{"id":"9a867149-ad4e-498a-a748-abf81661f225","shortId":"CVyC49","kind":"skill","title":"Investigate production incidents across observability signals and draft next remediation steps with OpenSRE","tagline":"Pull logs, metrics, traces, and runbook context into one incident investigation loop before a human operator guesses at the root cause.","description":"# Investigate production incidents across observability signals and draft next remediation steps with OpenSRE\n\nPull logs, metrics, traces, and runbook context into one incident investigation loop before a human operator guesses at the root cause.\n\n## Prerequisites\n\nOpenSRE installation, access to the target observability stack and incident context, supported infrastructure credentials, terminal access\n\n## Installation\n\nUse the upstream install or setup path that matches your environment:\n- brew tap tracer-cloud/tap\n- brew install tracer-cloud/tap/opensre\n- pipx install opensre\n\nRequirements and caveats from upstream:\n- Deploy OpenSRE as a standard Python/FastAPI runtime using the repo Dockerfile or a managed app host such as Railway, EC2, ECS, or Vercel. Set LLM_PROVIDER plus the matching API key (see [.env.example](.env.example));...\n\nBasic usage or getting-started notes:\n- <p>The open-source framework for AI SRE agents, and the training and evaluation environment they need to improve. Connect the 60+ tools you already run, define your own workflows, and investigate incidents on your own...\n- [Quick Start](#quick-start)\n- The root installer URL auto-detects Unix shell vs PowerShell. Add --main when you want the latest rolling build from main instead of the latest stable release.\n\n- Source: https://github.com/Tracer-Cloud/opensre\n- Extracted from upstream docs: https://raw.githubusercontent.com/Tracer-Cloud/opensre/HEAD/README.md\n\n## Documentation\n\n- https://opensre.com\n\n## Source\n\n- [Agent Skill Exchange](https://agentskillexchange.com/skills/investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre/)","tags":["investigate","production","incidents","across","observability","signals","and","draft","next","remediation","steps","with"],"capabilities":["skill","source-agentskillexchange","skill-investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre","topic-agent-skills","topic-ai-agents","topic-ai-tools","topic-awesome-list","topic-claude-code","topic-codex","topic-cursor","topic-llm","topic-mcp","topic-npx-skills","topic-openclaw","topic-skills-catalog"],"categories":["skills"],"synonyms":[],"warnings":[],"endpointUrl":"https://skills.sh/agentskillexchange/skills/investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre","protocol":"skill","transport":"skills-sh","auth":{"type":"none","details":{"cli":"npx skills add agentskillexchange/skills","source_repo":"https://github.com/agentskillexchange/skills","install_from":"skills.sh"}},"qualityScore":"0.454","qualityRationale":"deterministic score 0.45 from registry signals: · indexed on github topic:agent-skills · 8 github stars · SKILL.md body (1,679 chars)","verified":false,"liveness":"unknown","lastLivenessCheck":null,"agentReviews":{"count":0,"score_avg":null,"cost_usd_avg":null,"success_rate":null,"latency_p50_ms":null,"narrative_summary":null,"summary_updated_at":null},"enrichmentModel":"deterministic:skill-github:v1","enrichmentVersion":1,"enrichedAt":"2026-05-18T19:10:58.239Z","embedding":null,"createdAt":"2026-05-18T13:17:14.834Z","updatedAt":"2026-05-18T19:10:58.239Z","lastSeenAt":"2026-05-18T19:10:58.239Z","tsv":"'/skills/investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre/)':247 '/tap':103 '/tap/opensre':109 '/tracer-cloud/opensre':231 '/tracer-cloud/opensre/head/readme.md':238 '60':180 'access':72,85 'across':4,38 'add':211 'agent':167,242 'agentskillexchange.com':246 'agentskillexchange.com/skills/investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre/)':245 'ai':165 'alreadi':183 'api':147 'app':132 'auto':205 'auto-detect':204 'basic':152 'brew':98,104 'build':219 'caus':34,68 'caveat':115 'cloud':102,108 'connect':178 'context':20,54,80 'credenti':83 'defin':185 'deploy':118 'detect':206 'doc':235 'dockerfil':128 'document':239 'draft':8,42 'ec':138 'ec2':137 'env.example':150,151 'environ':97,173 'evalu':172 'exchang':244 'extract':232 'framework':163 'get':156 'getting-start':155 'github.com':230 'github.com/tracer-cloud/opensre':229 'guess':30,64 'host':133 'human':28,62 'improv':177 'incid':3,23,37,57,79,191 'infrastructur':82 'instal':71,86,90,105,111,202 'instead':222 'investig':1,24,35,58,190 'key':148 'latest':217,225 'llm':142 'log':15,49 'loop':25,59 'main':212,221 'manag':131 'match':95,146 'metric':16,50 'need':175 'next':9,43 'note':158 'observ':5,39,76 'one':22,56 'open':161 'open-sourc':160 'opensr':13,47,70,112,119 'opensre.com':240 'oper':29,63 'path':93 'pipx':110 'plus':144 'powershel':210 'prerequisit':69 'product':2,36 'provid':143 'pull':14,48 'python/fastapi':123 'quick':195,198 'quick-start':197 'railway':136 'raw.githubusercontent.com':237 'raw.githubusercontent.com/tracer-cloud/opensre/head/readme.md':236 'releas':227 'remedi':10,44 'repo':127 'requir':113 'roll':218 'root':33,67,201 'run':184 'runbook':19,53 'runtim':124 'see':149 'set':141 'setup':92 'shell':208 'signal':6,40 'skill':243 'skill-investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre' 'sourc':162,228,241 'source-agentskillexchange' 'sre':166 'stabl':226 'stack':77 'standard':122 'start':157,196,199 'step':11,45 'support':81 'tap':99 'target':75 'termin':84 'tool':181 'topic-agent-skills' 'topic-ai-agents' 'topic-ai-tools' 'topic-awesome-list' 'topic-claude-code' 'topic-codex' 'topic-cursor' 'topic-llm' 'topic-mcp' 'topic-npx-skills' 'topic-openclaw' 'topic-skills-catalog' 'trace':17,51 'tracer':101,107 'tracer-cloud':100,106 'train':170 'unix':207 'upstream':89,117,234 'url':203 'usag':153 'use':87,125 'vercel':140 'vs':209 'want':215 'workflow':188","prices":[{"id":"422a3d1c-6d29-44f4-a52f-18d202c60b2f","listingId":"9a867149-ad4e-498a-a748-abf81661f225","amountUsd":"0","unit":"free","nativeCurrency":null,"nativeAmount":null,"chain":null,"payTo":null,"paymentMethod":"skill-free","isPrimary":true,"details":{"org":"agentskillexchange","category":"skills","install_from":"skills.sh"},"createdAt":"2026-05-18T13:17:14.834Z"}],"sources":[{"listingId":"9a867149-ad4e-498a-a748-abf81661f225","source":"github","sourceId":"agentskillexchange/skills/investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre","sourceUrl":"https://github.com/agentskillexchange/skills/tree/main/skills/investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre","isPrimary":false,"firstSeenAt":"2026-05-18T13:17:14.834Z","lastSeenAt":"2026-05-18T19:10:58.239Z"}],"details":{"listingId":"9a867149-ad4e-498a-a748-abf81661f225","quickStartSnippet":null,"exampleRequest":null,"exampleResponse":null,"schema":null,"openapiUrl":null,"agentsTxtUrl":null,"citations":[],"useCases":[],"bestFor":[],"notFor":[],"kindDetails":{"org":"agentskillexchange","slug":"investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre","github":{"repo":"agentskillexchange/skills","stars":8,"topics":["agent-skills","ai-agents","ai-tools","awesome-list","claude-code","codex","cursor","llm","mcp","npx-skills","openclaw","skills-catalog"],"license":"mit","html_url":"https://github.com/agentskillexchange/skills","pushed_at":"2026-05-18T19:02:17Z","description":"The open catalog of AI agent skills — 2,000+ security-scanned skills for Claude Code, Cursor, Codex, and more.","skill_md_sha":"bce1eec5ae4c870dbabf9ad8a6d955be618c8a12","skill_md_path":"skills/investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre/SKILL.md","default_branch":"main","skill_tree_url":"https://github.com/agentskillexchange/skills/tree/main/skills/investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre"},"layout":"multi","source":"github","category":"skills","frontmatter":{"name":"Investigate production incidents across observability signals and draft next remediation steps with OpenSRE","description":"Pull logs, metrics, traces, and runbook context into one incident investigation loop before a human operator guesses at the root cause."},"skills_sh_url":"https://skills.sh/agentskillexchange/skills/investigate-production-incidents-across-observability-signals-and-draft-next-remediation-steps-with-opensre"},"updatedAt":"2026-05-18T19:10:58.239Z"}}