Frontmcp Observability
agentfront/frontmcp
A skill your agent uses when adding tracing, structured logging, metrics, or monitoring to a FrontMCP server.
OPS on-demand: This skill should be used when the user asks to "datadog", "APM alerts", or…
$ npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-monitor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Lifecycle-Innovations-Limited/claude-ops ops-monitor --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .claude/skills && cp -r skills-src/claude-ops/skills/ops-monitor .claude/skills/ops-monitor && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ops-monitor" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-monitor into .claude/skills/ops-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-monitor", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-monitorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-monitor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Lifecycle-Innovations-Limited/claude-ops ops-monitor --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .agents/skills && cp -r skills-src/claude-ops/skills/ops-monitor .agents/skills/ops-monitor && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ops-monitor" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-monitor into .agents/skills/ops-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-monitor", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-monitor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Lifecycle-Innovations-Limited/claude-ops ops-monitor --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/claude-ops/skills/ops-monitor .cursor/skills/ops-monitor && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ops-monitor" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-monitor into .cursor/skills/ops-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-monitor", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Lifecycle-Innovations-Limited/claude-ops.git --path claude-ops/skills/ops-monitor--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-monitor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Lifecycle-Innovations-Limited/claude-ops ops-monitor --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/claude-ops/skills/ops-monitor .gemini/skills/ops-monitor && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ops-monitor" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-monitor into .gemini/skills/ops-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-monitor", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Lifecycle-Innovations-Limited/claude-ops ops-monitorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-monitor -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .github/skills && cp -r skills-src/claude-ops/skills/ops-monitor .github/skills/ops-monitor && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ops-monitor" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-monitor into .github/skills/ops-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-monitor", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-monitor -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Lifecycle-Innovations-Limited/claude-ops ops-monitor --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Lifecycle-Innovations-Limited/claude-ops.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/claude-ops/skills/ops-monitor .opencode/skills/ops-monitor && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ops-monitor" agent skill from https://github.com/Lifecycle-Innovations-Limited/claude-ops/tree/main/claude-ops/skills/ops-monitor into .opencode/skills/ops-monitor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ops-monitor", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
ops-monitorOPS on-demand: This skill should be used when the user asks to "datadog", "APM alerts", or…
Ops Monitor is an agent skill from Lifecycle-Innovations-Limited/claude-ops. OPS on-demand: This skill should be used when the user asks to "datadog", "APM alerts", or…
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in DevOps & Cloud, covering Monitoring and alerting. It works with Datadog, New Relic and OpenTelemetry. The repository describes itself as: Business operating system for Claude Code — 57 skills, 21 agents, smart daemon. Unified inbox (WhatsApp/Email/Slack/Telegram), autonomous PR merge, full-AWS monitoring, revenue… The licence is MIT.
2 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 996d61a. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
BashReadAgentAskUserQuestionTeamCreateSendMessageFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
curljqFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
api.datadoghq.comapi.newrelic.comAlso links to:
otlp.grafana.netFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
DD_API_KEYNR_API_KEYDD_APP_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Ops Monitor loads about 1.5k tokens when it runs. Until then it costs about 26 tokens; SKILL.md has 384 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Bash, Read, Agent, AskUserQuestion, TeamCreate, SendMessageAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from Lifecycle-Innovations-Limited/claude-ops at commit 996d61a, republished under its MIT licence (© Lifecycle-Innovations-Limited). 384 words, ~1,533 tokens.
.claude/skills/ops-monitor/SKILL.md (or your agent's skills folder).PREFS="${CLAUDE_PLUGIN_DATA_DIR:-$HOME/.claude/plugins/data/ops-ops-marketplace}/preferences.json"
DD_API_KEY=$(jq -r '.datadog_api_key // empty' "$PREFS" 2>/dev/null)
NR_API_KEY=$(jq -r '.newrelic_api_key // empty' "$PREFS" 2>/dev/null)
OTEL_ENDPOINT=$(jq -r '.otel_endpoint // empty' "$PREFS" 2>/dev/null)Determine $ARGUMENTS mode:
--setup → run Setup flow--watch → run Watch modeLoad ops-rules before acting. Public repo (no personal data). Outbound: one draft → one approval → one send. If AskUserQuestion / Workflow are missing, follow Rule 10 in ops-rules (Hermes: numbered options / two-turn Telegram card; delegate_task).
--setup)Ask which backends to configure:
Which monitoring backends would you like to configure?
[Datadog] [New Relic] [OpenTelemetry] [All three]For each selected backend, collect credentials via AskUserQuestion free-text input (one at a time, ≤4 options per call):
Datadog:
datadog_api_key — API Key from app.datadoghq.com/organization-settings/api-keysdatadog_app_key — Application Key from app.datadoghq.com/organization-settings/application-keysNew Relic:
newrelic_api_key — User API Key from one.newrelic.com/api-keysnewrelic_account_id — Numeric Account ID from New Relic admin portalOpenTelemetry:
otel_endpoint — Base URL of your OTEL-compatible backend (e.g., https://otlp.grafana.net)Write each credential to preferences.json using atomic tmpfile swap:
tmp=$(mktemp)
jq --arg k "$KEY" --arg v "$VALUE" '.[$k] = $v' "$PREFS" > "$tmp" && mv "$tmp" "$PREFS"Run smoke test after saving:
curl -sf -H "DD-API-KEY: $DD_API_KEY" -H "DD-APPLICATION-KEY: $DD_APP_KEY" "https://api.datadoghq.com/api/v1/validate" → expect {"valid": true}curl -sf -H "Api-Key: $NR_API_KEY" "https://api.newrelic.com/graphql" -d '{"query":"{ actor { user { name } } }"}' → expect data.actor.usercurl -sf "$OTEL_ENDPOINT/healthz" → expect HTTP 200Report ✅ or ❌ with status for each backend.
If CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1 is set, use Agent Teams when querying multiple backends simultaneously. This enables:
Team setup (only when flag is enabled, multiple backends configured):
TeamCreate("monitor-probes")
Agent(team_name="monitor-probes", name="datadog-probe", subagent_type="ops:monitor-agent", ...)
Agent(team_name="monitor-probes", name="newrelic-probe", subagent_type="ops:monitor-agent", ...)
Agent(team_name="monitor-probes", name="otel-probe", subagent_type="ops:monitor-agent", ...)If the flag is NOT set or only one backend is configured, use a single monitor-agent subagent.
Spawn monitor-agent via the Agent tool. Display the result as a formatted dashboard:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
OPS ► MONITOR [<timestamp>]
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
DATADOG ✅ healthy (0 alerts)
NEW RELIC 🔴 2 critical entities
OTEL ✅ healthy
──────────────────────────────────────────────────────
Total alerts: 2 Severity: CRITICALStatus icons:
✅ — healthy (0 alerts / configured and reachable)⚠️ — warning (warn-level alerts present)🔴 — critical (critical alerts or unreachable)⬜ — not configuredFor each alert or critical entity, display: service name, alert name, and link to the relevant dashboard.
If no backends are configured, show a setup prompt:
No monitoring backends configured. Run /ops:monitor --setup to add Datadog, New Relic, or OTEL.--watch)Poll every 60 seconds. On each tick:
while true; do
RESULT=$(# spawn monitor-agent and capture JSON output)
# Diff against previous tick
# Print: timestamp, changed items only
# 🆕 new alert: <name>
# ✅ resolved: <name>
sleep 60
doneExit on Ctrl-C.
--backend filterIf --backend datadog|newrelic|otel is specified, query and display only that backend.
| Backend | Auth header | Base URL | Health endpoint |
|---|---|---|---|
| Datadog | DD-API-KEY: $key + DD-APPLICATION-KEY: $app_key | https://api.datadoghq.com | /api/v1/validate |
| New Relic | Api-Key: $key | https://api.newrelic.com/graphql | POST GraphQL query |
| OTEL | varies by backend | $OTEL_ENDPOINT | /healthz |
# Datadog — active alerts
curl -sf \
-H "DD-API-KEY: ${DD_API_KEY}" \
-H "DD-APPLICATION-KEY: ${DD_APP_KEY}" \
"https://api.datadoghq.com/api/v1/monitor?monitor_tags=*&with_downtimes=false" \
| jq '[.[] | select(.overall_state == "Alert" or .overall_state == "Warn")]'
# New Relic — critical entities (GraphQL)
curl -sf \
-H "Api-Key: ${NR_API_KEY}" \
-H "Content-Type: application/json" \
-d '{"query":"{ actor { entitySearch(queryBuilder: {alertSeverity: CRITICAL}) { results { entities { name alertSeverity entityType } } } } }"}' \
"https://api.newrelic.com/graphql"
# OTEL — health check
curl -sf "${OTEL_ENDPOINT}/healthz"© Lifecycle-Innovations-Limited, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in claude-ops/skills/ops-monitor of Lifecycle-Innovations-Limited/claude-ops.
Open the folder on GitHubat commit 996d61a
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in Lifecycle-Innovations-Limited/claude-ops, which our catalogue first saw on October 7, 2026.
Ops Monitor next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ops Monitor this skillLifecycle-Innovations-Limited/claude-ops | 542 | 1 repos | ~1.5k | Automated safety check: Notes | MIT | |
| Frontmcp Observabilityagentfront/frontmcp | 146 | — | ~4.6k | Automated safety check: Pass | Apache-2.0 | |
| Monitoring Observabilityahmedasmar/devops-claude-skills | 203 | — | ~3.9k | Automated safety check: Pass | None | |
| Observability Architecturemajiayu000/litellm-rs | 118 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Ag2 Telemetryag2ai/build-with-ag2 | 252 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| ObservabilityTheBeardedBearSAS/claude-craft | 107 | — | ~547 | Automated safety check: Pass | MIT |
agentfront/frontmcp
A skill your agent uses when adding tracing, structured logging, metrics, or monitoring to a FrontMCP server.
ahmedasmar/devops-claude-skills
Monitoring and observability strategy, implementation, and troubleshooting.
majiayu000/litellm-rs
LiteLLM-RS Observability Architecture. An agent skill from majiayu000/litellm-rs.
ag2ai/build-with-ag2
Add OpenTelemetry traces to an AG2 beta Agent via TelemetryMiddleware (autogen.beta.middleware.builtin).
TheBeardedBearSAS/claude-craft
OpenTelemetry, distributed tracing, structured logging, metrics (Prometheus, Grafana, Datadog).
jeremylongshore/tons-of-skills-marketplace
Integrate Sentry with your observability stack — logging, metrics, APM, and dashboards.
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "ops dashboard", "pixel HQ", or…
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "go to market", "GTM plan", or…
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "klaviyo", "ads spend", or…
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "tweet", "post to linkedin", or…
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "yolo mode", "run the business today"…
Lifecycle-Innovations-Limited/claude-ops
OPS on-demand: This skill should be used when the user asks to "/ops:setup", "configure ops", or…
Works with
Categories
OPS on-demand: This skill should be used when the user asks to "datadog", "APM alerts", or…. Ops Monitor is an agent skill from Lifecycle-Innovations-Limited/claude-ops.
Ops Monitor fits situations like: asks to datadog; tasks that involve Monitoring and alerting.
Run `npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-monitor -a claude-code`. Or copy the skill folder (claude-ops/skills/ops-monitor in Lifecycle-Innovations-Limited/claude-ops) into .claude/skills/ops-monitor in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-monitor -a codex`. Or copy the skill folder (claude-ops/skills/ops-monitor in Lifecycle-Innovations-Limited/claude-ops) into .agents/skills/ops-monitor in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Lifecycle-Innovations-Limited/claude-ops --skill ops-monitor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ops-monitor, .gemini/skills/ops-monitor, .github/skills/ops-monitor and .opencode/skills/ops-monitor in your project.
Going by SKILL.md and its folder, Ops Monitor needs the command-line tools its instructions call (curl and jq) and credentials named DD_API_KEY, NR_API_KEY and DD_APP_KEY. Our summary lists: A credential in DD_API_KEY; A credential in NR_API_KEY. Its frontmatter pre-approves these tools: Bash, Read, Agent, AskUserQuestion, TeamCreate, SendMessage.
SKILL.md names 3 domains. In commands or code: api.datadoghq.com and api.newrelic.com; the agent is likely to contact these when it follows the instructions. As links in the text: otlp.grafana.net. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Ops Monitor is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 6.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Ops Monitor: Frontmcp Observability (agentfront/frontmcp, 146 stars), Monitoring Observability (ahmedasmar/devops-claude-skills, 203 stars), Observability Architecture (majiayu000/litellm-rs, 118 stars) and Ag2 Telemetry (ag2ai/build-with-ag2, 252 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Lifecycle-Innovations-Limited (a GitHub organization) maintains it in Lifecycle-Innovations-Limited/claude-ops, which has 542 GitHub stars. The repository holds 67 skills in this directory. The repository was last updated on October 10, 2026.
Source: Lifecycle-Innovations-Limited/claude-ops on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.