package main import ( "log" "os" mcps "github.com/mark3labs/mcp-go/server" "github.com/mark3labs/mcp-go/mcp" "mcp-server/internal" ) // serverInstructions are returned to MCP clients (LLMs like Claude Code) in // the initialize handshake and are the standard way to steer how the model // uses the server. The key guidance: the status tools return operational // snapshots, not incident triggers — a node reporting UNAVAIL or a job in // PEND/EXIT/UNKWN is normal state. Without this, the model treats every // non-"OK" value as a problem and floods the user with unsolicited // diagnostic advice when they only asked to view status. const serverInstructions = "XCE scheduler agent — cluster status, not an incident console.\n\n" + "Status tools (scheduler_list_nodes, scheduler_list_jobs, scheduler_get_job, scheduler_cluster_metrics) " + "return informational snapshots. A node showing UNAVAIL/offline, or a job in PEND/EXIT/UNKWN/TRANSIENT, is " + "normal operational state, not an error condition.\n\n" + "When the user asks to view or check status, report the data factually and concisely. Do NOT speculate about " + "root causes, do NOT reference \"known bugs\", and do NOT propose diagnostic or repair actions (checking logs, " + "restarting daemons, opening tickets, ssh'ing to nodes, etc.) unless the user explicitly asks for help or " + "remediation. If you believe action may be warranted, say so in at most one line and let the user decide.\n\n" + "Write tools (scheduler_submit/cancel/hold/release/checkpoint/restart) are destructive and require the user's explicit intent." func main() { baseURL := os.Getenv("XCE_API_URL") token := os.Getenv("XCE_API_KEY") if baseURL == "" { baseURL = "https://localhost:8080" log.Printf("XCE_API_URL not set, defaulting to %s", baseURL) } if token == "" { log.Fatal("XCE_API_KEY environment variable is required") } app, err := internal.NewApp(baseURL, token) if err != nil { log.Fatalf("failed to initialize: %v", err) } s := mcps.NewMCPServer( "scheduler-agent", "0.2.0", mcps.WithResourceCapabilities(true, true), mcps.WithLogging(), mcps.WithInstructions(serverInstructions), ) // Read-only tools are annotated as such so the MCP client does not prompt // for confirmation on them (NewTool defaults to destructive=true). // ── scheduler_list_jobs ── s.AddTool(mcp.NewTool("scheduler_list_jobs", mcp.WithDescription("List jobs in the cluster. Supports filtering by queue, owner, status, and pagination. Status snapshot: report results as-is; job states (PEND/RUN/EXIT/DONE/etc.) are informational, not errors to investigate unprompted."), mcp.WithString("queue", mcp.Description("Filter by queue name")), mcp.WithString("owner", mcp.Description("Filter by job owner username")), mcp.WithString("status", mcp.Description("Filter by status: pending|running|succeeded|failed|cancelled|suspended|unknown")), mcp.WithNumber("limit", mcp.Description("Max results to return")), mcp.WithString("page_token", mcp.Description("Pagination token from a prior response")), mcp.WithReadOnlyHintAnnotation(true), mcp.WithDestructiveHintAnnotation(false), ), app.HandleListJobs) // ── scheduler_get_job ── s.AddTool(mcp.NewTool("scheduler_get_job", mcp.WithDescription("Get detailed information about a specific job by its ID."), mcp.WithString("id", mcp.Description("Job ID"), mcp.Required(), ), mcp.WithReadOnlyHintAnnotation(true), mcp.WithDestructiveHintAnnotation(false), ), app.HandleGetJob) // ── scheduler_list_queues ── s.AddTool(mcp.NewTool("scheduler_list_queues", mcp.WithDescription("List all queues/partitions and their current state (active, inactive, draining)."), mcp.WithReadOnlyHintAnnotation(true), mcp.WithDestructiveHintAnnotation(false), ), app.HandleListQueues) // ── scheduler_list_nodes ── s.AddTool(mcp.NewTool("scheduler_list_nodes", mcp.WithDescription("List all compute nodes with their resource usage and status. Status snapshot: report node states (OK/UNAVAIL/etc.) as-is — a non-OK node is informational, not an error; do not offer diagnostic/repair suggestions unless the user asks."), mcp.WithReadOnlyHintAnnotation(true), mcp.WithDestructiveHintAnnotation(false), ), app.HandleListNodes) // ── scheduler_job_logs ── s.AddTool(mcp.NewTool("scheduler_job_logs", mcp.WithDescription("Retrieve the output logs of a job."), mcp.WithString("id", mcp.Description("Job ID"), mcp.Required(), ), mcp.WithNumber("tail", mcp.Description("Number of lines from the end to return (0 = all)")), mcp.WithNumber("offset_bytes", mcp.Description("Byte offset to start reading from")), mcp.WithReadOnlyHintAnnotation(true), mcp.WithDestructiveHintAnnotation(false), ), app.HandleJobLogs) // ── scheduler_cluster_metrics ── s.AddTool(mcp.NewTool("scheduler_cluster_metrics", mcp.WithDescription("Get a snapshot of overall cluster resource usage and utilization. Status snapshot: report as-is; do not speculate about causes or propose actions unless the user asks."), mcp.WithReadOnlyHintAnnotation(true), mcp.WithDestructiveHintAnnotation(false), ), app.HandleClusterMetrics) // ── advanced tools (Phase 2) ── // These help the agent close the submit → watch → analyze → suggest loop // against the request/response MCP model. // ── scheduler_wait_job ── s.AddTool(mcp.NewTool("scheduler_wait_job", mcp.WithDescription("Poll a job until it reaches a terminal state (DONE/EXIT) or a timeout. Returns the final status and elapsed time. Use after scheduler_submit to follow a job to completion."), mcp.WithString("id", mcp.Description("Job ID to wait for"), mcp.Required(), ), mcp.WithNumber("timeout_s", mcp.Description("Maximum seconds to wait (default 120)")), mcp.WithNumber("poll_interval_s", mcp.Description("Poll interval seconds (default 3)")), mcp.WithReadOnlyHintAnnotation(true), mcp.WithDestructiveHintAnnotation(false), ), app.HandleWaitJob) // ── scheduler_analyze_failure ── s.AddTool(mcp.NewTool("scheduler_analyze_failure", mcp.WithDescription("Gather everything about a failed (EXIT) job — job info, execution hosts, and output logs — for failure analysis. Returns structured data; interpret the likely cause from the logs and job metadata."), mcp.WithString("id", mcp.Description("Job ID of the failed job"), mcp.Required(), ), mcp.WithNumber("log_tail", mcp.Description("Max log lines to include (default 200)")), mcp.WithReadOnlyHintAnnotation(true), mcp.WithDestructiveHintAnnotation(false), ), app.HandleAnalyzeFailure) // ── scheduler_suggest_resources ── s.AddTool(mcp.NewTool("scheduler_suggest_resources", mcp.WithDescription("Suggest resource parameters (processors, walltime, memory) for a job based on current node capacity and queue state. Returns concrete recommendations for scheduler_submit."), mcp.WithString("command", mcp.Description("The command the job will run (used to gauge footprint)")), mcp.WithString("queue", mcp.Description("Target queue (default normal)")), mcp.WithReadOnlyHintAnnotation(true), mcp.WithDestructiveHintAnnotation(false), ), app.HandleSuggestResources) // ── scheduler_estimate_wait_time ── s.AddTool(mcp.NewTool("scheduler_estimate_wait_time", mcp.WithDescription("Estimate how long a pending job would wait before dispatch, based on current pending jobs, node capacity, and queue state. Returns a rough estimate — treat as guidance, not a guarantee."), mcp.WithString("queue", mcp.Description("Target queue (default normal)")), mcp.WithNumber("processors", mcp.Description("Number of processors the job requests (default 1)")), mcp.WithReadOnlyHintAnnotation(true), mcp.WithDestructiveHintAnnotation(false), ), app.HandleEstimateWaitTime) // ── scheduler_pend_reasons (bjobs -p equivalent) ── s.AddTool(mcp.NewTool("scheduler_pend_reasons", mcp.WithDescription("Explain why PEND (queued) jobs are waiting — the bjobs -p equivalent. Lists pending jobs (or one by id) and translates each job's PEND reason into a human-readable scenario (no_resource, match_fail, limit_host/global, queue_closed, host_unavail, ...)."), mcp.WithString("id", mcp.Description("Specific job id to explain (optional; defaults to all pending jobs)")), mcp.WithString("queue", mcp.Description("Filter by queue name")), mcp.WithString("owner", mcp.Description("Filter by job owner username")), mcp.WithNumber("limit", mcp.Description("Max results to return")), mcp.WithReadOnlyHintAnnotation(true), mcp.WithDestructiveHintAnnotation(false), ), app.HandlePendReasons) // ── write tools (Phase 1) ── // Write tools are annotated destructive so the MCP client (e.g. Claude // Code) prompts the user for confirmation before executing them — the // design doc's "写操作默认 require confirm" at the layer MCP supports it. // ── scheduler_submit ── s.AddTool(mcp.NewTool("scheduler_submit", mcp.WithDescription("Submit a job. REVIEW REQUIRED: call with dry_run=true first to inspect the resolved job spec, then re-call with dry_run=false to actually submit."), mcp.WithString("template", mcp.Description("Job template (default 'general_serial' 通用串行脚本)."), mcp.Enum(internal.TemplateGeneralSerial), mcp.DefaultString(internal.TemplateGeneralSerial)), mcp.WithBoolean("dry_run", mcp.Description("Review mode: validate and return the resolved job spec without submitting."), mcp.DefaultBool(false)), mcp.WithString("command", mcp.Description("Shell command to run (required)."), mcp.Required()), mcp.WithString("name", mcp.Description("Job name; array syntax 'myjob[1-10]' supported.")), mcp.WithString("queue", mcp.Description("Queue (default 'normal').")), mcp.WithString("project", mcp.Description("Project name.")), mcp.WithNumber("cores", mcp.Description("Number of processors.")), mcp.WithString("walltime", mcp.Description("Walltime limit 'HH:MM', e.g. '02:30'.")), mcp.WithString("memory", mcp.Description("Memory limit, e.g. '4 GB', '2048 MB'.")), mcp.WithString("cwd", mcp.Description("Working directory.")), mcp.WithString("env", mcp.Description("Comma-separated KEY=VALUE environment variables.")), mcp.WithString("out_file", mcp.Description("Standard output file.")), mcp.WithString("err_file", mcp.Description("Standard error file.")), mcp.WithString("description", mcp.Description("Job description.")), mcp.WithReadOnlyHintAnnotation(false), mcp.WithDestructiveHintAnnotation(true), ), app.HandleSubmitJob) // ── scheduler_cancel ── s.AddTool(mcp.NewTool("scheduler_cancel", mcp.WithDescription("Cancel (kill) a job by ID. Destructive — you will be asked to confirm before execution."), mcp.WithString("id", mcp.Description("Job ID to cancel"), mcp.Required()), mcp.WithReadOnlyHintAnnotation(false), mcp.WithDestructiveHintAnnotation(true), ), app.HandleCancelJob) // ── scheduler_hold ── s.AddTool(mcp.NewTool("scheduler_hold", mcp.WithDescription("Hold (suspend/stop) a job by ID. Destructive — you will be asked to confirm before execution."), mcp.WithString("id", mcp.Description("Job ID to hold"), mcp.Required()), mcp.WithReadOnlyHintAnnotation(false), mcp.WithDestructiveHintAnnotation(true), ), app.HandleHoldJob) // ── scheduler_release ── s.AddTool(mcp.NewTool("scheduler_release", mcp.WithDescription("Release (resume) a held job by ID. Destructive — you will be asked to confirm before execution."), mcp.WithString("id", mcp.Description("Job ID to release"), mcp.Required()), mcp.WithReadOnlyHintAnnotation(false), mcp.WithDestructiveHintAnnotation(true), ), app.HandleReleaseJob) // ── scheduler_checkpoint ── s.AddTool(mcp.NewTool("scheduler_checkpoint", mcp.WithDescription("Checkpoint a running job by ID (action 'checkpoint', CRIU). Destructive — you will be asked to confirm before execution."), mcp.WithString("id", mcp.Description("Job ID to checkpoint"), mcp.Required()), mcp.WithReadOnlyHintAnnotation(false), mcp.WithDestructiveHintAnnotation(true), ), app.HandleCheckpointJob) // ── scheduler_restart ── s.AddTool(mcp.NewTool("scheduler_restart", mcp.WithDescription("Restart (re-queue) a finished job as a new job by ID, resuming from its last checkpoint if one exists. Returns the new job ID. Destructive — you will be asked to confirm before execution."), mcp.WithString("id", mcp.Description("Job ID to restart"), mcp.Required()), mcp.WithReadOnlyHintAnnotation(false), mcp.WithDestructiveHintAnnotation(true), ), app.HandleRestartJob) log.Printf("Starting scheduler-agent MCP server (base-url: %s)", baseURL) if err := mcps.ServeStdio(s); err != nil { log.Fatalf("server error: %v", err) } }