[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-launchdarkly-alert-investigation":3,"mdc--ew6a3l-key":37,"related-org-launchdarkly-alert-investigation":474,"related-repo-launchdarkly-alert-investigation":610},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":23,"repoUrl":24,"updatedAt":25,"license":26,"forks":27,"topics":28,"repo":32,"sourceUrl":35,"mdContent":36},"alert-investigation","diagnose triggered observability alerts","Investigates a triggered observability alert and returns a structured diagnosis with likely cause, scope, and next steps.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"launchdarkly","LaunchDarkly","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Flaunchdarkly.png",[12,16,19,22],{"name":13,"slug":14,"type":15},"Observability","observability","tag",{"name":17,"slug":18,"type":15},"Alerting","alerting",{"name":20,"slug":21,"type":15},"Incident Response","incident-response",{"name":9,"slug":8,"type":15},20,"https:\u002F\u002Fgithub.com\u002Flaunchdarkly\u002Fai-tooling","2026-07-09T06:48:35.645559","Apache-2.0",6,[29,30,31],"agent-skills","launchdarkly-ai","managed-by-terraform",{"repoUrl":24,"stars":23,"forks":27,"topics":33,"description":34},[29,30,31],"LaunchDarkly's official AI tooling","https:\u002F\u002Fgithub.com\u002Flaunchdarkly\u002Fai-tooling\u002Ftree\u002FHEAD\u002Fskills\u002Fobservability\u002Falert-investigation","---\nname: alert-investigation\ndescription: \"Investigates a triggered observability alert and returns a structured diagnosis with likely cause, scope, and next steps.\"\nlicense: Apache-2.0\ncompatibility: Requires the remotely hosted LaunchDarkly MCP server\nmetadata:\n  author: launchdarkly\n  version: \"0.1.0\"\n---\n\n# Alert investigation\n\nYou are investigating a specific triggered alert. Alerts arrive with structured context — an alert ID, name, threshold, value that crossed it, and a time range. Your job is to explain *why* it fired, assess *scope*, and recommend *action*.\n\n## Prerequisites\n\nThis skill uses the following LaunchDarkly observability MCP tools:\n\n- `query-logs` — query log records\n- `query-traces` — query distributed traces\n- `query-error-groups` — query error groups\n- `query-sessions` — query sessions\n- `query-aggregations` — query aggregated\u002Ftime-bucketed metrics\n- `get-keys` — discover available attribute keys before filtering\n\n## Workflow\n\n1. **Parse the alert context.** The first turn of the conversation carries alert variables: `alertID`, `alertName`, `alertValue`, `group`, `groupValue`, `query`, `thresholdWindow`, `timeRange`, plus a product-specific link. Use these, don't re-derive them.\n2. **Load the per-product companion.** Based on the alert's product type, load the matching companion: `logs.md`, `traces.md`, `errors.md`, `sessions.md`, or `metrics.md`. Each captures the per-product investigation shape.\n3. **Run the investigation** using the methodology from the investigate skill (cross-reference logs\u002Ftraces\u002Ferrors\u002Fsessions\u002Fmetrics; cite identifiers; aggregate before paginating). Scoped to the alert's time range and filter.\n4. **Produce a structured diagnosis.** See output template below.\n\n## Output template\n\nAlert investigations have a consistent structure so consumers (notification channels, dashboards) can parse them.\n\n```\n## What triggered\n\n\u003C1-2 sentences naming the alert, the threshold, and the value that crossed it.>\n\n## Likely cause\n\n\u003CRoot-cause narrative citing specific evidence: trace IDs, log timestamps, error group IDs, flag keys, deploy timing.>\n\n## Scope\n\n\u003CWho or what is affected. Number of users, services, sessions, error groups. Time window of impact.>\n\n## Next steps\n\n\u003C1-3 concrete actions the on-call or owner should take. Prefer specifics: \"roll back flag X in env Y\", \"restart service Z\", \"investigate trace \u003Cid> for the downstream failure\". Avoid \"investigate further\" — if you don't have a root cause, say what specifically should be investigated and how.>\n```\n\n## When to load which companion\n\n- **`logs.md`** — log alert, log pattern alert\n- **`traces.md`** — latency alert, trace-error-rate alert, span-specific alert\n- **`errors.md`** — error-rate alert, new-error-group alert, crash-rate alert\n- **`sessions.md`** — session-health alert, user-facing-error-rate alert\n- **`metrics.md`** — custom metric threshold, aggregated metric alert, composite alert\n\nIf the alert crosses product boundaries (e.g. a metric alert driven by error data), load both companions.\n\n## Guidelines\n\n- **Stay tight.** Alert investigations feed notifications — keep the output structured and scannable. No preamble (\"Here is my analysis...\"), no repeated framing.\n- **Cite identifiers.** Every claim in the diagnosis should reference a specific trace ID, error group ID, session ID, or log timestamp.\n- **If the alert appears to be noise**, say so explicitly — \"This alert fired because of \u003CX>, but the underlying behavior is within normal variance because \u003CY>\". Noise is a legitimate outcome; don't invent root causes.\n- **Don't redo the investigation you just did.** The diagnosis output should let the on-call act without re-querying.\n",{"data":38,"body":42},{"name":4,"description":6,"license":26,"compatibility":39,"metadata":40},"Requires the remotely hosted LaunchDarkly MCP server",{"author":8,"version":41},"0.1.0",{"type":43,"children":44},"root",[45,53,81,88,93,165,171,311,317,322,334,340,408,413,419],{"type":46,"tag":47,"props":48,"children":49},"element","h1",{"id":4},[50],{"type":51,"value":52},"text","Alert investigation",{"type":46,"tag":54,"props":55,"children":56},"p",{},[57,59,65,67,72,74,79],{"type":51,"value":58},"You are investigating a specific triggered alert. Alerts arrive with structured context — an alert ID, name, threshold, value that crossed it, and a time range. Your job is to explain ",{"type":46,"tag":60,"props":61,"children":62},"em",{},[63],{"type":51,"value":64},"why",{"type":51,"value":66}," it fired, assess ",{"type":46,"tag":60,"props":68,"children":69},{},[70],{"type":51,"value":71},"scope",{"type":51,"value":73},", and recommend ",{"type":46,"tag":60,"props":75,"children":76},{},[77],{"type":51,"value":78},"action",{"type":51,"value":80},".",{"type":46,"tag":82,"props":83,"children":85},"h2",{"id":84},"prerequisites",[86],{"type":51,"value":87},"Prerequisites",{"type":46,"tag":54,"props":89,"children":90},{},[91],{"type":51,"value":92},"This skill uses the following LaunchDarkly observability MCP tools:",{"type":46,"tag":94,"props":95,"children":96},"ul",{},[97,110,121,132,143,154],{"type":46,"tag":98,"props":99,"children":100},"li",{},[101,108],{"type":46,"tag":102,"props":103,"children":105},"code",{"className":104},[],[106],{"type":51,"value":107},"query-logs",{"type":51,"value":109}," — query log records",{"type":46,"tag":98,"props":111,"children":112},{},[113,119],{"type":46,"tag":102,"props":114,"children":116},{"className":115},[],[117],{"type":51,"value":118},"query-traces",{"type":51,"value":120}," — query distributed traces",{"type":46,"tag":98,"props":122,"children":123},{},[124,130],{"type":46,"tag":102,"props":125,"children":127},{"className":126},[],[128],{"type":51,"value":129},"query-error-groups",{"type":51,"value":131}," — query error groups",{"type":46,"tag":98,"props":133,"children":134},{},[135,141],{"type":46,"tag":102,"props":136,"children":138},{"className":137},[],[139],{"type":51,"value":140},"query-sessions",{"type":51,"value":142}," — query sessions",{"type":46,"tag":98,"props":144,"children":145},{},[146,152],{"type":46,"tag":102,"props":147,"children":149},{"className":148},[],[150],{"type":51,"value":151},"query-aggregations",{"type":51,"value":153}," — query aggregated\u002Ftime-bucketed metrics",{"type":46,"tag":98,"props":155,"children":156},{},[157,163],{"type":46,"tag":102,"props":158,"children":160},{"className":159},[],[161],{"type":51,"value":162},"get-keys",{"type":51,"value":164}," — discover available attribute keys before filtering",{"type":46,"tag":82,"props":166,"children":168},{"id":167},"workflow",[169],{"type":51,"value":170},"Workflow",{"type":46,"tag":172,"props":173,"children":174},"ol",{},[175,244,291,301],{"type":46,"tag":98,"props":176,"children":177},{},[178,184,186,192,194,200,201,207,208,214,215,221,222,228,229,235,236,242],{"type":46,"tag":179,"props":180,"children":181},"strong",{},[182],{"type":51,"value":183},"Parse the alert context.",{"type":51,"value":185}," The first turn of the conversation carries alert variables: ",{"type":46,"tag":102,"props":187,"children":189},{"className":188},[],[190],{"type":51,"value":191},"alertID",{"type":51,"value":193},", ",{"type":46,"tag":102,"props":195,"children":197},{"className":196},[],[198],{"type":51,"value":199},"alertName",{"type":51,"value":193},{"type":46,"tag":102,"props":202,"children":204},{"className":203},[],[205],{"type":51,"value":206},"alertValue",{"type":51,"value":193},{"type":46,"tag":102,"props":209,"children":211},{"className":210},[],[212],{"type":51,"value":213},"group",{"type":51,"value":193},{"type":46,"tag":102,"props":216,"children":218},{"className":217},[],[219],{"type":51,"value":220},"groupValue",{"type":51,"value":193},{"type":46,"tag":102,"props":223,"children":225},{"className":224},[],[226],{"type":51,"value":227},"query",{"type":51,"value":193},{"type":46,"tag":102,"props":230,"children":232},{"className":231},[],[233],{"type":51,"value":234},"thresholdWindow",{"type":51,"value":193},{"type":46,"tag":102,"props":237,"children":239},{"className":238},[],[240],{"type":51,"value":241},"timeRange",{"type":51,"value":243},", plus a product-specific link. Use these, don't re-derive them.",{"type":46,"tag":98,"props":245,"children":246},{},[247,252,254,260,261,267,268,274,275,281,283,289],{"type":46,"tag":179,"props":248,"children":249},{},[250],{"type":51,"value":251},"Load the per-product companion.",{"type":51,"value":253}," Based on the alert's product type, load the matching companion: ",{"type":46,"tag":102,"props":255,"children":257},{"className":256},[],[258],{"type":51,"value":259},"logs.md",{"type":51,"value":193},{"type":46,"tag":102,"props":262,"children":264},{"className":263},[],[265],{"type":51,"value":266},"traces.md",{"type":51,"value":193},{"type":46,"tag":102,"props":269,"children":271},{"className":270},[],[272],{"type":51,"value":273},"errors.md",{"type":51,"value":193},{"type":46,"tag":102,"props":276,"children":278},{"className":277},[],[279],{"type":51,"value":280},"sessions.md",{"type":51,"value":282},", or ",{"type":46,"tag":102,"props":284,"children":286},{"className":285},[],[287],{"type":51,"value":288},"metrics.md",{"type":51,"value":290},". Each captures the per-product investigation shape.",{"type":46,"tag":98,"props":292,"children":293},{},[294,299],{"type":46,"tag":179,"props":295,"children":296},{},[297],{"type":51,"value":298},"Run the investigation",{"type":51,"value":300}," using the methodology from the investigate skill (cross-reference logs\u002Ftraces\u002Ferrors\u002Fsessions\u002Fmetrics; cite identifiers; aggregate before paginating). Scoped to the alert's time range and filter.",{"type":46,"tag":98,"props":302,"children":303},{},[304,309],{"type":46,"tag":179,"props":305,"children":306},{},[307],{"type":51,"value":308},"Produce a structured diagnosis.",{"type":51,"value":310}," See output template below.",{"type":46,"tag":82,"props":312,"children":314},{"id":313},"output-template",[315],{"type":51,"value":316},"Output template",{"type":46,"tag":54,"props":318,"children":319},{},[320],{"type":51,"value":321},"Alert investigations have a consistent structure so consumers (notification channels, dashboards) can parse them.",{"type":46,"tag":323,"props":324,"children":328},"pre",{"className":325,"code":327,"language":51},[326],"language-text","## What triggered\n\n\u003C1-2 sentences naming the alert, the threshold, and the value that crossed it.>\n\n## Likely cause\n\n\u003CRoot-cause narrative citing specific evidence: trace IDs, log timestamps, error group IDs, flag keys, deploy timing.>\n\n## Scope\n\n\u003CWho or what is affected. Number of users, services, sessions, error groups. Time window of impact.>\n\n## Next steps\n\n\u003C1-3 concrete actions the on-call or owner should take. Prefer specifics: \"roll back flag X in env Y\", \"restart service Z\", \"investigate trace \u003Cid> for the downstream failure\". Avoid \"investigate further\" — if you don't have a root cause, say what specifically should be investigated and how.>\n",[329],{"type":46,"tag":102,"props":330,"children":332},{"__ignoreMap":331},"",[333],{"type":51,"value":327},{"type":46,"tag":82,"props":335,"children":337},{"id":336},"when-to-load-which-companion",[338],{"type":51,"value":339},"When to load which companion",{"type":46,"tag":94,"props":341,"children":342},{},[343,356,369,382,395],{"type":46,"tag":98,"props":344,"children":345},{},[346,354],{"type":46,"tag":179,"props":347,"children":348},{},[349],{"type":46,"tag":102,"props":350,"children":352},{"className":351},[],[353],{"type":51,"value":259},{"type":51,"value":355}," — log alert, log pattern alert",{"type":46,"tag":98,"props":357,"children":358},{},[359,367],{"type":46,"tag":179,"props":360,"children":361},{},[362],{"type":46,"tag":102,"props":363,"children":365},{"className":364},[],[366],{"type":51,"value":266},{"type":51,"value":368}," — latency alert, trace-error-rate alert, span-specific alert",{"type":46,"tag":98,"props":370,"children":371},{},[372,380],{"type":46,"tag":179,"props":373,"children":374},{},[375],{"type":46,"tag":102,"props":376,"children":378},{"className":377},[],[379],{"type":51,"value":273},{"type":51,"value":381}," — error-rate alert, new-error-group alert, crash-rate alert",{"type":46,"tag":98,"props":383,"children":384},{},[385,393],{"type":46,"tag":179,"props":386,"children":387},{},[388],{"type":46,"tag":102,"props":389,"children":391},{"className":390},[],[392],{"type":51,"value":280},{"type":51,"value":394}," — session-health alert, user-facing-error-rate alert",{"type":46,"tag":98,"props":396,"children":397},{},[398,406],{"type":46,"tag":179,"props":399,"children":400},{},[401],{"type":46,"tag":102,"props":402,"children":404},{"className":403},[],[405],{"type":51,"value":288},{"type":51,"value":407}," — custom metric threshold, aggregated metric alert, composite alert",{"type":46,"tag":54,"props":409,"children":410},{},[411],{"type":51,"value":412},"If the alert crosses product boundaries (e.g. a metric alert driven by error data), load both companions.",{"type":46,"tag":82,"props":414,"children":416},{"id":415},"guidelines",[417],{"type":51,"value":418},"Guidelines",{"type":46,"tag":94,"props":420,"children":421},{},[422,432,442,464],{"type":46,"tag":98,"props":423,"children":424},{},[425,430],{"type":46,"tag":179,"props":426,"children":427},{},[428],{"type":51,"value":429},"Stay tight.",{"type":51,"value":431}," Alert investigations feed notifications — keep the output structured and scannable. No preamble (\"Here is my analysis...\"), no repeated framing.",{"type":46,"tag":98,"props":433,"children":434},{},[435,440],{"type":46,"tag":179,"props":436,"children":437},{},[438],{"type":51,"value":439},"Cite identifiers.",{"type":51,"value":441}," Every claim in the diagnosis should reference a specific trace ID, error group ID, session ID, or log timestamp.",{"type":46,"tag":98,"props":443,"children":444},{},[445,450,452],{"type":46,"tag":179,"props":446,"children":447},{},[448],{"type":51,"value":449},"If the alert appears to be noise",{"type":51,"value":451},", say so explicitly — \"This alert fired because of ",{"type":46,"tag":453,"props":454,"children":455},"x",{},[456,458],{"type":51,"value":457},", but the underlying behavior is within normal variance because ",{"type":46,"tag":459,"props":460,"children":461},"y",{},[462],{"type":51,"value":463},"\". Noise is a legitimate outcome; don't invent root causes.",{"type":46,"tag":98,"props":465,"children":466},{},[467,472],{"type":46,"tag":179,"props":468,"children":469},{},[470],{"type":51,"value":471},"Don't redo the investigation you just did.",{"type":51,"value":473}," The diagnosis output should let the on-call act without re-querying.",{"items":475,"total":609},[476,493,502,516,527,539,547,561,572,581,591,600],{"slug":477,"name":477,"fn":478,"description":479,"org":480,"tags":481,"stars":23,"repoUrl":24,"updatedAt":492},"agent-graphs","create and manage agent graphs","Create and manage agent graphs — directed graphs of configs connected by edges with handoff logic. Use when building multi-agent workflows where configs route to each other.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[482,485,488,489],{"name":483,"slug":484,"type":15},"Agents","agents",{"name":486,"slug":487,"type":15},"Architecture","architecture",{"name":9,"slug":8,"type":15},{"name":490,"slug":491,"type":15},"Multi-Agent","multi-agent","2026-07-28T05:33:33.709407",{"slug":494,"name":494,"fn":495,"description":496,"org":497,"tags":498,"stars":23,"repoUrl":24,"updatedAt":501},"aiconfig-agent-graphs","manage agent graphs","DEPRECATED redirect — this skill was renamed to agent-graphs. Do not use this skill; invoke agent-graphs instead. Kept only so old references to aiconfig-agent-graphs still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[499,500],{"name":483,"slug":484,"type":15},{"name":486,"slug":487,"type":15},"2026-05-22T06:55:56.527064",{"slug":503,"name":503,"fn":504,"description":505,"org":506,"tags":507,"stars":23,"repoUrl":24,"updatedAt":515},"aiconfig-ai-metrics","manage built-in AI metrics","DEPRECATED redirect — this skill was renamed to built-in-metrics. Do not use this skill; invoke built-in-metrics instead. Kept only so old references to aiconfig-ai-metrics still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[508,511,512],{"name":509,"slug":510,"type":15},"Analytics","analytics",{"name":9,"slug":8,"type":15},{"name":513,"slug":514,"type":15},"Metrics","metrics","2026-05-22T06:55:53.858749",{"slug":517,"name":517,"fn":518,"description":519,"org":520,"tags":521,"stars":23,"repoUrl":24,"updatedAt":526},"aiconfig-create","redirect to configs-create skill","DEPRECATED redirect — this skill was renamed to configs-create. Do not use this skill; invoke configs-create instead. Kept only so old references to aiconfig-create still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[522,523],{"name":9,"slug":8,"type":15},{"name":524,"slug":525,"type":15},"Reference","reference","2026-05-22T06:55:41.790591",{"slug":528,"name":528,"fn":529,"description":530,"org":531,"tags":532,"stars":23,"repoUrl":24,"updatedAt":538},"aiconfig-custom-metrics","configure custom metrics in LaunchDarkly","DEPRECATED redirect — this skill was renamed to custom-metrics. Do not use this skill; invoke custom-metrics instead. Kept only so old references to aiconfig-custom-metrics still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[533,534,537],{"name":509,"slug":510,"type":15},{"name":535,"slug":536,"type":15},"Feature Flags","feature-flags",{"name":9,"slug":8,"type":15},"2026-05-22T06:55:57.84851",{"slug":540,"name":540,"fn":541,"description":542,"org":543,"tags":544,"stars":23,"repoUrl":24,"updatedAt":546},"aiconfig-migrate","redirect to migrate skill","DEPRECATED redirect — this skill was renamed to migrate. Do not use this skill; invoke migrate instead. Kept only so old references to aiconfig-migrate still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[545],{"name":524,"slug":525,"type":15},"2026-05-22T06:55:44.464733",{"slug":548,"name":548,"fn":549,"description":550,"org":551,"tags":552,"stars":23,"repoUrl":24,"updatedAt":560},"aiconfig-online-evals","run online evaluations","DEPRECATED redirect — this skill was renamed to online-evals. Do not use this skill; invoke online-evals instead. Kept only so old references to aiconfig-online-evals still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[553,556,557],{"name":554,"slug":555,"type":15},"Evals","evals",{"name":9,"slug":8,"type":15},{"name":558,"slug":559,"type":15},"Testing","testing","2026-05-22T06:55:55.179617",{"slug":562,"name":562,"fn":563,"description":564,"org":565,"tags":566,"stars":23,"repoUrl":24,"updatedAt":571},"aiconfig-projects","manage AI configuration projects","DEPRECATED redirect — this skill was renamed to projects. Do not use this skill; invoke projects instead. Kept only so old references to aiconfig-projects still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[567,570],{"name":568,"slug":569,"type":15},"Configuration","configuration",{"name":9,"slug":8,"type":15},"2026-05-22T06:55:48.522229",{"slug":573,"name":573,"fn":574,"description":575,"org":576,"tags":577,"stars":23,"repoUrl":24,"updatedAt":580},"aiconfig-snippets","manage AI configuration snippets","DEPRECATED redirect — this skill was renamed to snippets. Do not use this skill; invoke snippets instead. Kept only so old references to aiconfig-snippets still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[578,579],{"name":568,"slug":569,"type":15},{"name":9,"slug":8,"type":15},"2026-05-22T06:55:47.16557",{"slug":582,"name":582,"fn":583,"description":584,"org":585,"tags":586,"stars":23,"repoUrl":24,"updatedAt":590},"aiconfig-targeting","configure LaunchDarkly targeting rules","DEPRECATED redirect — this skill was renamed to configs-targeting. Do not use this skill; invoke configs-targeting instead. Kept only so old references to aiconfig-targeting still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[587,588,589],{"name":568,"slug":569,"type":15},{"name":535,"slug":536,"type":15},{"name":9,"slug":8,"type":15},"2026-05-22T06:55:49.845445",{"slug":592,"name":592,"fn":593,"description":594,"org":595,"tags":596,"stars":23,"repoUrl":24,"updatedAt":599},"aiconfig-tools","redirect to tools skill","DEPRECATED redirect — this skill was renamed to tools. Do not use this skill; invoke tools instead. Kept only so old references to aiconfig-tools still point users to the new name.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[597,598],{"name":9,"slug":8,"type":15},{"name":524,"slug":525,"type":15},"2026-05-22T06:55:39.13373",{"slug":601,"name":601,"fn":602,"description":603,"org":604,"tags":605,"stars":23,"repoUrl":24,"updatedAt":608},"aiconfig-update","redirect to configs-update skill","DEPRECATED redirect — this skill was renamed to configs-update. Do not use this skill; invoke configs-update instead. 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