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Kkkirito-123Kkkirito-123Community·6 Agent Skills Included

mutil-rag-agent

Automated incident diagnosis, evidence gathering, and root-cause reports

Diagnoses server, network, Docker container, and resource issues from user reports or Alertmanager alerts. Routes each incident to the right playbook, collects real evidence through RAG retrieval and system tools, and produces traceable Markdown reports. Removes manual log digging and guesswork with fast and deep diagnosis modes, background workers, and full audit records.
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npx skills add Kkkirito-123/mutil-rag-agent --all -g -y
Available:

Gives the AI agent the full operational map of this AIOps platform, including architecture boundaries, safety rules for tool execution, setup commands, and which modules own each diagnosis workflow.

All Skills in This Repository (6)

Pure Emerald Level Indicators
📦 In Repo
Kkkirito-123Kkkirito-123

network_diagnosis

Diagnose network connectivity issues with DNS, ping, port, and HTTP checks.

Community
Advanced
📦 In Repo
Kkkirito-123Kkkirito-123

generic_oncall

Diagnose ambiguous incidents with a generic OnCall troubleshooting plan.

Community
Intermediate
📦 In Repo
Kkkirito-123Kkkirito-123

host_resource_diagnosis

Collect real-time CPU, memory, and disk metrics via psutil to diagnose host resource pressure.

Community
Advanced
📦 In Repo
Kkkirito-123Kkkirito-123

container_diagnosis

Diagnose Docker container issues by inspecting status, resources, and logs.

Community
Intermediate
📦 In Repo
Kkkirito-123Kkkirito-123

open-websearch

Coordinates local-first web retrieval via open-websearch CLI/daemon or MCP-enabled tools.

Community
Intermediate
📦 In Repo
Kkkirito-123Kkkirito-123

open-websearch-maintainer

Coordinate safe, consistent changes to the open-websearch MCP server.

Community
Advanced

Frequently Asked Questions

FAQPage Schema
How to install mutil-rag-agent?▼

Run `npx skills add Kkkirito-123/mutil-rag-agent --all -g -y` in your terminal to install all skills in this suite globally.

What problems does mutil-rag-agent solve?▼

It automates OnCall and SRE incident diagnosis for CPU, memory, disk, network, and Docker container failures, turning alerts into evidence-backed root-cause reports.

How does the fast and deep diagnosis mode differ?▼

Fast mode runs a plan-execute-replan loop for quick single-issue checks, while deep mode fans out specialist agents for metrics, logs, and infrastructure to cross-verify complex incidents.

Does it work with Alertmanager and Prometheus alerts?▼

Yes. It accepts Alertmanager webhooks directly, selects the matching playbook, gathers evidence via RAG and MCP tools, and stores auditable facts in Postgres.

Can I use it without deep DevOps experience?▼

Yes. You describe the problem in plain language, and the agent picks the right playbook, runs read-only diagnostics, and suggests fixes with human approval for risky actions.

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