Pulse/internal/ai/service.go
2025-12-12 12:55:39 +00:00

2671 lines
87 KiB
Go

package ai
import (
"context"
"encoding/base64"
"encoding/json"
"fmt"
"io"
"net/http"
"path/filepath"
"regexp"
"strconv"
"strings"
"sync"
"time"
"github.com/google/uuid"
"github.com/rcourtman/pulse-go-rewrite/internal/agentexec"
"github.com/rcourtman/pulse-go-rewrite/internal/ai/cost"
"github.com/rcourtman/pulse-go-rewrite/internal/ai/knowledge"
"github.com/rcourtman/pulse-go-rewrite/internal/ai/providers"
"github.com/rcourtman/pulse-go-rewrite/internal/config"
"github.com/rcourtman/pulse-go-rewrite/internal/models"
"github.com/rcourtman/pulse-go-rewrite/internal/types"
"github.com/rs/zerolog/log"
)
// StateProvider provides access to the current infrastructure state
type StateProvider interface {
GetState() models.StateSnapshot
}
// Service orchestrates AI interactions
type Service struct {
mu sync.RWMutex
persistence *config.ConfigPersistence
provider providers.Provider
cfg *config.AIConfig
agentServer *agentexec.Server
policy *agentexec.CommandPolicy
stateProvider StateProvider
alertProvider AlertProvider
knowledgeStore *knowledge.Store
costStore *cost.Store
resourceProvider ResourceProvider // Unified resource model provider (Phase 2)
patrolService *PatrolService // Background AI monitoring service
metadataProvider MetadataProvider // Enables AI to update resource URLs
// Alert-triggered analysis - token-efficient real-time AI insights
alertTriggeredAnalyzer *AlertTriggeredAnalyzer
}
// NewService creates a new AI service
func NewService(persistence *config.ConfigPersistence, agentServer *agentexec.Server) *Service {
// Initialize knowledge store
var knowledgeStore *knowledge.Store
costStore := cost.NewStore(cost.DefaultMaxDays)
if persistence != nil {
var err error
knowledgeStore, err = knowledge.NewStore(persistence.DataDir())
if err != nil {
log.Warn().Err(err).Msg("Failed to initialize knowledge store")
}
if err := costStore.SetPersistence(NewCostPersistenceAdapter(persistence)); err != nil {
log.Warn().Err(err).Msg("Failed to initialize AI usage cost store")
}
}
return &Service{
persistence: persistence,
agentServer: agentServer,
policy: agentexec.DefaultPolicy(),
knowledgeStore: knowledgeStore,
costStore: costStore,
}
}
// SetStateProvider sets the state provider for infrastructure context
func (s *Service) SetStateProvider(sp StateProvider) {
s.mu.Lock()
defer s.mu.Unlock()
s.stateProvider = sp
// Initialize patrol service if not already done
if s.patrolService == nil && sp != nil {
s.patrolService = NewPatrolService(s, sp)
// Connect knowledge store to patrol for per-resource notes in context
if s.knowledgeStore != nil {
s.patrolService.SetKnowledgeStore(s.knowledgeStore)
}
}
// Initialize alert-triggered analyzer if not already done
if s.alertTriggeredAnalyzer == nil && sp != nil && s.patrolService != nil {
s.alertTriggeredAnalyzer = NewAlertTriggeredAnalyzer(s.patrolService, sp)
}
}
// GetPatrolService returns the patrol service for background monitoring
func (s *Service) GetPatrolService() *PatrolService {
s.mu.RLock()
defer s.mu.RUnlock()
return s.patrolService
}
// GetAlertTriggeredAnalyzer returns the alert-triggered analyzer for token-efficient real-time analysis
func (s *Service) GetAlertTriggeredAnalyzer() *AlertTriggeredAnalyzer {
s.mu.RLock()
defer s.mu.RUnlock()
return s.alertTriggeredAnalyzer
}
// GetAIConfig returns the current AI configuration
func (s *Service) GetAIConfig() *config.AIConfig {
s.mu.RLock()
defer s.mu.RUnlock()
return s.cfg
}
// GetCostSummary returns usage rollups for the last N days.
func (s *Service) GetCostSummary(days int) cost.Summary {
s.mu.RLock()
store := s.costStore
s.mu.RUnlock()
if store == nil {
if days <= 0 {
days = 30
}
effectiveDays := days
truncated := false
if cost.DefaultMaxDays > 0 && days > cost.DefaultMaxDays {
effectiveDays = cost.DefaultMaxDays
truncated = true
}
return cost.Summary{
Days: days,
RetentionDays: cost.DefaultMaxDays,
EffectiveDays: effectiveDays,
Truncated: truncated,
ProviderModels: []cost.ProviderModelSummary{},
UseCases: []cost.UseCaseSummary{},
DailyTotals: []cost.DailySummary{},
Totals: cost.ProviderModelSummary{
Provider: "all",
},
}
}
return store.GetSummary(days)
}
// ListCostEvents returns retained AI usage events within the requested time window.
func (s *Service) ListCostEvents(days int) []cost.UsageEvent {
s.mu.RLock()
store := s.costStore
s.mu.RUnlock()
if store == nil {
return nil
}
return store.ListEvents(days)
}
// ClearCostHistory deletes retained AI usage events (admin operation).
func (s *Service) ClearCostHistory() error {
s.mu.RLock()
store := s.costStore
s.mu.RUnlock()
if store == nil {
return nil
}
return store.Clear()
}
// SetPatrolThresholdProvider sets the threshold provider for patrol
// This should be called with an AlertThresholdAdapter to connect patrol to user-configured thresholds
func (s *Service) SetPatrolThresholdProvider(provider ThresholdProvider) {
s.mu.RLock()
patrol := s.patrolService
s.mu.RUnlock()
if patrol != nil {
patrol.SetThresholdProvider(provider)
}
}
// MetricsHistoryProvider provides access to historical metrics for trend analysis
// This interface matches the monitoring.MetricsHistory methods we need
type MetricsHistoryProvider interface {
GetNodeMetrics(nodeID string, metricType string, duration time.Duration) []MetricPoint
GetGuestMetrics(guestID string, metricType string, duration time.Duration) []MetricPoint
GetAllGuestMetrics(guestID string, duration time.Duration) map[string][]MetricPoint
GetAllStorageMetrics(storageID string, duration time.Duration) map[string][]MetricPoint
}
// MetricPoint is an alias for the shared metric point type
type MetricPoint = types.MetricPoint
// SetMetricsHistoryProvider sets the metrics history provider for enriched AI context
// This enables the AI to see trends, anomalies, and predictions based on historical data
func (s *Service) SetMetricsHistoryProvider(provider MetricsHistoryProvider) {
s.mu.RLock()
patrol := s.patrolService
s.mu.RUnlock()
if patrol != nil {
patrol.SetMetricsHistoryProvider(provider)
}
}
// SetBaselineStore sets the baseline store for anomaly detection
func (s *Service) SetBaselineStore(store *BaselineStore) {
s.mu.RLock()
patrol := s.patrolService
s.mu.RUnlock()
if patrol != nil {
patrol.SetBaselineStore(store)
}
}
// StartPatrol starts the background patrol service
func (s *Service) StartPatrol(ctx context.Context) {
s.mu.RLock()
patrol := s.patrolService
alertAnalyzer := s.alertTriggeredAnalyzer
cfg := s.cfg
s.mu.RUnlock()
if patrol == nil {
log.Debug().Msg("Patrol service not initialized, cannot start")
return
}
if cfg == nil || !cfg.IsPatrolEnabled() {
log.Debug().Msg("AI Patrol not enabled")
return
}
// Configure patrol from AI config
patrolCfg := PatrolConfig{
Enabled: true,
QuickCheckInterval: cfg.GetPatrolInterval(),
DeepAnalysisInterval: 6 * time.Hour,
AnalyzeNodes: cfg.PatrolAnalyzeNodes,
AnalyzeGuests: cfg.PatrolAnalyzeGuests,
AnalyzeDocker: cfg.PatrolAnalyzeDocker,
AnalyzeStorage: cfg.PatrolAnalyzeStorage,
}
patrol.SetConfig(patrolCfg)
patrol.Start(ctx)
// Configure alert-triggered analyzer
if alertAnalyzer != nil {
alertAnalyzer.SetEnabled(cfg.IsAlertTriggeredAnalysisEnabled())
log.Info().
Bool("enabled", cfg.IsAlertTriggeredAnalysisEnabled()).
Msg("Alert-triggered AI analysis configured")
}
}
// StopPatrol stops the background patrol service
func (s *Service) StopPatrol() {
s.mu.RLock()
patrol := s.patrolService
s.mu.RUnlock()
if patrol != nil {
patrol.Stop()
}
}
// ReconfigurePatrol updates the patrol configuration without restarting
// Call this after changing patrol settings to apply them immediately
func (s *Service) ReconfigurePatrol() {
s.mu.RLock()
patrol := s.patrolService
alertAnalyzer := s.alertTriggeredAnalyzer
cfg := s.cfg
s.mu.RUnlock()
if patrol == nil || cfg == nil {
return
}
// Update patrol configuration
patrolCfg := PatrolConfig{
Enabled: cfg.IsPatrolEnabled(),
QuickCheckInterval: cfg.GetPatrolInterval(),
DeepAnalysisInterval: 6 * time.Hour,
AnalyzeNodes: cfg.PatrolAnalyzeNodes,
AnalyzeGuests: cfg.PatrolAnalyzeGuests,
AnalyzeDocker: cfg.PatrolAnalyzeDocker,
AnalyzeStorage: cfg.PatrolAnalyzeStorage,
}
patrol.SetConfig(patrolCfg)
log.Info().
Bool("enabled", patrolCfg.Enabled).
Dur("interval", patrolCfg.QuickCheckInterval).
Msg("Patrol configuration updated")
// Update alert-triggered analyzer
if alertAnalyzer != nil {
alertAnalyzer.SetEnabled(cfg.IsAlertTriggeredAnalysisEnabled())
}
}
// GuestInfo contains information about a guest (VM or container) found by VMID lookup
type GuestInfo struct {
Node string
Name string
Type string // "lxc" or "qemu"
Instance string // PVE instance ID (for multi-cluster disambiguation)
}
// lookupNodeForVMID looks up which node owns a given VMID using the state provider
// Returns the node name and guest name if found, empty strings otherwise
// If targetInstance is provided, only matches guests from that instance (for multi-cluster setups)
func (s *Service) lookupNodeForVMID(vmid int) (node string, guestName string, guestType string) {
guests := s.lookupGuestsByVMID(vmid, "")
if len(guests) == 1 {
return guests[0].Node, guests[0].Name, guests[0].Type
}
if len(guests) > 1 {
// Multiple matches - VMID collision across instances
// Log warning and return first match (caller should use lookupGuestsByVMID with instance filter)
log.Warn().
Int("vmid", vmid).
Int("matches", len(guests)).
Msg("VMID collision detected - multiple guests with same VMID across instances")
return guests[0].Node, guests[0].Name, guests[0].Type
}
return "", "", ""
}
// lookupGuestsByVMID finds all guests with the given VMID
// If targetInstance is non-empty, only returns guests from that instance
func (s *Service) lookupGuestsByVMID(vmid int, targetInstance string) []GuestInfo {
s.mu.RLock()
sp := s.stateProvider
s.mu.RUnlock()
if sp == nil {
return nil
}
state := sp.GetState()
var results []GuestInfo
// Check containers
for _, ct := range state.Containers {
if ct.VMID == vmid {
if targetInstance == "" || ct.Instance == targetInstance {
results = append(results, GuestInfo{
Node: ct.Node,
Name: ct.Name,
Type: "lxc",
Instance: ct.Instance,
})
}
}
}
// Check VMs
for _, vm := range state.VMs {
if vm.VMID == vmid {
if targetInstance == "" || vm.Instance == targetInstance {
results = append(results, GuestInfo{
Node: vm.Node,
Name: vm.Name,
Type: "qemu",
Instance: vm.Instance,
})
}
}
}
return results
}
// extractVMIDFromCommand parses pct/qm/vzdump commands to extract the VMID being targeted
// Returns the VMID, whether it requires node-specific routing, and whether found
// Some commands (like vzdump) can run from any cluster node, others (like pct exec) must run on the owning node
func extractVMIDFromCommand(command string) (vmid int, requiresOwnerNode bool, found bool) {
// Commands that MUST run on the node that owns the guest
// These interact directly with the container/VM runtime
nodeSpecificPatterns := []string{
// pct commands - match any pct subcommand followed by VMID
// Covers: exec, enter, start, stop, shutdown, reboot, status, push, pull, mount, unmount, etc.
`(?:^|\s)pct\s+\w+\s+(\d+)`,
// qm commands - match any qm subcommand followed by VMID
// Covers: start, stop, shutdown, reset, status, guest exec, monitor, etc.
`(?:^|\s)qm\s+(?:guest\s+)?\w+\s+(\d+)`,
}
// Commands that can run from any cluster node (cluster-aware)
// vzdump uses the cluster to route to the right node automatically
clusterAwarePatterns := []string{
`(?:^|\s)vzdump\s+(\d+)`,
// pvesh commands can specify node in path, so we don't force routing
}
// Check node-specific commands first (higher priority)
for _, pattern := range nodeSpecificPatterns {
re := regexp.MustCompile(pattern)
if matches := re.FindStringSubmatch(command); len(matches) > 1 {
if v, err := strconv.Atoi(matches[1]); err == nil {
return v, true, true
}
}
}
// Check cluster-aware commands (don't force node routing)
for _, pattern := range clusterAwarePatterns {
re := regexp.MustCompile(pattern)
if matches := re.FindStringSubmatch(command); len(matches) > 1 {
if v, err := strconv.Atoi(matches[1]); err == nil {
return v, false, true
}
}
}
return 0, false, false
}
// formatApprovalNeededToolResult returns a structured tool result for commands that require approval.
// It is encoded as a marker + JSON so the LLM can reliably detect it.
func formatApprovalNeededToolResult(command, toolID, reason string) string {
payload := map[string]interface{}{
"type": "approval_required",
"command": command,
"tool_id": toolID,
"reason": reason,
"how_to_approve": "Ask the user to click the approval button shown in the UI.",
"do_not_retry": true,
}
b, err := json.Marshal(payload)
if err != nil {
// Fallback to a safe plain-text marker.
return fmt.Sprintf("APPROVAL_REQUIRED: %s", command)
}
return "APPROVAL_REQUIRED: " + string(b)
}
// formatPolicyBlockedToolResult returns a structured tool result for commands blocked by policy.
func formatPolicyBlockedToolResult(command, reason string) string {
payload := map[string]interface{}{
"type": "policy_blocked",
"command": command,
"reason": reason,
"do_not_retry": true,
}
b, err := json.Marshal(payload)
if err != nil {
return fmt.Sprintf("POLICY_BLOCKED: %s", reason)
}
return "POLICY_BLOCKED: " + string(b)
}
// LoadConfig loads the AI configuration and initializes the provider
func (s *Service) LoadConfig() error {
s.mu.Lock()
defer s.mu.Unlock()
cfg, err := s.persistence.LoadAIConfig()
if err != nil {
return fmt.Errorf("failed to load AI config: %w", err)
}
s.cfg = cfg
// Don't initialize provider if AI is not enabled or not configured
if cfg == nil || !cfg.Enabled || !cfg.IsConfigured() {
s.provider = nil
return nil
}
selectedModel := cfg.GetModel()
selectedProvider, _ := config.ParseModelString(selectedModel)
providerClient, err := providers.NewForModel(cfg, selectedModel)
if err != nil {
// Only fall back to legacy config if no multi-provider credentials are set.
if len(cfg.GetConfiguredProviders()) == 0 && (cfg.Provider != "" || cfg.APIKey != "") {
if legacyClient, legacyErr := providers.NewFromConfig(cfg); legacyErr == nil {
providerClient = legacyClient
selectedProvider = providerClient.Name()
log.Info().
Str("provider", selectedProvider).
Str("model", cfg.GetModel()).
Msg("AI service initialized via legacy config (migration path)")
} else {
log.Warn().Err(legacyErr).Msg("Failed to initialize legacy AI provider")
s.provider = nil
return nil
}
} else {
log.Warn().
Err(err).
Str("selected_model", selectedModel).
Str("selected_provider", selectedProvider).
Strs("configured_providers", cfg.GetConfiguredProviders()).
Msg("AI enabled but selected provider is not configured; check API keys or model selection")
s.provider = nil
return nil
}
}
s.provider = providerClient
log.Info().
Str("provider", selectedProvider).
Str("model", selectedModel).
Bool("autonomous_mode", cfg.AutonomousMode).
Msg("AI service initialized")
return nil
}
// IsEnabled returns true if AI is enabled and configured
func (s *Service) IsEnabled() bool {
s.mu.RLock()
defer s.mu.RUnlock()
return s.cfg != nil && s.cfg.Enabled && s.provider != nil
}
// GetConfig returns a copy of the current AI config
func (s *Service) GetConfig() *config.AIConfig {
s.mu.RLock()
defer s.mu.RUnlock()
if s.cfg == nil {
return nil
}
cfg := *s.cfg
return &cfg
}
// GetDebugContext returns debug information about what context would be sent to the AI
func (s *Service) GetDebugContext(req ExecuteRequest) map[string]interface{} {
s.mu.RLock()
stateProvider := s.stateProvider
agentServer := s.agentServer
cfg := s.cfg
s.mu.RUnlock()
result := make(map[string]interface{})
// State provider info
result["has_state_provider"] = stateProvider != nil
if stateProvider != nil {
state := stateProvider.GetState()
result["state_summary"] = map[string]interface{}{
"nodes": len(state.Nodes),
"vms": len(state.VMs),
"containers": len(state.Containers),
"docker_hosts": len(state.DockerHosts),
"hosts": len(state.Hosts),
"pbs_instances": len(state.PBSInstances),
}
// List some VMs/containers for verification
var vmNames []string
for _, vm := range state.VMs {
vmNames = append(vmNames, fmt.Sprintf("%s (VMID:%d, node:%s)", vm.Name, vm.VMID, vm.Node))
}
if len(vmNames) > 10 {
vmNames = vmNames[:10]
}
result["sample_vms"] = vmNames
var ctNames []string
for _, ct := range state.Containers {
ctNames = append(ctNames, fmt.Sprintf("%s (VMID:%d, node:%s)", ct.Name, ct.VMID, ct.Node))
}
if len(ctNames) > 10 {
ctNames = ctNames[:10]
}
result["sample_containers"] = ctNames
var hostNames []string
for _, h := range state.Hosts {
hostNames = append(hostNames, h.Hostname)
}
result["host_names"] = hostNames
var dockerHostNames []string
for _, dh := range state.DockerHosts {
dockerHostNames = append(dockerHostNames, fmt.Sprintf("%s (%d containers)", dh.DisplayName, len(dh.Containers)))
}
result["docker_host_names"] = dockerHostNames
}
// Agent info
result["has_agent_server"] = agentServer != nil
if agentServer != nil {
agents := agentServer.GetConnectedAgents()
var agentNames []string
for _, a := range agents {
agentNames = append(agentNames, a.Hostname)
}
result["connected_agents"] = agentNames
}
// Config info
result["has_config"] = cfg != nil
if cfg != nil {
result["custom_context_length"] = len(cfg.CustomContext)
if len(cfg.CustomContext) > 200 {
result["custom_context_preview"] = cfg.CustomContext[:200] + "..."
} else {
result["custom_context_preview"] = cfg.CustomContext
}
}
// Build and include the system prompt
systemPrompt := s.buildSystemPrompt(req)
result["system_prompt_length"] = len(systemPrompt)
result["system_prompt"] = systemPrompt
return result
}
// IsAutonomous returns true if autonomous mode is enabled
func (s *Service) IsAutonomous() bool {
s.mu.RLock()
defer s.mu.RUnlock()
return s.cfg != nil && s.cfg.AutonomousMode
}
// isDangerousCommand checks if a command is too dangerous to auto-execute
// These commands ALWAYS require approval, even in autonomous mode
func isDangerousCommand(cmd string) bool {
cmd = strings.TrimSpace(strings.ToLower(cmd))
parts := strings.Fields(cmd)
if len(parts) == 0 {
return false
}
baseCmd := parts[0]
if baseCmd == "sudo" && len(parts) > 1 {
baseCmd = parts[1]
}
// Commands that are too dangerous to ever auto-execute
dangerousCommands := map[string]bool{
// Deletion commands
"rm": true,
"rmdir": true,
"unlink": true,
"shred": true,
// Disk/filesystem destructive operations
"dd": true,
"mkfs": true,
"fdisk": true,
"parted": true,
"wipefs": true,
"sgdisk": true,
"gdisk": true,
"zpool": true, // Allow reads but not modifications
"zfs": true, // Allow reads but not modifications
"lvremove": true,
"vgremove": true,
"pvremove": true,
// System state changes
"reboot": true,
"shutdown": true,
"poweroff": true,
"halt": true,
"init": true,
"systemctl": true, // could stop critical services
"service": true,
// User/permission changes
"chmod": true,
"chown": true,
"useradd": true,
"userdel": true,
"passwd": true,
// Package management
"apt": true,
"apt-get": true,
"dpkg": true,
"yum": true,
"dnf": true,
"pacman": true,
"pip": true,
"npm": true,
// Proxmox destructive
"vzdump": true,
"vzrestore": true,
"pveam": true,
// Network changes
"iptables": true,
"nft": true,
"firewall-cmd": true,
}
if dangerousCommands[baseCmd] {
// Special case: allow read-only apt/apt-get operations
if baseCmd == "apt" || baseCmd == "apt-get" {
// First, check if it's a dry-run/simulate command (safe even for upgrade/install)
for _, part := range parts {
if part == "--dry-run" || part == "-s" || part == "--simulate" || part == "--just-print" {
return false // Dry-run is always safe
}
}
// Check for inherently read-only operations
safeAptOps := []string{"update", "list", "show", "search", "policy", "madison", "depends", "rdepends", "changelog"}
for _, safeOp := range safeAptOps {
if len(parts) > 1 && parts[1] == safeOp {
return false // Safe read-only operation
}
// Also handle sudo apt <op>
if len(parts) > 2 && parts[0] == "sudo" && parts[2] == safeOp {
return false
}
}
}
// Special case: allow read-only systemctl operations
if baseCmd == "systemctl" {
safeSystemctlOps := []string{"status", "show", "list-units", "list-unit-files", "is-active", "is-enabled", "is-failed", "cat"}
for _, safeOp := range safeSystemctlOps {
if len(parts) > 1 && parts[1] == safeOp {
return false
}
if len(parts) > 2 && parts[0] == "sudo" && parts[2] == safeOp {
return false
}
}
}
// Special case: allow read-only dpkg operations
if baseCmd == "dpkg" {
safeDpkgOps := []string{"-l", "--list", "-L", "--listfiles", "-s", "--status", "-S", "--search", "-p", "--print-avail", "--get-selections"}
for _, safeOp := range safeDpkgOps {
if len(parts) > 1 && parts[1] == safeOp {
return false
}
if len(parts) > 2 && parts[0] == "sudo" && parts[2] == safeOp {
return false
}
}
}
return true
}
// Detect dangerous patterns in the full command
dangerousPatterns := []string{
"rm -rf", "rm -fr", "rm -r",
"> /dev/", "| tee /",
"mkfs.", "dd if=", "dd of=",
":(){ :|:& };:", // fork bomb
"chmod -R 777", "chmod 777",
"drop database", "drop table",
"truncate ",
}
for _, pattern := range dangerousPatterns {
if strings.Contains(cmd, pattern) {
return true
}
}
return false
}
// isReadOnlyCommand checks if a command is read-only (doesn't modify state)
// Read-only commands can be executed without approval even in non-autonomous mode
func isReadOnlyCommand(cmd string) bool {
cmd = strings.TrimSpace(cmd)
// Get the base command (first word, ignoring sudo)
parts := strings.Fields(cmd)
if len(parts) == 0 {
return false
}
baseCmd := parts[0]
if baseCmd == "sudo" && len(parts) > 1 {
baseCmd = parts[1]
}
// List of read-only commands that are safe to auto-execute
readOnlyCommands := map[string]bool{
// File/disk inspection
"ls": true, "ll": true, "dir": true,
"cat": true, "head": true, "tail": true, "less": true, "more": true,
"df": true, "du": true, "stat": true, "file": true,
"find": true, "locate": true, "which": true, "whereis": true,
"wc": true, "diff": true, "cmp": true,
// Process inspection
"ps": true, "top": true, "htop": true, "pgrep": true,
"lsof": true, "fuser": true,
// System info
"uname": true, "hostname": true, "uptime": true, "whoami": true, "id": true,
"free": true, "vmstat": true, "iostat": true, "sar": true,
"lscpu": true, "lsmem": true, "lsblk": true, "lspci": true, "lsusb": true,
"dmesg": true, "journalctl": true,
// Network inspection
"ip": true, "ifconfig": true, "netstat": true, "ss": true,
"ping": true, "traceroute": true, "tracepath": true, "mtr": true,
"dig": true, "nslookup": true, "host": true,
"curl": true, "wget": true, // typically read-only when not writing files
// Docker inspection
"docker": true, // we'll check subcommands below
// Package info (not install/remove)
"dpkg": true, "rpm": true, "apt-cache": true,
// Text processing (read-only)
"grep": true, "egrep": true, "fgrep": true, "rg": true,
"awk": true, "sed": true, // can be used read-only
"sort": true, "uniq": true, "cut": true, "tr": true,
"jq": true, "yq": true,
// Proxmox inspection
"pct": true, "qm": true, "pvesh": true, "pvecm": true,
"zpool": true, "zfs": true,
}
if !readOnlyCommands[baseCmd] {
return false
}
// Special handling for commands with dangerous subcommands
cmdLower := strings.ToLower(cmd)
// Docker: only allow inspection subcommands
if baseCmd == "docker" {
dangerousDockerCmds := []string{
"docker rm", "docker rmi", "docker kill", "docker stop", "docker start",
"docker restart", "docker prune", "docker pull", "docker push",
"docker exec", "docker run", "docker build", "docker compose",
"docker volume rm", "docker network rm", "docker system prune",
"docker image prune", "docker container prune", "docker builder prune",
}
for _, dangerous := range dangerousDockerCmds {
if strings.Contains(cmdLower, dangerous) {
return false
}
}
return true
}
// Proxmox: only allow list/status subcommands
if baseCmd == "pct" || baseCmd == "qm" {
safeSubcmds := []string{"list", "status", "config", "pending", "snapshot"}
for _, safe := range safeSubcmds {
if strings.Contains(cmdLower, " "+safe) {
return true
}
}
// If no safe subcommand found, assume dangerous
return len(parts) == 1 // bare "pct" or "qm" is safe (shows help)
}
// journalctl with --vacuum is not read-only
if baseCmd == "journalctl" && strings.Contains(cmdLower, "vacuum") {
return false
}
return true
}
// ConversationMessage represents a message in conversation history
type ConversationMessage struct {
Role string `json:"role"` // "user" or "assistant"
Content string `json:"content"`
}
// ExecuteRequest represents a request to execute an AI prompt
type ExecuteRequest struct {
Prompt string `json:"prompt"`
TargetType string `json:"target_type,omitempty"` // "host", "container", "vm", "node"
TargetID string `json:"target_id,omitempty"`
Context map[string]interface{} `json:"context,omitempty"` // Current metrics, state, etc.
SystemPrompt string `json:"system_prompt,omitempty"` // Override system prompt
History []ConversationMessage `json:"history,omitempty"` // Previous conversation messages
FindingID string `json:"finding_id,omitempty"` // If fixing a patrol finding, the ID to resolve
Model string `json:"model,omitempty"` // Override model for this request (for user selection in chat)
UseCase string `json:"use_case,omitempty"` // "chat" or "patrol" - determines which default model to use
}
// ExecuteResponse represents the AI's response
type ExecuteResponse struct {
Content string `json:"content"`
Model string `json:"model"`
InputTokens int `json:"input_tokens"`
OutputTokens int `json:"output_tokens"`
ToolCalls []ToolExecution `json:"tool_calls,omitempty"` // Commands that were executed
}
// ToolExecution represents a tool that was executed during the AI conversation
type ToolExecution struct {
Name string `json:"name"`
Input string `json:"input"` // Human-readable input (e.g., the command)
Output string `json:"output"` // Result of execution
Success bool `json:"success"`
}
// getModelForRequest determines which model to use for a request
// Priority: explicit override > use case default > config default
func (s *Service) getModelForRequest(req ExecuteRequest) string {
// If request has explicit model override, use it
if req.Model != "" {
return req.Model
}
s.mu.RLock()
cfg := s.cfg
s.mu.RUnlock()
if cfg == nil {
return ""
}
// Use case-specific model selection
switch req.UseCase {
case "patrol":
return cfg.GetPatrolModel()
case "chat":
return cfg.GetChatModel()
default:
// Default to chat model for interactive requests
return cfg.GetChatModel()
}
}
// StreamEvent represents an event during AI execution for streaming
type StreamEvent struct {
Type string `json:"type"` // "tool_start", "tool_end", "content", "done", "error", "approval_needed"
Data interface{} `json:"data,omitempty"`
}
// StreamCallback is called for each event during streaming execution
type StreamCallback func(event StreamEvent)
// ToolStartData is sent when a tool execution begins
type ToolStartData struct {
Name string `json:"name"`
Input string `json:"input"`
}
// ToolEndData is sent when a tool execution completes
type ToolEndData struct {
Name string `json:"name"`
Input string `json:"input"`
Output string `json:"output"`
Success bool `json:"success"`
}
// ApprovalNeededData is sent when a command needs user approval
type ApprovalNeededData struct {
Command string `json:"command"`
ToolID string `json:"tool_id"` // ID to reference when approving
ToolName string `json:"tool_name"` // "run_command", "read_file", etc.
RunOnHost bool `json:"run_on_host"`
TargetHost string `json:"target_host,omitempty"` // Explicit host to route to
}
// Execute sends a prompt to the AI and returns the response
// If tools are available and the AI requests them, it executes them in a loop
func (s *Service) Execute(ctx context.Context, req ExecuteRequest) (*ExecuteResponse, error) {
s.mu.RLock()
defaultProvider := s.provider
agentServer := s.agentServer
cfg := s.cfg
costStore := s.costStore
s.mu.RUnlock()
// Determine the model to use for this request
modelString := s.getModelForRequest(req)
// Create a provider for this specific model (supports multi-provider switching)
provider, err := providers.NewForModel(cfg, modelString)
if err != nil {
// Fall back to default provider if model-specific provider can't be created
log.Debug().Err(err).Str("model", modelString).Msg("Could not create provider for model, using default")
provider = defaultProvider
}
if provider == nil {
return nil, fmt.Errorf("AI is not enabled or configured")
}
// Build the system prompt
systemPrompt := req.SystemPrompt
if systemPrompt == "" {
systemPrompt = s.buildSystemPrompt(req)
}
// Check if agent is available for this target
hasAgent := s.hasAgentForTarget(req)
// Build tools list if agent is available
var tools []providers.Tool
if hasAgent && agentServer != nil {
tools = s.getTools()
systemPrompt += `
## Available Tools
You have access to tools to execute commands on the target system. You should:
1. Use run_command to investigate issues, gather information, and PERFORM actions
2. Actually execute the commands - don't just explain what commands to run
3. For Proxmox operations (resize disk, manage containers/VMs), run commands on the HOST (target_type=host)
4. For operations inside a container, run commands on the container (target_type=container)
Examples of actions you can perform:
- Resize LXC disk: pct resize <vmid> rootfs +10G (run on host)
- Check disk usage: df -h (run on container)
- View processes: ps aux --sort=-%mem | head -20
- Check logs: tail -100 /var/log/syslog
Always execute the commands rather than telling the user how to do it.`
}
// Inject previously learned knowledge about this guest
if s.knowledgeStore != nil {
guestID := s.getGuestID(req)
if guestID != "" {
if knowledgeContext := s.knowledgeStore.FormatForContext(guestID); knowledgeContext != "" {
systemPrompt += knowledgeContext
}
}
}
// Build initial messages with conversation history
var messages []providers.Message
for _, histMsg := range req.History {
messages = append(messages, providers.Message{
Role: histMsg.Role,
Content: histMsg.Content,
})
}
messages = append(messages, providers.Message{Role: "user", Content: req.Prompt})
var toolExecutions []ToolExecution
totalInputTokens := 0
totalOutputTokens := 0
var finalContent string
var model string
// Agentic loop - keep going while AI requests tools
maxIterations := 10 // Safety limit
for i := 0; i < maxIterations; i++ {
resp, err := provider.Chat(ctx, providers.ChatRequest{
Messages: messages,
Model: s.getModelForRequest(req),
System: systemPrompt,
MaxTokens: 4096,
Tools: tools,
})
if err != nil {
return nil, fmt.Errorf("AI request failed: %w", err)
}
if costStore != nil {
providerName, _ := config.ParseModelString(modelString)
if providerName == "" {
providerName = provider.Name()
}
costStore.Record(cost.UsageEvent{
Timestamp: time.Now(),
Provider: providerName,
RequestModel: modelString,
ResponseModel: resp.Model,
UseCase: req.UseCase,
InputTokens: resp.InputTokens,
OutputTokens: resp.OutputTokens,
TargetType: req.TargetType,
TargetID: req.TargetID,
FindingID: req.FindingID,
})
}
totalInputTokens += resp.InputTokens
totalOutputTokens += resp.OutputTokens
model = resp.Model
finalContent = resp.Content
// If no tool calls, we're done
if len(resp.ToolCalls) == 0 || resp.StopReason != "tool_use" {
break
}
// Add assistant's response with tool calls to messages
messages = append(messages, providers.Message{
Role: "assistant",
Content: resp.Content,
ReasoningContent: resp.ReasoningContent, // DeepSeek thinking mode
ToolCalls: resp.ToolCalls,
})
// Execute each tool call and add results
for _, tc := range resp.ToolCalls {
result, execution := s.executeTool(ctx, req, tc)
toolExecutions = append(toolExecutions, execution)
// Add tool result to messages
messages = append(messages, providers.Message{
Role: "user",
ToolResult: &providers.ToolResult{
ToolUseID: tc.ID,
Content: result,
IsError: !execution.Success,
},
})
}
}
return &ExecuteResponse{
Content: finalContent,
Model: model,
InputTokens: totalInputTokens,
OutputTokens: totalOutputTokens,
ToolCalls: toolExecutions,
}, nil
}
// ExecuteStream sends a prompt to the AI and streams events via callback
// This allows the UI to show real-time progress during tool execution
func (s *Service) ExecuteStream(ctx context.Context, req ExecuteRequest, callback StreamCallback) (*ExecuteResponse, error) {
s.mu.RLock()
defaultProvider := s.provider
agentServer := s.agentServer
cfg := s.cfg
costStore := s.costStore
s.mu.RUnlock()
// Determine the model to use for this request
modelString := s.getModelForRequest(req)
// Create a provider for this specific model (supports multi-provider switching)
provider, err := providers.NewForModel(cfg, modelString)
if err != nil {
// Fall back to default provider if model-specific provider can't be created
log.Debug().Err(err).Str("model", modelString).Msg("Could not create provider for model, using default")
provider = defaultProvider
}
if provider == nil {
return nil, fmt.Errorf("AI is not enabled or configured")
}
// Build the system prompt
systemPrompt := req.SystemPrompt
if systemPrompt == "" {
systemPrompt = s.buildSystemPrompt(req)
}
// Debug log the system prompt length and key sections
log.Debug().
Int("prompt_length", len(systemPrompt)).
Bool("has_infrastructure_map", strings.Contains(systemPrompt, "## Infrastructure Map")).
Bool("has_docker_hosts", strings.Contains(systemPrompt, "### Docker Hosts")).
Bool("has_standalone_hosts", strings.Contains(systemPrompt, "### Standalone Hosts")).
Bool("has_guests", strings.Contains(systemPrompt, "### All Guests")).
Msg("AI system prompt built")
// Check if agent is available for this target
hasAgent := s.hasAgentForTarget(req)
// Build tools list if agent is available
var tools []providers.Tool
if hasAgent && agentServer != nil {
tools = s.getTools()
systemPrompt += `
## Available Tools
You have access to tools to execute commands on the target system. You should:
1. Use run_command to investigate issues, gather information, and PERFORM actions
2. Actually execute the commands - don't just explain what commands to run
3. For Proxmox operations (resize disk, manage containers/VMs), run commands on the HOST (target_type=host)
4. For operations inside a container, run commands on the container (target_type=container)
Examples of actions you can perform:
- Resize LXC disk: pct resize <vmid> rootfs +10G (run on host)
- Check disk usage: df -h (run on container)
- View processes: ps aux --sort=-%mem | head -20
- Check logs: tail -100 /var/log/syslog
Always execute the commands rather than telling the user how to do it.`
}
// Inject previously learned knowledge about this guest
if s.knowledgeStore != nil {
guestID := s.getGuestID(req)
if guestID != "" {
if knowledgeContext := s.knowledgeStore.FormatForContext(guestID); knowledgeContext != "" {
log.Debug().
Str("guest_id", guestID).
Int("context_length", len(knowledgeContext)).
Msg("Injecting saved knowledge into AI context")
systemPrompt += knowledgeContext
} else {
log.Debug().Str("guest_id", guestID).Msg("No saved knowledge for guest")
}
}
}
// Build initial messages with conversation history
var messages []providers.Message
for _, histMsg := range req.History {
messages = append(messages, providers.Message{
Role: histMsg.Role,
Content: histMsg.Content,
})
}
messages = append(messages, providers.Message{Role: "user", Content: req.Prompt})
var toolExecutions []ToolExecution
totalInputTokens := 0
totalOutputTokens := 0
var finalContent string
var model string
// Agentic loop - keep going while AI requests tools
// No artificial iteration limit - the context timeout (5 minutes) provides the safety net
iteration := 0
for {
iteration++
log.Debug().
Int("iteration", iteration).
Int("message_count", len(messages)).
Int("system_prompt_length", len(systemPrompt)).
Int("tools_count", len(tools)).
Msg("Calling AI provider...")
// Send a processing event so the frontend knows we're making an AI call
// This is especially important after tool execution when the next AI call can take a while
if iteration > 1 {
callback(StreamEvent{Type: "processing", Data: fmt.Sprintf("Analyzing results (iteration %d)...", iteration)})
}
resp, err := provider.Chat(ctx, providers.ChatRequest{
Messages: messages,
Model: s.getModelForRequest(req),
System: systemPrompt,
MaxTokens: 4096,
Tools: tools,
})
if err != nil {
log.Error().Err(err).Int("iteration", iteration).Msg("AI provider call failed")
callback(StreamEvent{Type: "error", Data: err.Error()})
return nil, fmt.Errorf("AI request failed: %w", err)
}
if costStore != nil {
providerName, _ := config.ParseModelString(modelString)
if providerName == "" {
providerName = provider.Name()
}
costStore.Record(cost.UsageEvent{
Timestamp: time.Now(),
Provider: providerName,
RequestModel: modelString,
ResponseModel: resp.Model,
UseCase: req.UseCase,
InputTokens: resp.InputTokens,
OutputTokens: resp.OutputTokens,
TargetType: req.TargetType,
TargetID: req.TargetID,
FindingID: req.FindingID,
})
}
log.Debug().Int("iteration", iteration).Msg("AI provider returned successfully")
totalInputTokens += resp.InputTokens
totalOutputTokens += resp.OutputTokens
model = resp.Model
finalContent = resp.Content
// Stream thinking/reasoning content if present (DeepSeek reasoner)
if resp.ReasoningContent != "" {
callback(StreamEvent{Type: "thinking", Data: resp.ReasoningContent})
}
// Stream intermediate content so users see the AI's explanations between tool calls
// This gives users visibility into the AI's reasoning as it works, not just at the end
if resp.Content != "" {
callback(StreamEvent{Type: "content", Data: resp.Content})
}
log.Debug().
Int("tool_calls", len(resp.ToolCalls)).
Str("stop_reason", resp.StopReason).
Int("iteration", iteration).
Int("total_input_tokens", totalInputTokens).
Int("total_output_tokens", totalOutputTokens).
Int("content_length", len(resp.Content)).
Bool("has_content", resp.Content != "").
Msg("AI streaming iteration complete")
// If no tool calls, we're done
if len(resp.ToolCalls) == 0 || resp.StopReason != "tool_use" {
log.Info().
Int("tool_calls", len(resp.ToolCalls)).
Str("stop_reason", resp.StopReason).
Int("iteration", iteration).
Msg("AI streaming loop ending - no more tool calls or stop_reason != tool_use")
break
}
// Add assistant's response with tool calls to messages
messages = append(messages, providers.Message{
Role: "assistant",
Content: resp.Content,
ReasoningContent: resp.ReasoningContent, // DeepSeek thinking mode
ToolCalls: resp.ToolCalls,
})
// Execute each tool call and add results
// Track if any command needs approval - if so, we'll stop the loop after processing
anyNeedsApproval := false
for _, tc := range resp.ToolCalls {
toolInput := s.getToolInputDisplay(tc)
// Check if this command needs approval
needsApproval := false
if tc.Name == "run_command" {
cmd, _ := tc.Input["command"].(string)
runOnHost, _ := tc.Input["run_on_host"].(bool)
targetHost, _ := tc.Input["target_host"].(string)
// If AI didn't specify target_host, try to get it from request context
// This is crucial for proper routing when the command is approved
if targetHost == "" {
if node, ok := req.Context["node"].(string); ok && node != "" {
targetHost = node
} else if node, ok := req.Context["hostname"].(string); ok && node != "" {
targetHost = node
} else if node, ok := req.Context["host_name"].(string); ok && node != "" {
targetHost = node
}
}
isAuto := s.IsAutonomous()
isReadOnly := isReadOnlyCommand(cmd)
isDangerous := isDangerousCommand(cmd)
log.Debug().
Bool("autonomous", isAuto).
Bool("read_only", isReadOnly).
Bool("dangerous", isDangerous).
Str("command", cmd).
Str("target_host", targetHost).
Msg("Checking command approval")
// In autonomous mode, NO commands need approval - full trust
// In non-autonomous mode:
// - Dangerous commands always need approval
// - Non-read-only commands need approval
if !isAuto && (isDangerous || !isReadOnly) {
needsApproval = true
anyNeedsApproval = true
// Send approval needed event
callback(StreamEvent{
Type: "approval_needed",
Data: ApprovalNeededData{
Command: cmd,
ToolID: tc.ID,
ToolName: tc.Name,
RunOnHost: runOnHost,
TargetHost: targetHost,
},
})
}
}
var result string
var execution ToolExecution
if needsApproval {
// Don't execute - command needs user approval
// We'll break out of the loop after processing all tool calls
// Note: We don't add to toolExecutions here because the approval_needed event
// already tells the frontend to show the approval UI
cmd, _ := tc.Input["command"].(string)
result = formatApprovalNeededToolResult(cmd, tc.ID, "Command requires user approval")
execution = ToolExecution{
Name: tc.Name,
Input: toolInput,
Output: result,
Success: true, // Not an error; awaiting approval
}
} else {
// Stream tool start event
callback(StreamEvent{
Type: "tool_start",
Data: ToolStartData{Name: tc.Name, Input: toolInput},
})
result, execution = s.executeTool(ctx, req, tc)
toolExecutions = append(toolExecutions, execution)
// Stream tool end event
callback(StreamEvent{
Type: "tool_end",
Data: ToolEndData{Name: tc.Name, Input: toolInput, Output: result, Success: execution.Success},
})
}
// Truncate large results to prevent context bloat
// Keep first and last parts for context
resultForContext := result
const maxResultSize = 8000 // ~8KB per tool result
if len(result) > maxResultSize {
halfSize := maxResultSize / 2
resultForContext = result[:halfSize] + "\n\n[... output truncated (" +
fmt.Sprintf("%d", len(result)-maxResultSize) + " bytes omitted) ...]\n\n" +
result[len(result)-halfSize:]
log.Debug().
Int("original_size", len(result)).
Int("truncated_size", len(resultForContext)).
Msg("Truncated large tool result")
}
// Add tool result to messages
messages = append(messages, providers.Message{
Role: "user",
ToolResult: &providers.ToolResult{
ToolUseID: tc.ID,
Content: resultForContext,
IsError: !execution.Success,
},
})
}
// If any command needed approval, stop the agentic loop here.
// Don't call the AI again with "COMMAND_BLOCKED" results - this causes duplicate
// approval requests and confusing "click the button" messages.
// The frontend will show approval buttons, and user action will continue the conversation.
if anyNeedsApproval {
log.Info().
Int("pending_approvals", len(resp.ToolCalls)).
Int("iteration", iteration).
Msg("Stopping AI loop - commands need user approval")
// Use the AI's current response as final content (if any)
// This preserves any explanation the AI provided before requesting the command
break
}
}
// Stream the final content
callback(StreamEvent{Type: "content", Data: finalContent})
callback(StreamEvent{Type: "done"})
return &ExecuteResponse{
Content: finalContent,
Model: model,
InputTokens: totalInputTokens,
OutputTokens: totalOutputTokens,
ToolCalls: toolExecutions,
}, nil
}
// getToolInputDisplay returns a human-readable display of tool input
func (s *Service) getToolInputDisplay(tc providers.ToolCall) string {
switch tc.Name {
case "run_command":
cmd, _ := tc.Input["command"].(string)
if runOnHost, ok := tc.Input["run_on_host"].(bool); ok && runOnHost {
return fmt.Sprintf("[host] %s", cmd)
}
return cmd
case "read_file":
path, _ := tc.Input["path"].(string)
return path
case "fetch_url":
url, _ := tc.Input["url"].(string)
return url
case "set_resource_url":
resourceType, _ := tc.Input["resource_type"].(string)
url, _ := tc.Input["url"].(string)
return fmt.Sprintf("Set %s URL: %s", resourceType, url)
default:
return fmt.Sprintf("%v", tc.Input)
}
}
// hasAgentForTarget checks if we have an agent connection for the given target
func (s *Service) hasAgentForTarget(req ExecuteRequest) bool {
if s.agentServer == nil {
return false
}
// For now, just check if any agent is connected
// TODO: Map target to specific agent based on hostname/node
agents := s.agentServer.GetConnectedAgents()
return len(agents) > 0
}
// getTools returns the available tools for AI
func (s *Service) getTools() []providers.Tool {
tools := []providers.Tool{
{
Name: "run_command",
Description: "Execute a shell command. By default runs on the current target (container/VM), but set run_on_host=true for Proxmox host commands. IMPORTANT: For targets on different nodes, specify target_host to route to the correct PVE node.",
InputSchema: map[string]interface{}{
"type": "object",
"properties": map[string]interface{}{
"command": map[string]interface{}{
"type": "string",
"description": "The shell command to execute (e.g., 'ps aux --sort=-%mem | head -20')",
},
"run_on_host": map[string]interface{}{
"type": "boolean",
"description": "If true, run on the Proxmox/Docker host instead of inside the container/VM. Use for pct/qm commands like 'pct resize 101 rootfs +10G'. When true, you should also set target_host.",
},
"target_host": map[string]interface{}{
"type": "string",
"description": "Optional hostname of the specific host/node to run the command on. Use this to explicitly route pct/qm/docker commands to the correct Proxmox node or Docker host. Check the 'node' or 'PVE Node' field in the target's context.",
},
},
"required": []string{"command"},
},
},
{
Name: "read_file",
Description: "Read the contents of a file on the target. Use this to examine configuration files or logs.",
InputSchema: map[string]interface{}{
"type": "object",
"properties": map[string]interface{}{
"path": map[string]interface{}{
"type": "string",
"description": "Absolute path to the file (e.g., '/etc/nginx/nginx.conf')",
},
},
"required": []string{"path"},
},
},
{
Name: "write_file",
Description: "Write content to a file on the target. Use this to create or modify configuration files, scripts, or other text files. Creates parent directories if needed.",
InputSchema: map[string]interface{}{
"type": "object",
"properties": map[string]interface{}{
"path": map[string]interface{}{
"type": "string",
"description": "Absolute path to the file (e.g., '/etc/myapp/config.yaml')",
},
"content": map[string]interface{}{
"type": "string",
"description": "The content to write to the file",
},
"mode": map[string]interface{}{
"type": "string",
"description": "Optional file permissions in octal (e.g., '0644' for rw-r--r--, '0755' for executable). Defaults to '0644'.",
},
"append": map[string]interface{}{
"type": "boolean",
"description": "If true, append to the file instead of overwriting. Defaults to false.",
},
},
"required": []string{"path", "content"},
},
},
{
Name: "fetch_url",
Description: "Fetch content from a URL. Use this to check if web services are responding, read API endpoints, or fetch documentation. Works with local network URLs and public sites.",
InputSchema: map[string]interface{}{
"type": "object",
"properties": map[string]interface{}{
"url": map[string]interface{}{
"type": "string",
"description": "The URL to fetch (e.g., 'http://192.168.1.50:8080/api/health' or 'https://example.com/docs')",
},
},
"required": []string{"url"},
},
},
{
Name: "set_resource_url",
Description: "Set the web URL for a resource in Pulse after discovering a web service. Use this when you've found a web server running on a guest/container/host and want to save it for quick access. The URL will appear as a clickable link in the Pulse dashboard.",
InputSchema: map[string]interface{}{
"type": "object",
"properties": map[string]interface{}{
"resource_type": map[string]interface{}{
"type": "string",
"description": "Type of resource: 'guest' for VMs/LXC containers, 'docker' for Docker containers/services, or 'host' for standalone hosts",
"enum": []string{"guest", "docker", "host"},
},
"resource_id": map[string]interface{}{
"type": "string",
"description": "The resource ID from the context (e.g., 'pve1-delly-101' for guests, 'dockerhost:container:abc123' for Docker). Use the ID from the current context.",
},
"url": map[string]interface{}{
"type": "string",
"description": "The discovered URL (e.g., 'http://192.168.1.50:8096' for Jellyfin). Use the IP/hostname and port you discovered.",
},
},
"required": []string{"resource_type", "resource_id", "url"},
},
},
{
Name: "resolve_finding",
Description: "Mark an AI patrol finding as resolved after you have successfully fixed the underlying issue. Only use this after confirming the fix worked (e.g., by running a verification command). The finding ID is provided in your context when helping with a patrol finding.",
InputSchema: map[string]interface{}{
"type": "object",
"properties": map[string]interface{}{
"finding_id": map[string]interface{}{
"type": "string",
"description": "The ID of the finding to resolve. Use the finding_id from the request context.",
},
"resolution_note": map[string]interface{}{
"type": "string",
"description": "Brief description of how the issue was resolved (e.g., 'Restarted nginx service', 'Cleaned up disk space').",
},
},
"required": []string{"finding_id", "resolution_note"},
},
},
}
// Add web search tool for Anthropic provider
if s.provider != nil && s.provider.Name() == "anthropic" {
tools = append(tools, providers.Tool{
Type: "web_search_20250305",
Name: "web_search",
MaxUses: 3, // Limit searches per request to control costs
})
}
return tools
}
// executeTool executes a tool call and returns the result
func (s *Service) executeTool(ctx context.Context, req ExecuteRequest, tc providers.ToolCall) (string, ToolExecution) {
execution := ToolExecution{
Name: tc.Name,
Success: false,
}
switch tc.Name {
case "run_command":
command, _ := tc.Input["command"].(string)
runOnHost, _ := tc.Input["run_on_host"].(bool)
targetHost, _ := tc.Input["target_host"].(string)
execution.Input = command
if runOnHost && targetHost != "" {
execution.Input = fmt.Sprintf("[%s] %s", targetHost, command)
} else if runOnHost {
execution.Input = fmt.Sprintf("[host] %s", command)
}
if command == "" {
execution.Output = "Error: command is required"
return execution.Output, execution
}
// Check security policy (skip if autonomous mode is enabled)
if !s.IsAutonomous() {
decision := s.policy.Evaluate(command)
if decision == agentexec.PolicyBlock {
execution.Output = formatPolicyBlockedToolResult(command, "This command is blocked by security policy")
return execution.Output, execution
}
if decision == agentexec.PolicyRequireApproval {
execution.Output = formatApprovalNeededToolResult(command, tc.ID, "Security policy requires approval")
execution.Success = true // Not an error, just needs approval
return execution.Output, execution
}
}
// Build execution request with proper targeting
execReq := req
// If target_host is explicitly specified by AI, use it for routing
if targetHost != "" {
// Ensure Context map exists
if execReq.Context == nil {
execReq.Context = make(map[string]interface{})
} else {
// Make a copy to avoid modifying the original
newContext := make(map[string]interface{})
for k, v := range req.Context {
newContext[k] = v
}
execReq.Context = newContext
}
// Set the node explicitly - this takes priority in routing
execReq.Context["node"] = targetHost
log.Debug().
Str("target_host", targetHost).
Str("command", command).
Msg("AI explicitly specified target_host for command routing")
}
// If run_on_host is true, override the target type to run on host
if runOnHost {
log.Debug().
Str("command", command).
Str("target_host", targetHost).
Str("original_target_type", req.TargetType).
Str("original_target_id", req.TargetID).
Msg("run_on_host=true - overriding target type to 'host'")
execReq.TargetType = "host"
execReq.TargetID = ""
} else {
log.Debug().
Str("command", command).
Str("target_type", req.TargetType).
Str("target_id", req.TargetID).
Bool("run_on_host", runOnHost).
Msg("Executing command with current target type")
}
// Execute via agent
result, err := s.executeOnAgent(ctx, execReq, command)
if err != nil {
execution.Output = fmt.Sprintf("Error executing command: %s", err)
return execution.Output, execution
}
execution.Output = result
execution.Success = true
return result, execution
case "read_file":
path, _ := tc.Input["path"].(string)
execution.Input = path
if path == "" {
execution.Output = "Error: path is required"
return execution.Output, execution
}
// Use cat command to read file (simple approach)
command := fmt.Sprintf("cat %q 2>&1 | head -c 65536", path)
result, err := s.executeOnAgent(ctx, req, command)
if err != nil {
execution.Output = fmt.Sprintf("Error reading file: %s", err)
return execution.Output, execution
}
execution.Output = result
execution.Success = true
return result, execution
case "write_file":
path, _ := tc.Input["path"].(string)
content, _ := tc.Input["content"].(string)
mode, _ := tc.Input["mode"].(string)
appendMode, _ := tc.Input["append"].(bool)
execution.Input = path
if path == "" {
execution.Output = "Error: path is required"
return execution.Output, execution
}
if content == "" {
execution.Output = "Error: content is required"
return execution.Output, execution
}
// Size limit: 1MB max to prevent filling disk
const maxFileSize = 1024 * 1024 // 1MB
if len(content) > maxFileSize {
execution.Output = fmt.Sprintf("Error: content too large (%d bytes). Maximum allowed is %d bytes (1MB)", len(content), maxFileSize)
return execution.Output, execution
}
// Path blocklist: prevent writes to critical system files
blockedPaths := []string{
"/etc/passwd", "/etc/shadow", "/etc/group", "/etc/gshadow",
"/etc/sudoers", "/etc/ssh/sshd_config",
"/boot/", "/lib/", "/lib64/", "/usr/lib/",
"/bin/", "/sbin/", "/usr/bin/", "/usr/sbin/",
"/proc/", "/sys/", "/dev/",
}
cleanPath := filepath.Clean(path)
for _, blocked := range blockedPaths {
if cleanPath == blocked || strings.HasPrefix(cleanPath, blocked) {
execution.Output = fmt.Sprintf("Error: writing to %s is blocked for safety. This is a critical system path.", path)
return execution.Output, execution
}
}
// Default mode if not specified
if mode == "" {
mode = "0644"
}
// Build the write command using base64 to safely handle any content
// This avoids issues with special characters, quotes, newlines, etc.
encoded := base64.StdEncoding.EncodeToString([]byte(content))
var command string
if appendMode {
// Append mode: decode and append to file (no backup needed for append)
command = fmt.Sprintf("echo %q | base64 -d >> %q && echo 'Content appended to %s (%d bytes)'", encoded, path, path, len(content))
} else {
// Overwrite mode with safety features:
// 1. Create parent directory if needed
// 2. Backup existing file if it exists (atomic - only if backup succeeds)
// 3. Write to temp file first
// 4. Atomic move temp file to target
// 5. Set permissions
dir := filepath.Dir(path)
tempFile := path + ".pulse-tmp"
backupFile := path + ".bak"
// Build a safe multi-step command:
// - mkdir -p for parent dir
// - if file exists, copy to .bak
// - write content to temp file
// - mv temp file to target (atomic)
// - chmod to set permissions
command = fmt.Sprintf(
"mkdir -p %q && "+
"([ -f %q ] && cp %q %q 2>/dev/null || true) && "+
"echo %q | base64 -d > %q && "+
"mv %q %q && "+
"chmod %s %q && "+
"echo 'Written %d bytes to %s (backup: %s.bak if existed)'",
dir,
path, path, backupFile,
encoded, tempFile,
tempFile, path,
mode, path,
len(content), path, path,
)
}
result, err := s.executeOnAgent(ctx, req, command)
if err != nil {
execution.Output = fmt.Sprintf("Error writing file: %s", err)
return execution.Output, execution
}
execution.Output = result
execution.Success = true
return result, execution
case "fetch_url":
urlStr, _ := tc.Input["url"].(string)
execution.Input = urlStr
if urlStr == "" {
execution.Output = "Error: url is required"
return execution.Output, execution
}
// Fetch the URL
result, err := s.fetchURL(ctx, urlStr)
if err != nil {
execution.Output = fmt.Sprintf("Error fetching URL: %s", err)
return execution.Output, execution
}
execution.Output = result
execution.Success = true
return result, execution
case "set_resource_url":
resourceType, _ := tc.Input["resource_type"].(string)
resourceID, _ := tc.Input["resource_id"].(string)
url, _ := tc.Input["url"].(string)
execution.Input = fmt.Sprintf("%s %s -> %s", resourceType, resourceID, url)
if resourceType == "" {
execution.Output = "Error: resource_type is required (use 'guest', 'docker', or 'host')"
return execution.Output, execution
}
if resourceID == "" {
// Try to get the resource ID from the request context
if req.TargetID != "" {
resourceID = req.TargetID
} else {
execution.Output = "Error: resource_id is required"
return execution.Output, execution
}
}
if url == "" {
execution.Output = "Error: url is required"
return execution.Output, execution
}
// Update the metadata
if err := s.SetResourceURL(resourceType, resourceID, url); err != nil {
execution.Output = fmt.Sprintf("Error setting URL: %s", err)
return execution.Output, execution
}
execution.Output = fmt.Sprintf("✅ Successfully set URL for %s '%s' to: %s\nThe URL is now visible in the Pulse dashboard as a clickable link.", resourceType, resourceID, url)
execution.Success = true
return execution.Output, execution
case "resolve_finding":
findingID, _ := tc.Input["finding_id"].(string)
resolutionNote, _ := tc.Input["resolution_note"].(string)
execution.Input = fmt.Sprintf("finding: %s, note: %s", findingID, resolutionNote)
// If no finding ID provided by AI, check the request context
if findingID == "" {
findingID = req.FindingID
}
if findingID == "" {
execution.Output = "Error: finding_id is required. The finding ID should be provided in the request context when helping fix a patrol finding."
return execution.Output, execution
}
if resolutionNote == "" {
execution.Output = "Error: resolution_note is required. Please describe how the issue was resolved."
return execution.Output, execution
}
// Get the patrol service to resolve the finding
s.mu.RLock()
patrolService := s.patrolService
s.mu.RUnlock()
if patrolService == nil {
execution.Output = "Error: Patrol service not available"
return execution.Output, execution
}
// Resolve the finding
err := patrolService.ResolveFinding(findingID, resolutionNote)
if err != nil {
execution.Output = fmt.Sprintf("Error resolving finding: %s", err)
return execution.Output, execution
}
execution.Output = fmt.Sprintf("✅ Finding resolved! The AI Insight has been marked as fixed.\nID: %s\nResolution: %s", findingID, resolutionNote)
execution.Success = true
return execution.Output, execution
default:
execution.Output = fmt.Sprintf("Unknown tool: %s", tc.Name)
return execution.Output, execution
}
}
// getGuestID returns a unique identifier for the guest based on the request
func (s *Service) getGuestID(req ExecuteRequest) string {
// Build a consistent guest ID from the target information
if req.TargetType == "" || req.TargetID == "" {
return ""
}
// For Proxmox targets, include the node info
// Format: instance-node-type-vmid or instance-targetid
return fmt.Sprintf("%s-%s", req.TargetType, req.TargetID)
}
// GetGuestKnowledge returns all knowledge for a guest
func (s *Service) GetGuestKnowledge(guestID string) (*knowledge.GuestKnowledge, error) {
if s.knowledgeStore == nil {
return nil, fmt.Errorf("knowledge store not available")
}
return s.knowledgeStore.GetKnowledge(guestID)
}
// SaveGuestNote saves a note for a guest
func (s *Service) SaveGuestNote(guestID, guestName, guestType, category, title, content string) error {
if s.knowledgeStore == nil {
return fmt.Errorf("knowledge store not available")
}
return s.knowledgeStore.SaveNote(guestID, guestName, guestType, category, title, content)
}
// DeleteGuestNote deletes a note from a guest
func (s *Service) DeleteGuestNote(guestID, noteID string) error {
if s.knowledgeStore == nil {
return fmt.Errorf("knowledge store not available")
}
return s.knowledgeStore.DeleteNote(guestID, noteID)
}
// fetchURL fetches content from a URL with size limits and timeout
func (s *Service) fetchURL(ctx context.Context, urlStr string) (string, error) {
// Create HTTP client with timeout
client := &http.Client{
Timeout: 30 * time.Second,
}
// Create request with context
req, err := http.NewRequestWithContext(ctx, "GET", urlStr, nil)
if err != nil {
return "", fmt.Errorf("invalid URL: %w", err)
}
// Set a reasonable user agent
req.Header.Set("User-Agent", "Pulse-AI/1.0")
// Make the request
resp, err := client.Do(req)
if err != nil {
return "", fmt.Errorf("request failed: %w", err)
}
defer resp.Body.Close()
// Read response with size limit (64KB)
const maxSize = 64 * 1024
limitedReader := io.LimitReader(resp.Body, maxSize)
body, err := io.ReadAll(limitedReader)
if err != nil {
return "", fmt.Errorf("failed to read response: %w", err)
}
// Build result with status info
result := fmt.Sprintf("HTTP %d %s\n", resp.StatusCode, resp.Status)
result += fmt.Sprintf("Content-Type: %s\n", resp.Header.Get("Content-Type"))
result += fmt.Sprintf("Content-Length: %d bytes\n\n", len(body))
result += string(body)
if len(body) == maxSize {
result += "\n\n[Response truncated at 64KB]"
}
return result, nil
}
// sanitizeError cleans up error messages to remove internal networking details
// that are not helpful to users or AI models (IP addresses, port numbers, etc.)
func sanitizeError(err error) error {
if err == nil {
return nil
}
errMsg := err.Error()
// Replace raw TCP connection details with generic message
// e.g., "write tcp 192.168.0.123:7655->192.168.0.134:58004: i/o timeout"
// becomes "connection to agent timed out"
if strings.Contains(errMsg, "i/o timeout") {
if strings.Contains(errMsg, "failed to send command") {
return fmt.Errorf("connection to agent timed out - the agent may be disconnected or unreachable")
}
return fmt.Errorf("network timeout - the target may be unreachable")
}
// Replace "write tcp ... connection refused" style errors
if strings.Contains(errMsg, "connection refused") {
return fmt.Errorf("connection refused - the agent may not be running on the target host")
}
// Replace "no such host" errors
if strings.Contains(errMsg, "no such host") {
return fmt.Errorf("host not found - verify the hostname is correct and DNS is working")
}
// Replace "context deadline exceeded" with friendlier message
if strings.Contains(errMsg, "context deadline exceeded") {
return fmt.Errorf("operation timed out - the command may have taken too long")
}
return err
}
// executeOnAgent executes a command via the agent WebSocket
func (s *Service) executeOnAgent(ctx context.Context, req ExecuteRequest, command string) (string, error) {
if s.agentServer == nil {
return "", fmt.Errorf("agent server not available")
}
// Find the appropriate agent using robust routing
agents := s.agentServer.GetConnectedAgents()
// Use the new robust routing logic
routeResult, err := s.routeToAgent(req, command, agents)
if err != nil {
// Check if this is a routing error that should ask for clarification
if routingErr, ok := err.(*RoutingError); ok && routingErr.AskForClarification {
// Return a message that encourages the AI to ask the user for clarification
// instead of just failing with an error
return routingErr.ForAI(), nil
}
// Return actionable error message for other errors
return "", err
}
// Log any warnings from routing
for _, warning := range routeResult.Warnings {
log.Warn().Str("warning", warning).Msg("Routing warning")
}
agentID := routeResult.AgentID
log.Debug().
Str("agent_id", agentID).
Str("agent_hostname", routeResult.AgentHostname).
Str("target_node", routeResult.TargetNode).
Str("routing_method", routeResult.RoutingMethod).
Bool("cluster_peer", routeResult.ClusterPeer).
Msg("Command routed to agent")
// Extract numeric VMID from target ID (e.g., "delly-135" -> "135")
targetID := req.TargetID
if req.TargetType == "container" || req.TargetType == "vm" {
// Look for vmid in context first
if vmid, ok := req.Context["vmid"]; ok {
switch v := vmid.(type) {
case float64:
targetID = fmt.Sprintf("%.0f", v)
case int:
targetID = fmt.Sprintf("%d", v)
case string:
targetID = v
}
} else if req.TargetID != "" {
// Extract number from end of ID like "delly-135" or "instance-135"
parts := strings.Split(req.TargetID, "-")
if len(parts) > 0 {
lastPart := parts[len(parts)-1]
// Check if it's numeric
if _, err := fmt.Sscanf(lastPart, "%d", new(int)); err == nil {
targetID = lastPart
}
}
}
}
requestID := uuid.New().String()
// Automatically force non-interactive mode for package managers
// This prevents hanging when apt/dpkg asks for confirmation or configuration
if strings.Contains(command, "apt") || strings.Contains(command, "dpkg") {
if !strings.Contains(command, "DEBIAN_FRONTEND=") {
command = "export DEBIAN_FRONTEND=noninteractive; " + command
}
}
cmd := agentexec.ExecuteCommandPayload{
RequestID: requestID,
Command: command,
TargetType: req.TargetType,
TargetID: targetID,
Timeout: 300, // 5 minutes - commands like du, backups, etc. can take a while
}
result, err := s.agentServer.ExecuteCommand(ctx, agentID, cmd)
if err != nil {
return "", sanitizeError(err)
}
if !result.Success {
if result.Error != "" {
return "", fmt.Errorf("%s", result.Error)
}
if result.Stderr != "" {
return result.Stderr, nil // Return stderr as output, not error
}
}
output := result.Stdout
if result.Stderr != "" && result.Stdout != "" {
output = fmt.Sprintf("%s\n\nSTDERR:\n%s", result.Stdout, result.Stderr)
} else if result.Stderr != "" {
output = result.Stderr
}
return output, nil
}
// RunCommandRequest represents a request to run a single command
type RunCommandRequest struct {
Command string `json:"command"`
TargetType string `json:"target_type"` // "host", "container", "vm"
TargetID string `json:"target_id"`
RunOnHost bool `json:"run_on_host"` // If true, run on host instead of target
VMID string `json:"vmid,omitempty"`
TargetHost string `json:"target_host,omitempty"` // Explicit host for routing
}
// RunCommandResponse represents the result of running a command
type RunCommandResponse struct {
Output string `json:"output"`
Success bool `json:"success"`
Error string `json:"error,omitempty"`
}
// RunCommand executes a single command via the agent (used for approved commands)
func (s *Service) RunCommand(ctx context.Context, req RunCommandRequest) (*RunCommandResponse, error) {
if s.agentServer == nil {
return &RunCommandResponse{Success: false, Error: "Agent server not available"}, nil
}
// Build an ExecuteRequest from the RunCommandRequest
execReq := ExecuteRequest{
TargetType: req.TargetType,
TargetID: req.TargetID,
Context: make(map[string]interface{}),
}
// If running on host, override target type
if req.RunOnHost {
execReq.TargetType = "host"
// Keep the original target info for routing
}
// Add VMID to context if provided
if req.VMID != "" {
execReq.Context["vmid"] = req.VMID
}
// If target_host is specified, set it in context for routing
if req.TargetHost != "" {
execReq.Context["node"] = req.TargetHost
log.Debug().
Str("target_host", req.TargetHost).
Str("command", req.Command).
Msg("RunCommand using explicit target_host for routing")
}
output, err := s.executeOnAgent(ctx, execReq, req.Command)
if err != nil {
return &RunCommandResponse{
Success: false,
Error: err.Error(),
Output: output,
}, nil
}
return &RunCommandResponse{
Success: true,
Output: output,
}, nil
}
// buildSystemPrompt creates the system prompt based on the request context
func (s *Service) buildSystemPrompt(req ExecuteRequest) string {
prompt := `You are Pulse's diagnostic assistant - a built-in tool for investigating Proxmox and Docker homelab issues.
## Response Style
- Be DIRECT and CONCISE. No greetings, no "I'll help you", no "Let me check"
- Report findings, not process. Don't narrate what you're doing
- NO emojis, NO markdown tables, NO excessive formatting
- Use simple lists only when showing multiple items
- Final response should be 2-4 sentences summarizing findings and any actions taken
- When you perform cleanup/fixes, report: what was done + the result (e.g., "Freed 6GB. Disk now at 81%.")
## When Investigating
- Execute commands silently in the background
- Only show the conclusion, not every command run
- If something fails, briefly state what and why
## When Performing Actions
- Just do it. Don't ask "Would you like me to..."
- Report the result, not the intent
- If destructive (delete data, stop services), execute but clearly state what was done
## Response Format
BAD: "I'll check that for you. Let me run some commands..."
GOOD: State findings directly.
BAD: "Would you like me to..."
GOOD: Do it, then report the result.
BAD: Tables, headers, bullet-heavy summaries
GOOD: Plain prose, 2-4 sentences.
## ACTION BIAS - AVOID INVESTIGATION LOOPS
When the user asks you to DO something (install, fix, update, configure), ACT IMMEDIATELY:
- Don't extensively investigate before acting. Run 1-2 diagnostic commands max, then DO the thing.
- Don't explain what you're about to do - just do it.
- Don't ask for confirmation. The user asked you to do it, so do it.
- If the first approach fails, try the next most obvious approach. Don't stop to report.
- Complete the task END TO END. If asked to "install and run X", you're not done until X is running.
INVESTIGATION ANTI-PATTERNS TO AVOID:
- Running 10+ diagnostic commands before taking action
- Explaining each step before doing it
- Stopping to report partial progress
- Asking "would you like me to proceed?" after the user already asked you to do it
- Checking version, checking config, checking service, checking ports, checking this, checking that... JUST ACT.
GOOD PATTERN for "install X and make sure it's running":
1. Download/install X (1 command)
2. Start X (1 command)
3. Verify X is running (1 command)
4. Report: "Installed X vN.N. Service is running on port NNNN."
BAD PATTERN:
1. Check current version... 2. Check if installed... 3. Check service status... 4. Check config file...
5. Check another config... 6. Try to enable something... 7. Check if it worked... 8. Read a script...
9. Check yet another file... [user: "do it"] 10. Still investigating... [user: "DO IT"]
## Using Context Data
Pulse provides real metrics in "Current Metrics and State". Use this data directly - don't ask users to check things you already know.
## Command Execution
- run_on_host=true: Run on PVE/Docker host (pct, qm, vzdump, docker commands)
- run_on_host=false: Run inside the container/VM
- target_host: ALWAYS set this when using run_on_host=true! Use the node/hostname from target context
- Execute commands to investigate, don't just explain what commands to run
## CRITICAL: Command Routing with target_host
When running commands that require a specific host (pct, qm, docker, vzdump), you MUST specify target_host to route correctly.
Example for LXC 106 on node 'minipc':
- To run 'df -h' inside the container: run_command(command="df -h", run_on_host=false)
- To run 'pct exec 106 -- df -h' on the host: run_command(command="pct exec 106 -- df -h", run_on_host=true, target_host="minipc")
Always check the target's context for the 'node' or 'PVE Node' field and pass it as target_host.
If you don't specify target_host when run_on_host=true, the command may route to the wrong host!
Rules:
1. Look at the target context for 'node', 'guest_node', or 'PVE Node' field
2. When running pct/qm commands: set run_on_host=true AND target_host=<node>
3. When running commands inside the guest: just set run_on_host=false (no target_host needed)
4. Error "Configuration file does not exist" means wrong host - check target_host
## Infrastructure Architecture - LXC Management
Pulse manages LXC containers agentlessly from the PVE host.
- DO NOT check for a Pulse agent process or service inside an LXC. It does not exist.
- Use run_command with run_on_host=false to execute commands inside the LXC. Pulse handles the routing.
- For pct commands, always use run_on_host=true and set target_host to the container's node.
## URL Discovery Feature
When asked to find the web URL for a guest/container/host, or when you discover a web service:
1. **Inspect for web servers**: Check for listening ports (ss -tlnp), running services (nginx, apache, node, etc.)
2. **Get the IP address**: Use 'hostname -I' or 'ip addr' to find the IP
3. **Test the URL**: Use fetch_url to verify the service is responding
4. **Save the URL**: Use set_resource_url tool to save it to Pulse
Common discovery commands:
- Check listening ports: ss -tlnp | grep LISTEN
- Check nginx: systemctl status nginx && grep -r 'listen' /etc/nginx/
- Check running processes: ps aux | grep -E 'node|python|java|nginx|apache|httpd'
- Get IP: hostname -I | awk '{print $1}'
When you find a web service and are confident, use set_resource_url to save it. The resource_id should match the ID from the current context.
## Installing/Updating Pulse Itself
If asked to install or update Pulse itself, use the official install script. DO NOT investigate configs/services first.
Quick install/update command (x86_64 Linux):
` + "`" + `curl -sSL https://raw.githubusercontent.com/rcourtman/Pulse/main/install.sh | bash` + "`" + `
To install a specific version:
` + "`" + `curl -sSL https://raw.githubusercontent.com/rcourtman/Pulse/main/install.sh | bash -s -- --version vX.Y.Z` + "`" + `
After install, enable and start the service:
` + "`" + `systemctl enable pulse && systemctl start pulse` + "`" + `
The latest version can be found at: https://api.github.com/repos/rcourtman/Pulse/releases/latest
This is a 3-command job. Don't over-investigate.`
// Add custom context from AI settings (user's infrastructure description)
s.mu.RLock()
cfg := s.cfg
s.mu.RUnlock()
if cfg != nil && cfg.CustomContext != "" {
prompt += "\n\n## User's Infrastructure Description\n"
prompt += "The user has provided this context about their infrastructure:\n\n"
prompt += cfg.CustomContext
}
// Add connected infrastructure info via unified resource model
s.mu.RLock()
hasResourceProvider := s.resourceProvider != nil
s.mu.RUnlock()
if hasResourceProvider {
prompt += s.buildUnifiedResourceContext()
} else {
log.Warn().Msg("AI context: resource provider not available, infrastructure context will be limited")
}
// Add user annotations from all resources (global context)
prompt += s.buildUserAnnotationsContext()
// Add current alert status - this gives AI awareness of active issues
prompt += s.buildAlertContext()
// Add all saved knowledge when no specific target is selected
// This gives the AI context about everything learned from previous sessions
if req.TargetType == "" && s.knowledgeStore != nil {
prompt += s.knowledgeStore.FormatAllForContext()
}
// Add target context if provided
if req.TargetType != "" {
guestName := ""
if name, ok := req.Context["guestName"].(string); ok {
guestName = name
} else if name, ok := req.Context["name"].(string); ok {
guestName = name
}
if guestName != "" {
// Include the node in the focus header so AI can't miss it for routing
nodeName := ""
if node, ok := req.Context["node"].(string); ok && node != "" {
nodeName = node
} else if node, ok := req.Context["guest_node"].(string); ok && node != "" {
nodeName = node
}
if nodeName != "" {
prompt += fmt.Sprintf("\n\n## Current Focus\nYou are analyzing **%s** (%s on node **%s**)\n**ROUTING: When using run_on_host=true, set target_host=\"%s\"**",
guestName, req.TargetType, nodeName, nodeName)
} else {
prompt += fmt.Sprintf("\n\n## Current Focus\nYou are analyzing **%s** (%s)", guestName, req.TargetType)
}
} else if req.TargetID != "" {
prompt += fmt.Sprintf("\n\n## Current Focus\nYou are analyzing %s '%s'", req.TargetType, req.TargetID)
}
}
// Add any provided context in a structured way
if len(req.Context) > 0 {
prompt += "\n\n## Current Metrics and State"
// Group metrics by category for better readability
categories := map[string][]string{
"Identity": {"name", "guestName", "type", "vmid", "node", "guest_node", "status", "uptime"},
"CPU": {"cpu_usage", "cpu_cores"},
"Memory": {"memory_used", "memory_total", "memory_usage", "memory_balloon", "swap_used", "swap_total"},
"Disk": {"disk_used", "disk_total", "disk_usage"},
"I/O Rates": {"disk_read_rate", "disk_write_rate", "network_in_rate", "network_out_rate"},
"Backup": {"backup_status", "last_backup", "days_since_backup"},
"System Info": {"os_name", "os_version", "guest_agent", "ip_addresses", "tags"},
"User Context": {"user_notes", "user_annotations"},
}
categoryOrder := []string{"Identity", "User Context", "Backup", "CPU", "Memory", "Disk", "I/O Rates", "System Info"}
for _, category := range categoryOrder {
keys := categories[category]
hasValues := false
categoryContent := ""
for _, k := range keys {
if v, ok := req.Context[k]; ok && v != nil && v != "" {
if !hasValues {
categoryContent = fmt.Sprintf("\n### %s", category)
hasValues = true
}
categoryContent += fmt.Sprintf("\n- %s: %v", formatContextKey(k), v)
}
}
if hasValues {
prompt += categoryContent
}
}
// Add any remaining context that wasn't categorized
for k, v := range req.Context {
found := false
for _, keys := range categories {
for _, key := range keys {
if k == key {
found = true
break
}
}
if found {
break
}
}
if !found && v != nil && v != "" {
prompt += fmt.Sprintf("\n- %s: %v", formatContextKey(k), v)
}
}
}
return prompt
}
// formatContextKey converts snake_case keys to readable labels
func formatContextKey(key string) string {
replacements := map[string]string{
"guestName": "Guest Name",
"name": "Name",
"type": "Type",
"vmid": "VMID",
"node": "PVE Node (host)",
"guest_node": "PVE Node (host)",
"status": "Status",
"uptime": "Uptime",
"cpu_usage": "CPU Usage",
"cpu_cores": "CPU Cores",
"memory_used": "Memory Used",
"memory_total": "Memory Total",
"memory_usage": "Memory Usage",
"memory_balloon": "Memory Balloon",
"swap_used": "Swap Used",
"swap_total": "Swap Total",
"disk_used": "Disk Used",
"disk_total": "Disk Total",
"disk_usage": "Disk Usage",
"disk_read_rate": "Disk Read Rate",
"disk_write_rate": "Disk Write Rate",
"network_in_rate": "Network In Rate",
"network_out_rate": "Network Out Rate",
"backup_status": "Backup Status",
"last_backup": "Last Backup",
"days_since_backup": "Days Since Backup",
"os_name": "OS Name",
"os_version": "OS Version",
"guest_agent": "Guest Agent",
"ip_addresses": "IP Addresses",
"tags": "Tags",
"user_notes": "User Notes",
"user_annotations": "User Annotations",
}
if label, ok := replacements[key]; ok {
return label
}
return key
}
// buildUserAnnotationsContext gathers all user annotations from guests and docker containers
// These provide infrastructure context that the AI should know about for any query
func (s *Service) buildUserAnnotationsContext() string {
var annotations []string
// Load guest metadata
guestMeta, err := s.persistence.LoadGuestMetadata()
if err != nil {
log.Warn().Err(err).Msg("Failed to load guest metadata for AI context")
} else {
log.Debug().Int("count", len(guestMeta)).Msg("Loaded guest metadata for AI context")
for id, meta := range guestMeta {
if meta != nil && len(meta.Notes) > 0 {
// Use LastKnownName if available, otherwise use ID
name := meta.LastKnownName
if name == "" {
name = id
}
for _, note := range meta.Notes {
annotations = append(annotations, fmt.Sprintf("- Guest '%s': %s", name, note))
}
}
}
}
// Load docker metadata - include host info for context
dockerMeta, err := s.persistence.LoadDockerMetadata()
if err != nil {
log.Warn().Err(err).Msg("Failed to load docker metadata for AI context")
} else {
log.Debug().Int("count", len(dockerMeta)).Msg("Loaded docker metadata for AI context")
for id, meta := range dockerMeta {
if meta != nil && len(meta.Notes) > 0 {
// Extract host and container info from ID (format: hostid:container:containerid)
name := id
hostInfo := ""
parts := strings.Split(id, ":")
if len(parts) >= 3 {
hostInfo = parts[0] // First part is the host identifier
containerID := parts[2]
if len(containerID) > 12 {
containerID = containerID[:12]
}
name = fmt.Sprintf("Docker container %s", containerID)
}
log.Debug().Str("name", name).Str("host", hostInfo).Int("notes", len(meta.Notes)).Msg("Found docker container with annotations")
for _, note := range meta.Notes {
if hostInfo != "" {
annotations = append(annotations, fmt.Sprintf("- %s (on host '%s'): %s", name, hostInfo, note))
} else {
annotations = append(annotations, fmt.Sprintf("- %s: %s", name, note))
}
}
}
}
}
log.Debug().Int("total_annotations", len(annotations)).Msg("Built user annotations context")
if len(annotations) == 0 {
return ""
}
return "\n\n## User Infrastructure Notes\nThe user has added these annotations to describe their infrastructure. USE THESE to understand relationships between systems:\n" + strings.Join(annotations, "\n")
}
// TestConnection tests the AI provider connection
// Tests the provider for the currently configured default model
func (s *Service) TestConnection(ctx context.Context) error {
s.mu.RLock()
cfg := s.cfg
defaultProvider := s.provider
s.mu.RUnlock()
// Load config if not available
if cfg == nil {
var err error
cfg, err = s.persistence.LoadAIConfig()
if err != nil {
return fmt.Errorf("failed to load AI config: %w", err)
}
}
if cfg == nil || !cfg.IsConfigured() {
return fmt.Errorf("no AI provider configured")
}
// Try to create a provider for the current default model
provider, err := providers.NewForModel(cfg, cfg.GetModel())
if err != nil {
// Fall back to default provider or NewFromConfig
log.Debug().Err(err).Str("model", cfg.GetModel()).Msg("Could not create provider for model, using fallback")
if defaultProvider != nil {
provider = defaultProvider
} else {
provider, err = providers.NewFromConfig(cfg)
if err != nil {
return err
}
}
}
return provider.TestConnection(ctx)
}
// ListModels fetches available models from ALL configured AI providers
// Returns a unified list with models prefixed by provider name
func (s *Service) ListModels(ctx context.Context) ([]providers.ModelInfo, error) {
cfg, err := s.persistence.LoadAIConfig()
if err != nil {
return nil, fmt.Errorf("failed to load AI config: %w", err)
}
if cfg == nil {
return nil, fmt.Errorf("AI not configured")
}
var allModels []providers.ModelInfo
// Query each configured provider
providersList := []string{config.AIProviderAnthropic, config.AIProviderOpenAI, config.AIProviderDeepSeek, config.AIProviderOllama}
for _, providerName := range providersList {
if !cfg.HasProvider(providerName) {
continue
}
// Create provider for this specific provider
provider, err := providers.NewForProvider(cfg, providerName, "")
if err != nil {
log.Debug().Err(err).Str("provider", providerName).Msg("Skipping provider - not configured")
continue
}
// Fetch models from this provider
models, err := provider.ListModels(ctx)
if err != nil {
log.Warn().Err(err).Str("provider", providerName).Msg("Failed to fetch models from provider")
continue
}
// Add provider prefix to each model
for _, m := range models {
allModels = append(allModels, providers.ModelInfo{
ID: config.FormatModelString(providerName, m.ID),
Name: m.Name,
Description: providerDisplayName(providerName) + ": " + m.ID,
CreatedAt: m.CreatedAt,
})
}
}
return allModels, nil
}
// providerDisplayName returns a user-friendly name for a provider
func providerDisplayName(provider string) string {
switch provider {
case config.AIProviderAnthropic:
return "Anthropic"
case config.AIProviderOpenAI:
return "OpenAI"
case config.AIProviderDeepSeek:
return "DeepSeek"
case config.AIProviderOllama:
return "Ollama"
default:
return provider
}
}
// Reload reloads the AI configuration (call after settings change)
func (s *Service) Reload() error {
return s.LoadConfig()
}