code.
zencity/databricks-logs-reader/skills/dbr-logs Skill
2★ repoA cli tool as a log reader for databricks
osseous/skills/skills/read-ue-logs Skill
2★ repoAgent skills for Unreal Engine + AngelScript workflows. Drop-in skills.sh-compatible monorepo.
us-all/datadog-mcp-server/io.github.us-all/datadog MCP server
2★ repoDatadog MCP — 165 tools for metrics, monitors, logs, APM, RUM, incidents, CI/CD, fleet
Roly67/cc-skills/dotnet-coding-standards Skill
1★ repoCurated collection of production-grade skills for Claude Code
indigokarasu/custodian Skill
no license0★Custodian: autonomous operations monitor — detects, classifies, and repairs agent platform failures during quiet hours.
WhizZest/agent-logger/skills/agent-logger Skill
no license0★ repoRecords agent logs with structured markdown files. Invoke when completing complex tasks, learning new knowledge, making serious errors, when self-deemed necessary, or when user requests logging.
AtlasPA/openclaw-sentry Skill
no license0★Secret scanner for OpenClaw agent workspaces. Detects leaked API keys, tokens, credentials, and .env exposure. Free alert layer.
zw008/VMware-Policy/skills/vmware-policy Skill
no license0★ repoUnified audit logging, policy enforcement, and sanitization for VMware MCP skills
kozen-labs/agentic/.agents/skills/kozen-engine Skill
0★ repoAgentic Repository: Skills, Sub-Agents, Hooks, Context, etc.
vanities/skills/skills/instrument Skill
0★ repoAgent skills I use day-to-day.
stefanhoth/dossier/skills/dossier Skill
no license0★ repoEvery agent leaves a paper trail. Tamper-evident JSONL audit logs for agentic workflows.
Throughproof/throughproof/skills/compliant-logging Skill
0★ repoFree, portable AI-agent skills that write compliant code (audit logging, access control, encryption) mapped to SOC 2, ISO 27001, PCI-DSS & HIPAA at once. Works in Claude Code, Cursor, Copilot, Gemini & Antigravity.
Turbovadim/turbo-skills/skills/logging-best-practices Skill
no license0★ repoReusable agent skills, starting with wide-event logging best practices.
friendlygeorge/sentry-mcp-server/io.github.friendlygeorge/sentry-mcp-server MCP server
0★ repoMCP server for Sentry — error tracking, issues, releases, events, and projects for AI assistants.
jahro-console/unity-agent-skills/skills/jahro-logging Skill
15★ repoAgent skills for AI-assisted Unity debugging — structured logging, runtime commands, variable watching, and more
mumez/smalltalk-dev-plugin/skills/smalltalk-debugger Skill
14★ repoClaude Code plugin for AI-driven Smalltalk (Pharo) development
kensaurus/cursor-kenji/skills-cursor/canvas Skill
8★ repo🦖Curated Cursor AI agent skills, slash commands, MCP configs, subagents & rules for full-stack dev — React 19, Next.js 15, Supabase, Tailwind v4, TypeScript
1Mangesh1/hipaa-guardian/skills/healthcare-audit-logger Skill
7★ repoAI agent skill for HIPAA compliance - PHI/PII detection, code scanning, audit reports, and remediation guidance
eyesecurity/skills/plugins/complisec/skills/audit-logging Skill
7★ repoEU compliance enforcement for AI agents. Org-profile-driven guardrails for NIS2, GDPR & ISO 27001 — blocks secrets, flags critical asset impact, enforces data residency, verifies suppliers, tracks incidents with automated deadlines.
Logiiiii/unity-agent-skills/skills/jahro-logging Skill
3★ repoTeach AI assistants to generate correct Unity and Jahro debugging code, with skills for commands, watchers, snapshots, logs, config, and fixes
ManojLingala/greybeard/plugins/antigravity/skills/greybeard Skill
3★ repoMake your AI agent paranoid about the right things — money in integer minor-units, idempotent mutations, timeouts + backoff, no N+1. One portable SKILL.md for Claude Code, Codex, Cursor, Copilot & more. Field-tested on real payment code.
aaaxy/PrepDojo/skills/prepdojo-logging Skill
no license2★ repo🥋 A daily-practice dojo for Obsidian: log interview prep and job applications with one click, import your LeetCode solves automatically, and see streaks, topic coverage, and resume win-rates in one always-current dashboard. QuickAdd + Claude skills + Dataview, assembled from one TOML file.
vaquarkhan/compliance-agent-skills/skills/audit-logging-integrity Skill
2★ repo30 Agent Skills for deterministic USA compliance auditing of AI agents — HIPAA, NIST AI RMF, FERPA, COPPA, PCI-DSS, SOC 2, FedRAMP, CMMC, GLBA, privacy & GDPR. Presidio PHI redaction, MCP templates, Pydantic AI, VS Code & JetBrains plugins.
VoldemortGin/AI-Coding-Skill-Bible/frontend-project-standard Skill
1★ repoProject-standard skills for AI coding agents — engineering charters (Rust / Swift / Python / TypeScript / Kotlin + polyglot core) that make agent output trustworthy by construction.
26zl/universal-agent-skills/skills/data-minimization Skill
1★ repoCanonical Agent Skills with idempotent cross-agent installers for Claude Code, Codex, OpenCode, and GitHub Copilot
chienchuanw/chuan-skills/plugins/daily/skills/daily-reviewer Skill
no license0★ repoPersonal plugin marketplace of Claude Code skills (slash commands)
husnain067/codebase-knowledge-skills/codebase-error-handling Skill
0★ repoA family of five Claude skills that scan a codebase and produce focused Markdown reference documents
SkillMedev/security-compliance-hardening/skills/pii-scrubber Skill
0★ repoThreat models, secure reviews, and compliance evidence — ship with confidence.
ievo-ai/skills/plugins/ievo/skills/debug-off Skill
0★ repoiEvo — self-evolving plugin for Claude Code. Capture lessons, patch local agents and skills, replay logs on upstream updates.
code-yeongyu/oh-my-openagent/packages/shared-skills/skills/programming Skill
no license67,917★ repoomo/lazycodex: The coding agent for tokenmaxxers;the one and only agent harness for complex codebases. For your Codex, for your OpenCode
sickn33/agentic-awesome-skills/plugins/agentic-awesome-skills-claude/skills/datadog-automation Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
sickn33/agentic-awesome-skills/plugins/agentic-awesome-skills-claude/skills/error-debugging-error-trace Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
sickn33/agentic-awesome-skills/plugins/agentic-awesome-skills-claude/skills/error-diagnostics-error-trace Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
sickn33/agentic-awesome-skills/plugins/agentic-awesome-skills-claude/skills/sentry-automation Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
sickn33/agentic-awesome-skills/plugins/agentic-awesome-skills/skills/datadog-automation Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
sickn33/agentic-awesome-skills/plugins/agentic-awesome-skills/skills/error-debugging-error-trace Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
sickn33/agentic-awesome-skills/plugins/agentic-awesome-skills/skills/error-diagnostics-error-trace Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
sickn33/agentic-awesome-skills/plugins/agentic-awesome-skills/skills/sentry-automation Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
sickn33/agentic-awesome-skills/skills/datadog-automation Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
sickn33/agentic-awesome-skills/skills/error-debugging-error-trace Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
sickn33/agentic-awesome-skills/skills/error-diagnostics-error-trace Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
sickn33/agentic-awesome-skills/skills/sentry-automation Skill
44,658★ repoAAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 1,987+ agentic skills. Includes CLI, local MCP, catalog, plugins, and Workbench.
wshobson/agents/plugins/python-development/skills/python-observability Skill
38,701★ repoMulti-harness agentic plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot, and Gemini CLI
github/awesome-copilot/skills/gdpr-compliant Skill
37,897★ repoCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.
github/awesome-copilot/skills/optimize-simplicite-logs Skill
37,897★ repoCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.
kubesphere/kubesphere/skills/whizard-logging Skill
no license17,025★ repoThe container platform tailored for Kubernetes multi-cloud, datacenter, and edge management ⎈ 🖥 ☁️
Jeffallan/claude-skills/skills/monitoring-expert Skill
10,966★ repo66 Specialized Skills for Full-Stack Developers. Transform Claude Code into your expert pair programmer.
samber/cc-skills-golang/skills/golang-error-handling Skill
2,949★ repo🧑🎨 A collection of Golang agentic skills that works
samber/cc-skills-golang/skills/golang-observability Skill
2,949★ repo🧑🎨 A collection of Golang agentic skills that works
samber/cc-skills-golang/skills/golang-samber-slog Skill
2,949★ repo🧑🎨 A collection of Golang agentic skills that works
microsoft/skills/.github/skills/debugview Skill
2,884★ repoSkills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents
foryourhealth111-pixel/Vibe-Skills/bundled/skills/sentry Skill
2,656★ repoVibeSkills is a general-purpose Skill that automatically routes local Skills and intelligently orchestrates harness workflows.