using System;
using System.Collections.Generic;
using System.IO;
using System.Linq;
using System.Net.Http;
using System.Net.Http.Headers;
using System.Net.WebSockets;
using System.Text;
using System.Text.RegularExpressions;
using System.Threading.Tasks;
using FreneticUtilities.FreneticExtensions;
using Newtonsoft.Json.Linq;
using SwarmUI.Accounts;
using SwarmUI.Core;
using SwarmUI.Text2Image;
using SwarmUI.Utils;
using SwarmUI.WebAPI;

namespace Mrleo1nid.SwarmAssistent;

/// <summary>Krea 2 collaborative assistant: Ollama chat + vision + prompt/LoRA/params patches + Generate/Civitai.</summary>
public class SwarmAssistentExtension : Extension
{
    public static PermInfo PermUse = Permissions.Register(new(
        "swarm_assistent_use",
        "[Swarm Assistent] Use",
        "Allows using the Swarm Assistent chat (Ollama proxy).",
        PermissionDefault.USER,
        Permissions.GroupUser));

    public static HttpClient HttpClient;

    public AssistentConfig Config;
    public AssistentMemory Memory;

    const int MaxCivitaiHopsFallback = 2;
    const int MaxLorasInInventoryFallback = 150;
    const int MaxWildcardsInInventoryFallback = 80;
    const int MaxCheckpointsInInventoryFallback = 60;
    const int InventoryBlurbMaxFallback = 140;
    const int DefaultNumCtxFallback = 16384;

    static readonly Regex JsonFenceRe = new(@"```(?:json)?\s*([\s\S]*?)```", RegexOptions.IgnoreCase | RegexOptions.Compiled);

    public override void OnPreInit()
    {
        ScriptFiles.Add("Assets/assistent.js");
        StyleSheetFiles.Add("Assets/assistent.css");
        ExtensionAuthor = "mrleo1nid";
        Description = "Collaborative Krea 2 assistant: Ollama chat, persona presets, vector memory, model cards, Generate loop.";
        License = "MIT";
        Version = "0.7.3";
        Tags = ["tabs", "ui", "llm", "ollama", "krea", "inpaint", "memory"];
    }

    public override void OnInit()
    {
        HttpClient ??= new HttpClient { Timeout = TimeSpan.FromMinutes(10) };
        Config = new AssistentConfig(FilePath, DataRoot());
        Memory = new AssistentMemory(DataRoot(), HttpClient, Config.LoadAssistant(Config.DefaultPersonaId())["embed_model"]?.ToString() ?? "nomic-embed-text");
        API.RegisterAPICall(AssistentListModels, false, PermUse);
        API.RegisterAPICall(AssistentGetPacks, false, PermUse);
        API.RegisterAPICall(AssistentListPersonas, false, PermUse);
        API.RegisterAPICall(AssistentGetConfig, false, PermUse);
        API.RegisterAPICall(AssistentGetSettings, false, PermUse);
        API.RegisterAPICall(AssistentSaveSettings, true, PermUse);
        API.RegisterAPICall(AssistentListInventory, false, PermUse);
        API.RegisterAPICall(AssistentGetCard, false, PermUse);
        API.RegisterAPICall(AssistentSaveCard, true, PermUse);
        API.RegisterAPICall(AssistentEnqueueWanted, true, PermUse);
        API.RegisterAPICall(AssistentGetCardMeta, false, PermUse);
        API.RegisterAPICall(AssistentSearchCivitai, false, PermUse);
        API.RegisterAPICall(AssistentGetTaste, false, PermUse);
        API.RegisterAPICall(AssistentSaveTaste, true, PermUse);
        API.RegisterAPICall(AssistentChat, true, PermUse);
        API.RegisterAPICall(AssistentChatWS, true, PermUse);
        Logs.Init("Swarm Assistent extension loaded (Config presets + vector memory)");
    }

    int CfgInt(string key, int fallback)
    {
        try
        {
            return Config?.LoadAssistant(Config.DefaultPersonaId())[key]?.Value<int?>() ?? fallback;
        }
        catch
        {
            return fallback;
        }
    }

    static string Clip(string text, int max)
    {
        if (string.IsNullOrEmpty(text) || text.Length <= max)
        {
            return text ?? "";
        }
        return text[..max] + "…";
    }

    public static string NormalizeBaseUrl(string raw)
    {
        string url = (raw ?? "").Trim();
        if (string.IsNullOrWhiteSpace(url))
        {
            url = "http://127.0.0.1:11434";
        }
        return url.TrimEnd('/');
    }

    public string ReadPackFile(string name)
    {
        return Config?.LoadPackPrompt(Config.DefaultPersonaId(), name);
    }

    public async Task<JObject> AssistentListModels(Session session, string baseUrl)
    {
        string root = NormalizeBaseUrl(baseUrl);
        try
        {
            using HttpResponseMessage resp = await HttpClient.GetAsync($"{root}/api/tags");
            string body = await resp.Content.ReadAsStringAsync();
            if (!resp.IsSuccessStatusCode)
            {
                return new JObject { ["error"] = $"Ollama /api/tags HTTP {(int)resp.StatusCode}: {Clip(body, 400)}" };
            }
            JObject parsed = JObject.Parse(body);
            JArray all = [];
            foreach (JToken m in parsed["models"] as JArray ?? [])
            {
                string name = m["name"]?.ToString() ?? m["model"]?.ToString() ?? "";
                if (!string.IsNullOrWhiteSpace(name))
                {
                    all.Add(name);
                }
            }
            JObject roles = Config?.LoadOllamaRoles() ?? new JObject();
            HashSet<string> chatSet = new(
                (roles["chat"] as JArray)?.Select(t => t?.ToString()).Where(s => !string.IsNullOrWhiteSpace(s)) ?? [],
                StringComparer.OrdinalIgnoreCase);
            HashSet<string> memSet = new(
                (roles["memory"] as JArray)?.Select(t => t?.ToString()).Where(s => !string.IsNullOrWhiteSpace(s)) ?? [],
                StringComparer.OrdinalIgnoreCase);
            // Heuristic fallbacks when sidecar missing
            if (chatSet.Count == 0 && memSet.Count == 0)
            {
                foreach (JToken t in all)
                {
                    string n = t.ToString();
                    if (LooksLikeEmbedModel(n))
                    {
                        memSet.Add(n);
                    }
                    else
                    {
                        chatSet.Add(n);
                    }
                }
            }
            else
            {
                // Keep only tags that exist; anything unlabeled goes to chat if not memory
                foreach (JToken t in all)
                {
                    string n = t.ToString();
                    if (memSet.Contains(n) || LooksLikeEmbedModel(n))
                    {
                        memSet.Add(n);
                        chatSet.Remove(n);
                    }
                    else if (chatSet.Count == 0 || chatSet.Contains(n))
                    {
                        chatSet.Add(n);
                    }
                    else if (!memSet.Contains(n))
                    {
                        chatSet.Add(n);
                    }
                }
            }
            JArray models = new(all.Select(t => t.ToString()).Where(n => chatSet.Contains(n) && !memSet.Contains(n) && !LooksLikeEmbedModel(n)));
            JArray memoryModels = new(all.Select(t => t.ToString()).Where(n => memSet.Contains(n) || LooksLikeEmbedModel(n)).Distinct(StringComparer.OrdinalIgnoreCase).ToList());
            if (memoryModels.Count == 0)
            {
                string fallback = Config?.LoadAssistant(Config.DefaultPersonaId())["embed_model"]?.ToString() ?? "nomic-embed-text";
                if (all.Any(t => string.Equals(t.ToString(), fallback, StringComparison.OrdinalIgnoreCase)
                    || t.ToString().StartsWith(fallback.Split(':')[0], StringComparison.OrdinalIgnoreCase)))
                {
                    memoryModels.Add(all.Select(t => t.ToString()).First(n =>
                        string.Equals(n, fallback, StringComparison.OrdinalIgnoreCase)
                        || n.StartsWith(fallback.Split(':')[0], StringComparison.OrdinalIgnoreCase)));
                }
            }
            return new JObject
            {
                ["success"] = true,
                ["base_url"] = root,
                ["models"] = models,
                ["memory_models"] = memoryModels,
            };
        }
        catch (Exception ex)
        {
            return new JObject { ["error"] = $"Ollama unreachable at {root}: {ex.Message}" };
        }
    }

    static bool LooksLikeEmbedModel(string name)
    {
        string n = (name ?? "").ToLowerInvariant();
        return n.Contains("embed") || n.Contains("nomic") || n.Contains("bge-") || n.Contains("minilm") || n.Contains("e5-");
    }

    public async Task<JObject> AssistentGetPacks(Session session, string persona = null)
    {
        await Task.CompletedTask;
        string pid = AssistentConfig.SafeId(persona) ?? Config.DefaultPersonaId();
        JObject packs = new();
        JArray order = [];
        foreach (var p in Config.ListPacks(pid))
        {
            string text = Config.LoadPackPrompt(pid, p.id);
            if (text is not null)
            {
                packs[p.id] = text;
            }
            order.Add(p.id);
        }
        return new JObject { ["success"] = true, ["packs"] = packs, ["order"] = order, ["persona"] = pid };
    }

    public async Task<JObject> AssistentGetConfig(Session session, string persona = null)
    {
        await Task.CompletedTask;
        string pid = AssistentConfig.SafeId(persona) ?? Config.DefaultPersonaId();
        return Config.BuildMergedConfigPayload(pid);
    }

    public async Task<JObject> AssistentGetSettings(Session session)
    {
        await Task.CompletedTask;
        return new JObject { ["success"] = true, ["settings"] = Config.LoadSettings() };
    }

    public async Task<JObject> AssistentSaveSettings(Session session, JObject settings)
    {
        await Task.CompletedTask;
        if (settings is null)
        {
            return new JObject { ["error"] = "settings required" };
        }
        string prevEmbed = Config.LoadSettings()["embed_model"]?.ToString();
        Config.SaveSettings(settings);
        string nextEmbed = settings["embed_model"]?.ToString();
        if (!string.IsNullOrWhiteSpace(nextEmbed) && !string.Equals(prevEmbed, nextEmbed, StringComparison.OrdinalIgnoreCase))
        {
            try
            {
                await Memory.ReembedAllAsync(NormalizeBaseUrl(settings["base_url"]?.ToString()), nextEmbed);
            }
            catch (Exception ex)
            {
                Logs.Debug($"AssistentSaveSettings reembed: {ex.Message}");
            }
        }
        return new JObject { ["success"] = true, ["path"] = Path.Combine(Config.OverlayRoot, "settings.json") };
    }

    static string DataRoot()
    {
        if (Directory.Exists("/mnt/swarm_data"))
        {
            return "/mnt/swarm_data";
        }
        try
        {
            string models = Path.GetFullPath(Path.Combine(Environment.CurrentDirectory, "Models"));
            if (Directory.Exists(models))
            {
                return Path.GetDirectoryName(models) ?? Environment.CurrentDirectory;
            }
        }
        catch
        {
            // ignore
        }
        return Environment.CurrentDirectory;
    }

    string PersonasOverlayJsonPath() => Path.Combine(DataRoot(), "Assistent", "personas.json");

    string WantedModelsPath() => Path.Combine(DataRoot(), ".gpu-rent-wanted-models.yaml");

    string WantedCardsDir() => Path.Combine(DataRoot(), ".gpu-rent-wanted-cards");

    public async Task<JObject> AssistentListPersonas(Session session)
    {
        await Task.CompletedTask;
        var catalog = Config.ListPersonaCatalog();
        JArray list = [];
        foreach (var p in catalog)
        {
            list.Add(new JObject
            {
                ["id"] = p.id,
                ["title"] = p.title,
                ["accent"] = p.accent,
                ["prompt"] = Config.RenderIdentityBlock(p.id),
                ["source"] = p.source,
            });
        }
        return new JObject
        {
            ["success"] = true,
            ["default"] = Config.DefaultPersonaId(),
            ["personas"] = list,
        };
    }

    static string ModelWeightPath(string setName, string modelName)
    {
        if (string.IsNullOrWhiteSpace(modelName) || !Program.T2IModelSets.TryGetValue(setName, out T2IModelHandler handler))
        {
            return null;
        }
        if (!handler.Models.TryGetValue(modelName, out T2IModel model) && !handler.Models.TryGetValue(modelName.Replace('\\', '/'), out model))
        {
            // Try suffix match
            model = handler.Models.Values.FirstOrDefault(m =>
                string.Equals(m.Name, modelName, StringComparison.OrdinalIgnoreCase)
                || m.Name.EndsWith("/" + modelName, StringComparison.OrdinalIgnoreCase)
                || Path.GetFileNameWithoutExtension(m.Name) == Path.GetFileNameWithoutExtension(modelName));
        }
        if (model is null)
        {
            return null;
        }
        try
        {
            // SwarmUI T2IModel exposes RawFilePath in recent builds.
            return model.RawFilePath;
        }
        catch
        {
            return null;
        }
    }

    static string CardPathForWeight(string weightPath)
    {
        if (string.IsNullOrWhiteSpace(weightPath))
        {
            return null;
        }
        string dir = Path.GetDirectoryName(weightPath);
        string stem = Path.GetFileNameWithoutExtension(weightPath);
        if (string.IsNullOrWhiteSpace(dir) || string.IsNullOrWhiteSpace(stem))
        {
            return null;
        }
        return Path.Combine(dir, $"{stem}.assistent.json");
    }

    static string SetNameForKind(string kind)
    {
        return (kind ?? "").Trim().ToLowerInvariant() switch
        {
            "lora" => "LoRA",
            "checkpoint" or "ckpt" or "stable-diffusion" => "Stable-Diffusion",
            _ => null,
        };
    }

    JObject ReadCardObject(string kind, string name)
    {
        string set = SetNameForKind(kind);
        string weight = ModelWeightPath(set, name);
        string card = CardPathForWeight(weight);
        if (card is null || !File.Exists(card))
        {
            return null;
        }
        try
        {
            return JObject.Parse(File.ReadAllText(card, Encoding.UTF8));
        }
        catch
        {
            return null;
        }
    }

    public async Task<JObject> AssistentGetCard(Session session, string kind, string name)
    {
        await Task.CompletedTask;
        if (string.IsNullOrWhiteSpace(kind) || string.IsNullOrWhiteSpace(name))
        {
            return new JObject { ["error"] = "kind and name required" };
        }
        JObject card = ReadCardObject(kind, name);
        string set = SetNameForKind(kind);
        string weight = ModelWeightPath(set, name);
        return new JObject
        {
            ["success"] = true,
            ["kind"] = kind,
            ["name"] = name,
            ["has_card"] = card is not null,
            ["weight_path"] = weight,
            ["card"] = card,
        };
    }

    public async Task<JObject> AssistentSaveCard(Session session, string kind, string name, JObject card, bool enqueue_wanted = false)
    {
        await Task.CompletedTask;
        if (card is null)
        {
            return new JObject { ["error"] = "card required" };
        }
        kind = (kind ?? card["kind"]?.ToString() ?? "").Trim();
        name = (name ?? card["name"]?.ToString() ?? "").Trim();
        if (string.IsNullOrWhiteSpace(kind) || string.IsNullOrWhiteSpace(name))
        {
            return new JObject { ["error"] = "kind and name required" };
        }
        card["kind"] = kind;
        card["name"] = name;

        string set = SetNameForKind(kind);
        string weight = ModelWeightPath(set, name);
        if (!string.IsNullOrWhiteSpace(weight) && File.Exists(weight))
        {
            string path = CardPathForWeight(weight);
            File.WriteAllText(path, card.ToString(Newtonsoft.Json.Formatting.Indented), Encoding.UTF8);
            _ = IngestCardToMemory(card, name);
            return new JObject { ["success"] = true, ["path"] = path, ["installed"] = true };
        }

        // Not installed — draft into wanted-cards + optionally enqueue download for next up.
        Directory.CreateDirectory(WantedCardsDir());
        string rawVid = card["version_id"]?.ToString() ?? "draft";
        string vid = Regex.IsMatch(rawVid, @"^\d+$") ? rawVid : "draft";
        string draft = Path.Combine(WantedCardsDir(), $"{vid}.assistent.json");
        File.WriteAllText(draft, card.ToString(Newtonsoft.Json.Formatting.Indented), Encoding.UTF8);
        if (enqueue_wanted || !string.IsNullOrWhiteSpace(card["civitai_url"]?.ToString()))
        {
            await AssistentEnqueueWanted(session, kind, card["civitai_url"]?.ToString(), card["version_id"]?.Value<int?>() ?? 0, card["title"]?.ToString() ?? name, card);
        }
        _ = IngestCardToMemory(card, name);
        return new JObject { ["success"] = true, ["path"] = draft, ["installed"] = false, ["wanted"] = true };
    }

    async Task IngestCardToMemory(JObject card, string name)
    {
        if (Memory is null || card is null)
        {
            return;
        }
        try
        {
            string kind = (card["kind"]?.ToString() ?? "lora").Trim().ToLowerInvariant();
            string key = (card["name"]?.ToString() ?? name ?? "").Trim();
            List<string> bits = [];
            foreach (string field in new[] { "when", "avoid", "prompt_hint", "notes" })
            {
                string v = card[field]?.ToString();
                if (!string.IsNullOrWhiteSpace(v))
                {
                    bits.Add($"{field}: {v.Trim()}");
                }
            }
            if (card["triggers"] is JArray tr)
            {
                string joined = string.Join(", ", tr.Select(t => t?.ToString()).Where(s => !string.IsNullOrWhiteSpace(s)));
                if (!string.IsNullOrWhiteSpace(joined))
                {
                    bits.Add("triggers: " + joined);
                }
            }
            if (bits.Count == 0 || string.IsNullOrWhiteSpace(key))
            {
                return;
            }
            string text = $"{kind} {key}. " + string.Join(" ", bits);
            string baseUrl = NormalizeBaseUrl(Config.LoadSettings()["base_url"]?.ToString());
            string embedModel = Config.LoadSettings()["embed_model"]?.ToString()
                ?? Config.LoadAssistant(Config.DefaultPersonaId())["embed_model"]?.ToString();
            await Memory.UpsertTextAsync(baseUrl, "card", key, text, "user", card, embedModel);
        }
        catch (Exception ex)
        {
            Logs.Debug($"IngestCardToMemory: {ex.Message}");
        }
    }

    public async Task<JObject> AssistentEnqueueWanted(Session session, string kind, string url, int version_id = 0, string title = null, JObject card = null)
    {
        await Task.CompletedTask;
        kind = (kind ?? "lora").Trim().ToLowerInvariant();
        if (kind is not ("lora" or "checkpoint" or "vae" or "embedding" or "controlnet" or "upscaler" or "clip"))
        {
            kind = "lora";
        }
        url = (url ?? "").Trim();
        if (string.IsNullOrWhiteSpace(url) && version_id > 0)
        {
            url = $"https://civitai.red/models/0?modelVersionId={version_id}";
        }
        if (string.IsNullOrWhiteSpace(url))
        {
            return new JObject { ["error"] = "url or version_id required" };
        }
        if (version_id <= 0)
        {
            Match m = Regex.Match(url, @"modelVersionId=(\d+)", RegexOptions.IgnoreCase);
            if (m.Success)
            {
                version_id = int.Parse(m.Groups[1].Value);
            }
        }

        string path = WantedModelsPath();
        Directory.CreateDirectory(Path.GetDirectoryName(path) ?? DataRoot());
        Dictionary<string, List<WantedEntry>> sections = LoadWantedYaml(File.Exists(path) ? File.ReadAllText(path, Encoding.UTF8) : "");

        if (version_id > 0)
        {
            foreach (List<WantedEntry> list in sections.Values)
            {
                if (list.Any(e => e.VersionId == version_id))
                {
                    return new JObject { ["success"] = true, ["already"] = true, ["path"] = path, ["version_id"] = version_id };
                }
            }
        }
        else
        {
            foreach (List<WantedEntry> list in sections.Values)
            {
                if (list.Any(e => string.Equals(e.Url, url, StringComparison.OrdinalIgnoreCase)))
                {
                    return new JObject { ["success"] = true, ["already"] = true, ["path"] = path };
                }
            }
        }

        if (!sections.TryGetValue(kind, out List<WantedEntry> bucket))
        {
            bucket = [];
            sections[kind] = bucket;
        }
        bucket.Add(new WantedEntry { Url = url, Title = title, VersionId = version_id });
        File.WriteAllText(path, WriteWantedYaml(sections), Encoding.UTF8);

        if (card is not null && version_id > 0)
        {
            Directory.CreateDirectory(WantedCardsDir());
            string draft = Path.Combine(WantedCardsDir(), $"{version_id}.assistent.json");
            File.WriteAllText(draft, card.ToString(Newtonsoft.Json.Formatting.Indented), Encoding.UTF8);
        }
        return new JObject { ["success"] = true, ["path"] = path, ["version_id"] = version_id };
    }

    sealed class WantedEntry
    {
        public string Url;
        public string Title;
        public int VersionId;
    }

    static Dictionary<string, List<WantedEntry>> LoadWantedYaml(string raw)
    {
        Dictionary<string, List<WantedEntry>> sections = new(StringComparer.OrdinalIgnoreCase);
        string currentKind = null;
        WantedEntry cur = null;
        void Flush()
        {
            if (cur is null || string.IsNullOrWhiteSpace(cur.Url) || string.IsNullOrWhiteSpace(currentKind))
            {
                cur = null;
                return;
            }
            if (!sections.TryGetValue(currentKind, out List<WantedEntry> list))
            {
                list = [];
                sections[currentKind] = list;
            }
            list.Add(cur);
            cur = null;
        }
        foreach (string line in (raw ?? "").Split('\n'))
        {
            string t = line.TrimEnd();
            if (string.IsNullOrWhiteSpace(t) || t.TrimStart().StartsWith('#'))
            {
                continue;
            }
            Match kindLine = Regex.Match(t, @"^([A-Za-z0-9_-]+):\s*$");
            if (kindLine.Success && !t.TrimStart().StartsWith('-'))
            {
                Flush();
                currentKind = kindLine.Groups[1].Value.Trim().ToLowerInvariant();
                continue;
            }
            Match urlLine = Regex.Match(t, @"^\s*-\s*url:\s*[""']?(.+?)[""']?\s*$");
            if (urlLine.Success)
            {
                Flush();
                cur = new WantedEntry { Url = urlLine.Groups[1].Value.Trim() };
                continue;
            }
            if (cur is null)
            {
                continue;
            }
            Match titleLine = Regex.Match(t, @"^\s*title:\s*[""']?(.+?)[""']?\s*$");
            if (titleLine.Success)
            {
                cur.Title = titleLine.Groups[1].Value.Trim();
                continue;
            }
            Match vidLine = Regex.Match(t, @"^\s*version_id:\s*(\d+)\s*$");
            if (vidLine.Success && int.TryParse(vidLine.Groups[1].Value, out int vid))
            {
                cur.VersionId = vid;
            }
        }
        Flush();
        return sections;
    }

    static string WriteWantedYaml(Dictionary<string, List<WantedEntry>> sections)
    {
        StringBuilder sb = new();
        sb.AppendLine("# Assistent wanted queue — merged into local models.yaml on gpu-rent up/capture");
        string[] order = ["checkpoint", "lora", "vae", "embedding", "controlnet", "upscaler", "clip"];
        HashSet<string> seen = new(StringComparer.OrdinalIgnoreCase);
        foreach (string kind in order.Concat(sections.Keys.OrderBy(k => k, StringComparer.OrdinalIgnoreCase)))
        {
            if (!seen.Add(kind) || !sections.TryGetValue(kind, out List<WantedEntry> list) || list.Count == 0)
            {
                continue;
            }
            sb.AppendLine($"{kind}:");
            foreach (WantedEntry e in list)
            {
                sb.AppendLine($"  - url: \"{e.Url.Replace("\"", "%22")}\"");
                if (!string.IsNullOrWhiteSpace(e.Title))
                {
                    sb.AppendLine($"    title: \"{e.Title.Replace("\"", "'")}\"");
                }
                if (e.VersionId > 0)
                {
                    sb.AppendLine($"    version_id: {e.VersionId}");
                }
            }
        }
        return sb.ToString();
    }

    string TasteJsonPath() => Path.Combine(DataRoot(), "Assistent", "taste.json");

    public async Task<JObject> AssistentGetTaste(Session session)
    {
        await Task.CompletedTask;
        string path = TasteJsonPath();
        if (!File.Exists(path))
        {
            return new JObject { ["success"] = true, ["taste"] = null };
        }
        try
        {
            JObject taste = JObject.Parse(File.ReadAllText(path, Encoding.UTF8));
            return new JObject { ["success"] = true, ["taste"] = taste };
        }
        catch (Exception ex)
        {
            return new JObject { ["error"] = $"taste.json: {ex.Message}" };
        }
    }

    public async Task<JObject> AssistentSaveTaste(Session session, JObject taste)
    {
        await Task.CompletedTask;
        if (taste is null)
        {
            return new JObject { ["error"] = "taste required" };
        }
        if (taste["updated"] == null)
        {
            taste["updated"] = DateTimeOffset.UtcNow.ToUnixTimeMilliseconds();
        }
        string dir = Path.Combine(DataRoot(), "Assistent");
        Directory.CreateDirectory(dir);
        string path = TasteJsonPath();
        File.WriteAllText(path, taste.ToString(Newtonsoft.Json.Formatting.Indented), Encoding.UTF8);
        return new JObject { ["success"] = true, ["path"] = path };
    }

    public async Task<JObject> AssistentGetCardMeta(Session session, string kind, string name, int version_id = 0, bool fetch = false)
    {
        string set = SetNameForKind(kind);
        string weight = ModelWeightPath(set, name);
        JObject civitai = null;
        JArray exampleUrls = [];
        JArray previewUrls = [];
        bool hasSidecar = false;
        string fetchError = null;
        bool fetched = false;

        if (!string.IsNullOrWhiteSpace(weight))
        {
            string stem = Path.GetFileNameWithoutExtension(weight);
            string dir = Path.GetDirectoryName(weight);
            string side = Path.Combine(dir ?? "", $"{stem}.civitai.json");
            if (File.Exists(side))
            {
                hasSidecar = true;
                try
                {
                    civitai = JObject.Parse(File.ReadAllText(side, Encoding.UTF8));
                }
                catch
                {
                    // ignore
                }
            }
            foreach (string suffix in new[] { ".preview.jpg", ".preview.png", ".preview.jpeg", ".jpg", ".png", ".webp" })
            {
                string prev = Path.Combine(dir ?? "", stem + suffix);
                if (File.Exists(prev))
                {
                    // Swarm View path — relative URL works in the same origin browser session.
                    previewUrls.Add($"View/Models/{(kind == "lora" ? "Lora" : "Stable-Diffusion")}/{Path.GetFileName(prev)}");
                    break;
                }
            }
        }

        if (civitai is not null)
        {
            if (version_id <= 0)
            {
                version_id = civitai["id"]?.Value<int?>() ?? 0;
            }
            CollectExampleUrls(civitai, exampleUrls);
        }

        string hash = null;
        string trigger = null;
        try
        {
            if (Program.T2IModelSets.TryGetValue(set, out T2IModelHandler h)
                && (h.Models.TryGetValue(name, out T2IModel m)
                    || h.Models.TryGetValue(name.Replace('\\', '/'), out m)))
            {
                trigger = m.Metadata?.TriggerPhrase;
                hash = m.Metadata?.Hash;
            }
        }
        catch
        {
            // ignore
        }

        if (fetch && civitai is null)
        {
            string apiKey = session.User.GetGenericData("civitai_api", "key") ?? "";
            if (string.IsNullOrWhiteSpace(apiKey))
            {
                fetchError = "Civitai: нет ключа в User Settings";
            }
            else
            {
                try
                {
                    JObject remote = null;
                    if (version_id > 0)
                    {
                        remote = await FetchCivitaiModelVersion(apiKey, version_id);
                    }
                    if (remote is null && !string.IsNullOrWhiteSpace(hash))
                    {
                        string sha = hash.Trim().ToLowerInvariant();
                        if (sha.StartsWith("sha256:"))
                        {
                            sha = sha["sha256:".Length..];
                        }
                        if (sha.Length == 64)
                        {
                            remote = await FetchCivitaiByHash(apiKey, sha);
                        }
                        else
                        {
                            fetchError ??= "Civitai: хеш модели не SHA256";
                        }
                    }
                    if (remote is not null)
                    {
                        civitai = remote;
                        fetched = true;
                        version_id = remote["id"]?.Value<int?>() ?? version_id;
                        CollectExampleUrls(remote, exampleUrls);
                        if (!string.IsNullOrWhiteSpace(weight))
                        {
                            try
                            {
                                string stem = Path.GetFileNameWithoutExtension(weight);
                                string dir = Path.GetDirectoryName(weight);
                                string side = Path.Combine(dir ?? "", $"{stem}.civitai.json");
                                File.WriteAllText(side, remote.ToString(Newtonsoft.Json.Formatting.Indented), Encoding.UTF8);
                                hasSidecar = true;
                            }
                            catch (Exception ex)
                            {
                                Logs.Debug($"AssistentGetCardMeta write sidecar: {ex.Message}");
                            }
                        }
                    }
                    else if (fetchError is null)
                    {
                        fetchError = string.IsNullOrWhiteSpace(hash)
                            ? "Civitai: нет hash и version_id"
                            : "Хеш не найден на Civitai";
                    }
                }
                catch (Exception ex)
                {
                    fetchError = $"Civitai: {ex.Message}";
                }
            }
        }

        JObject card = ReadCardObject(kind, name);
        return new JObject
        {
            ["success"] = true,
            ["kind"] = kind,
            ["name"] = name,
            ["version_id"] = version_id,
            ["trigger_phrase"] = trigger,
            ["has_card"] = card is not null,
            ["has_sidecar"] = hasSidecar,
            ["fetched"] = fetched,
            ["fetch_error"] = fetchError,
            ["card"] = card,
            ["civitai"] = civitai,
            ["example_urls"] = exampleUrls,
            ["preview_urls"] = previewUrls,
            ["weight_path"] = weight,
            ["hash"] = hash,
        };
    }

    static void CollectExampleUrls(JObject civitai, JArray exampleUrls)
    {
        if (civitai?["images"] is not JArray imgs)
        {
            return;
        }
        foreach (JToken img in imgs.Take(6))
        {
            string u = img?["url"]?.ToString();
            if (!string.IsNullOrWhiteSpace(u))
            {
                exampleUrls.Add(u);
            }
        }
    }

    async Task<JObject> FetchCivitaiByHash(string apiKey, string sha)
    {
        string[] hosts = ["civitai.red", "civitai.com"];
        Exception last = null;
        foreach (string host in hosts)
        {
            try
            {
                string url = $"https://{host}/api/v1/model-versions/by-hash/{sha}";
                using HttpRequestMessage req = new(HttpMethod.Get, url);
                if (!string.IsNullOrWhiteSpace(apiKey))
                {
                    req.Headers.Authorization = new AuthenticationHeaderValue("Bearer", apiKey.Trim());
                }
                using HttpResponseMessage resp = await HttpClient.SendAsync(req);
                string body = await resp.Content.ReadAsStringAsync();
                if (resp.StatusCode == System.Net.HttpStatusCode.NotFound)
                {
                    continue;
                }
                if (!resp.IsSuccessStatusCode)
                {
                    last = new Exception($"HTTP {(int)resp.StatusCode}: {Clip(body, 160)}");
                    if ((int)resp.StatusCode is 401 or 403)
                    {
                        throw last;
                    }
                    continue;
                }
                return JObject.Parse(body);
            }
            catch (Exception ex) when (ex is not HttpRequestException && ex.Message.Contains("401"))
            {
                throw;
            }
            catch (Exception ex)
            {
                last = ex;
            }
        }
        if (last is not null)
        {
            throw last;
        }
        return null;
    }

    async Task<JObject> FetchCivitaiModelVersion(string apiKey, int versionId)
    {
        string[] hosts = ["civitai.red", "civitai.com"];
        Exception last = null;
        foreach (string host in hosts)
        {
            try
            {
                string url = $"https://{host}/api/v1/model-versions/{versionId}";
                using HttpRequestMessage req = new(HttpMethod.Get, url);
                if (!string.IsNullOrWhiteSpace(apiKey))
                {
                    req.Headers.Authorization = new AuthenticationHeaderValue("Bearer", apiKey.Trim());
                }
                using HttpResponseMessage resp = await HttpClient.SendAsync(req);
                string body = await resp.Content.ReadAsStringAsync();
                if (!resp.IsSuccessStatusCode)
                {
                    last = new Exception($"HTTP {(int)resp.StatusCode}: {Clip(body, 160)}");
                    if ((int)resp.StatusCode is 401 or 403)
                    {
                        throw last;
                    }
                    continue;
                }
                return JObject.Parse(body);
            }
            catch (Exception ex)
            {
                last = ex;
                if (ex.Message.Contains("401") || ex.Message.Contains("403"))
                {
                    throw;
                }
            }
        }
        if (last is not null)
        {
            throw last;
        }
        return null;
    }

    /// <summary>Server-side LoRA / checkpoint / wildcard inventory (not DOM scrape).
    /// Pass rescan=true after downloads so new files appear (calls Program.RefreshAllModelSets).</summary>
    public async Task<JObject> AssistentListInventory(Session session, bool rescan = false)
    {
        await Task.CompletedTask;
        if (rescan)
        {
            try
            {
                Program.RefreshAllModelSets();
            }
            catch (Exception ex)
            {
                Logs.Debug($"AssistentListInventory rescan: {ex.Message}");
                try
                {
                    Program.ModelRefreshEvent?.Invoke();
                }
                catch (Exception ex2)
                {
                    Logs.Debug($"AssistentListInventory ModelRefreshEvent: {ex2.Message}");
                }
            }
        }

        JArray loras = [];
        JArray checkpoints = [];
        JArray wildcards = [];

        if (Program.T2IModelSets.TryGetValue("LoRA", out T2IModelHandler loraHandler))
        {
            foreach (T2IModel model in loraHandler.Models.Values
                .OrderByDescending(m => LooksLikeKreaArch(m))
                .ThenBy(m => m.Name)
                .Take(CfgInt("max_loras_inventory", MaxLorasInInventoryFallback)))
            {
                loras.Add(BuildInventoryModelEntry(model, "lora"));
            }
        }

        if (Program.T2IModelSets.TryGetValue("Stable-Diffusion", out T2IModelHandler ckptHandler))
        {
            foreach (T2IModel model in ckptHandler.Models.Values
                .OrderByDescending(m => LooksLikeKreaArch(m))
                .ThenBy(m => m.Name)
                .Take(CfgInt("max_checkpoints_inventory", MaxCheckpointsInInventoryFallback)))
            {
                checkpoints.Add(BuildInventoryModelEntry(model, "checkpoint"));
            }
        }

        try
        {
            foreach (string name in WildcardsHelper.ListFiles.OrderBy(n => n).Take(CfgInt("max_wildcards_inventory", MaxWildcardsInInventoryFallback)))
            {
                wildcards.Add(new JObject { ["name"] = name });
            }
        }
        catch (Exception ex)
        {
            Logs.Debug($"AssistentListInventory wildcards: {ex.Message}");
        }

        bool hasCivitaiKey = !string.IsNullOrWhiteSpace(session.User.GetGenericData("civitai_api", "key"));

        return new JObject
        {
            ["success"] = true,
            ["loras"] = loras,
            ["checkpoints"] = checkpoints,
            ["wildcards"] = wildcards,
            ["has_civitai_key"] = hasCivitaiKey,
            ["rescanned"] = rescan,
            ["inventory_at"] = DateTimeOffset.UtcNow.ToUnixTimeSeconds(),
        };
    }

    static bool LooksLikeKreaArch(T2IModel model)
    {
        string arch = model?.ModelClass?.ID ?? "";
        string compat = model?.ModelClass?.CompatClass?.ID ?? "";
        string name = model?.Name ?? "";
        string blob = $"{arch} {compat} {name}".ToLowerInvariant();
        return blob.Contains("krea");
    }

    JObject BuildInventoryModelEntry(T2IModel model, string kind)
    {
        string weight = null;
        try { weight = model.RawFilePath; } catch { /* ignore */ }
        string cardPath = CardPathForWeight(weight);
        bool hasCard = !string.IsNullOrWhiteSpace(cardPath) && File.Exists(cardPath);

        string usage = model.Metadata?.UsageHint;
        string desc = model.Metadata?.Description;
        try
        {
            if (string.IsNullOrWhiteSpace(desc) && !string.IsNullOrWhiteSpace(model.Description))
            {
                desc = model.Description;
            }
        }
        catch
        {
            // older Swarm builds
        }

        string blurb = null;
        if (hasCard)
        {
            try
            {
                JObject card = JObject.Parse(File.ReadAllText(cardPath, Encoding.UTF8));
                string fromCard = (card["notes"] ?? card["when"] ?? card["prompt_hint"])?.ToString();
                if (!string.IsNullOrWhiteSpace(fromCard))
                {
                    blurb = Clip(fromCard.Trim(), CfgInt("inventory_blurb_max", InventoryBlurbMaxFallback));
                }
            }
            catch
            {
                // ignore bad card json
            }
        }
        if (string.IsNullOrWhiteSpace(blurb))
        {
            string raw = !string.IsNullOrWhiteSpace(usage) ? usage : desc;
            if (!string.IsNullOrWhiteSpace(raw))
            {
                blurb = Clip(CollapseWs(raw), CfgInt("inventory_blurb_max", InventoryBlurbMaxFallback));
            }
        }

        JArray tags = null;
        if (model.Metadata?.Tags is { Length: > 0 } tagArr)
        {
            tags = new JArray(tagArr.Where(t => !string.IsNullOrWhiteSpace(t)).Take(8));
        }

        string trigger = model.Metadata?.TriggerPhrase;
        JArray triggers = null;
        if (!string.IsNullOrWhiteSpace(trigger))
        {
            triggers = new JArray(trigger.Split(new[] { ',', ';' }, StringSplitOptions.RemoveEmptyEntries | StringSplitOptions.TrimEntries).Take(12));
        }

        JObject entry = new()
        {
            ["name"] = model.Name,
            ["title"] = model.Metadata?.Title ?? model.Title ?? model.Name,
            ["kind"] = kind,
            ["trigger_phrase"] = trigger,
            ["architecture"] = model.ModelClass?.ID,
            ["compat_class"] = model.ModelClass?.CompatClass?.ID,
            ["hash"] = model.Metadata?.Hash ?? "",
            ["has_card"] = hasCard,
            ["krea_likely"] = LooksLikeKreaArch(model),
        };
        if (!string.IsNullOrWhiteSpace(weight))
        {
            string stem = Path.GetFileNameWithoutExtension(weight);
            string dir = Path.GetDirectoryName(weight);
            string side = Path.Combine(dir ?? "", $"{stem}.civitai.json");
            entry["has_sidecar"] = File.Exists(side);
            foreach (string suffix in new[] { ".preview.jpg", ".preview.png", ".preview.jpeg", ".jpg", ".png", ".webp" })
            {
                string prev = Path.Combine(dir ?? "", stem + suffix);
                if (File.Exists(prev))
                {
                    string folder = kind == "lora" ? "Lora" : "Stable-Diffusion";
                    entry["preview_url"] = $"View/Models/{folder}/{Path.GetFileName(prev)}";
                    break;
                }
            }
        }
        else
        {
            entry["has_sidecar"] = false;
        }
        if (triggers is not null && triggers.Count > 0)
        {
            entry["triggers"] = triggers;
        }
        if (!string.IsNullOrWhiteSpace(blurb))
        {
            entry["blurb"] = blurb;
        }
        if (!string.IsNullOrWhiteSpace(usage))
        {
            entry["usage_hint"] = Clip(CollapseWs(usage), 120);
        }
        if (tags is not null && tags.Count > 0)
        {
            entry["tags"] = tags;
        }
        string defW = model.Metadata?.LoraDefaultWeight;
        if (!string.IsNullOrWhiteSpace(defW) && kind == "lora")
        {
            entry["default_weight"] = defW;
        }
        return entry;
    }

    static string CollapseWs(string text)
    {
        if (string.IsNullOrWhiteSpace(text))
        {
            return "";
        }
        return Regex.Replace(text.Trim(), @"\s+", " ");
    }

    /// <summary>Search Civitai for LoRAs (prefers Krea 2 base). Uses Swarm-stored civitai_api key.</summary>
    public async Task<JObject> AssistentSearchCivitai(Session session, string query, int limit = 8)
    {
        string q = (query ?? "").Trim();
        if (string.IsNullOrWhiteSpace(q))
        {
            return new JObject { ["error"] = "query is required" };
        }
        limit = Math.Clamp(limit, 1, 20);
        string apiKey = session.User.GetGenericData("civitai_api", "key") ?? "";
        HashSet<string> installedNames = CollectInstalledLoraNames();
        HashSet<string> installedHashes = CollectInstalledLoraHashes();

        string[] hosts = ["civitai.red", "civitai.com"];
        Exception lastEx = null;
        foreach (string host in hosts)
        {
            try
            {
                string url = $"https://{host}/api/v1/models?limit={limit}&types=LORA&query={Uri.EscapeDataString(q)}";
                using HttpRequestMessage req = new(HttpMethod.Get, url);
                if (!string.IsNullOrWhiteSpace(apiKey))
                {
                    req.Headers.Authorization = new AuthenticationHeaderValue("Bearer", apiKey.Trim());
                }
                using HttpResponseMessage resp = await HttpClient.SendAsync(req);
                string body = await resp.Content.ReadAsStringAsync();
                if (!resp.IsSuccessStatusCode)
                {
                    lastEx = new Exception($"HTTP {(int)resp.StatusCode}: {Clip(body, 200)}");
                    continue;
                }
                JObject parsed = JObject.Parse(body);
                JArray items = parsed["items"] as JArray ?? [];
                JArray results = [];
                foreach (JToken item in items)
                {
                    if (item is not JObject mo)
                    {
                        continue;
                    }
                    JObject card = BuildCivitaiCard(mo, installedNames, installedHashes);
                    if (card is not null)
                    {
                        results.Add(card);
                    }
                }
                // Prefer Krea-compatible first
                JArray sorted = new(results.OrderByDescending(t => LooksLikeKrea(t["base_model"]?.ToString())).ThenBy(t => t["name"]?.ToString()));
                return new JObject
                {
                    ["success"] = true,
                    ["query"] = q,
                    ["host"] = host,
                    ["results"] = sorted,
                    ["has_civitai_key"] = !string.IsNullOrWhiteSpace(apiKey),
                };
            }
            catch (Exception ex)
            {
                lastEx = ex;
            }
        }
        return new JObject { ["error"] = $"Civitai search failed: {lastEx?.Message ?? "unknown"}" };
    }

    static bool LooksLikeKrea(string text) => !string.IsNullOrEmpty(text) && Regex.IsMatch(text, @"krea", RegexOptions.IgnoreCase);

    static HashSet<string> CollectInstalledLoraNames()
    {
        HashSet<string> names = new(StringComparer.OrdinalIgnoreCase);
        if (!Program.T2IModelSets.TryGetValue("LoRA", out T2IModelHandler handler))
        {
            return names;
        }
        foreach (T2IModel m in handler.Models.Values)
        {
            names.Add(m.Name);
            string leaf = m.Name.Replace('\\', '/').AfterLast('/');
            if (!string.IsNullOrEmpty(leaf))
            {
                names.Add(leaf);
                names.Add(Path.GetFileNameWithoutExtension(leaf));
            }
        }
        return names;
    }

    static HashSet<string> CollectInstalledLoraHashes()
    {
        HashSet<string> hashes = new(StringComparer.OrdinalIgnoreCase);
        if (!Program.T2IModelSets.TryGetValue("LoRA", out T2IModelHandler handler))
        {
            return hashes;
        }
        foreach (T2IModel m in handler.Models.Values)
        {
            string h = m.Metadata?.Hash;
            if (!string.IsNullOrWhiteSpace(h))
            {
                hashes.Add(h.Trim().ToLowerInvariant());
            }
        }
        return hashes;
    }

    static JObject BuildCivitaiCard(JObject model, HashSet<string> installedNames, HashSet<string> installedHashes)
    {
        string name = model["name"]?.ToString() ?? "";
        JArray versions = model["modelVersions"] as JArray;
        JObject ver = versions?.FirstOrDefault() as JObject;
        if (ver is null)
        {
            return null;
        }
        string baseModel = ver["baseModel"]?.ToString() ?? "";
        JArray trained = ver["trainedWords"] as JArray ?? [];
        List<string> triggers = trained.Select(t => t?.ToString()).Where(s => !string.IsNullOrWhiteSpace(s)).Take(8).ToList();
        JObject file = null;
        foreach (JToken f in ver["files"] as JArray ?? [])
        {
            if (f is JObject fo && (fo["primary"]?.Value<bool>() == true || (fo["name"]?.ToString() ?? "").EndsWith(".safetensors", StringComparison.OrdinalIgnoreCase)))
            {
                file = fo;
                break;
            }
        }
        file ??= (ver["files"] as JArray)?.FirstOrDefault() as JObject;
        string downloadUrl = file?["downloadUrl"]?.ToString() ?? ver["downloadUrl"]?.ToString() ?? "";
        string fileName = file?["name"]?.ToString() ?? "";
        string sha = file?["hashes"]?["SHA256"]?.ToString() ?? file?["hashes"]?["AutoV2"]?.ToString() ?? "";
        string saveName = string.IsNullOrWhiteSpace(fileName)
            ? Regex.Replace(name, @"[^\w\-.]+", "_").Trim('_')
            : Path.GetFileNameWithoutExtension(fileName);

        bool already = false;
        if (!string.IsNullOrWhiteSpace(sha) && installedHashes.Contains(sha.Trim().ToLowerInvariant()))
        {
            already = true;
        }
        else if (installedNames.Contains(saveName) || installedNames.Contains(name) || installedNames.Contains(fileName))
        {
            already = true;
        }

        return new JObject
        {
            ["id"] = model["id"],
            ["version_id"] = ver["id"],
            ["name"] = name,
            ["base_model"] = baseModel,
            ["krea_likely"] = LooksLikeKrea(baseModel),
            ["triggers"] = new JArray(triggers),
            ["download_url"] = downloadUrl,
            ["file_name"] = saveName,
            ["sha256"] = sha,
            ["already_installed"] = already,
            ["n_sfw"] = model["nsfw"]?.Value<bool>() ?? false,
        };
    }

    List<JObject> BuildOllamaMessages(string packName, bool includeBase, string contextJson, JArray userMessages, string extraSystem = null, string personaId = null, IEnumerable<string> skillIds = null)
    {
        List<JObject> ollamaMessages = [];
        StringBuilder system = new();
        string pid = AssistentConfig.SafeId(personaId) ?? Config.DefaultPersonaId();

        if (includeBase)
        {
            string core = Config.LoadCorePrompt(pid);
            if (!string.IsNullOrWhiteSpace(core))
            {
                system.AppendLine(core);
            }
        }

        JObject exact = Config.LoadExactForPrompt(pid);
        if (exact is not null && exact.Count > 0)
        {
            system.AppendLine();
            system.AppendLine("## Exact memory (canonical KV defaults — prefer over RAG for numbers)");
            system.AppendLine("```json");
            system.AppendLine(exact.ToString(Newtonsoft.Json.Formatting.None));
            system.AppendLine("```");
        }

        foreach (string skillId in skillIds ?? Config.ResolveEnabledSkills(pid, null))
        {
            string skillText = Config.LoadSkillPrompt(pid, skillId);
            if (!string.IsNullOrWhiteSpace(skillText))
            {
                system.AppendLine();
                system.AppendLine($"## Skill: {skillId}");
                system.AppendLine(skillText);
            }
        }

        string identity = Config.RenderIdentityBlock(pid);
        if (!string.IsNullOrWhiteSpace(identity))
        {
            system.AppendLine();
            system.AppendLine(identity);
        }

        if (!string.IsNullOrWhiteSpace(packName) && packName != "base_krea2" && packName != "core")
        {
            string situational = Config.LoadPackPrompt(pid, packName);
            if (!string.IsNullOrWhiteSpace(situational))
            {
                system.AppendLine();
                system.AppendLine($"## Active mode: {packName}");
                system.AppendLine(situational);
            }
        }
        if (!string.IsNullOrWhiteSpace(contextJson))
        {
            system.AppendLine();
            system.AppendLine("## Live SwarmUI context (JSON — trust this over guesses)");
            system.AppendLine("```json");
            system.AppendLine(contextJson);
            system.AppendLine("```");
        }
        if (!string.IsNullOrWhiteSpace(extraSystem))
        {
            system.AppendLine();
            system.AppendLine(extraSystem);
        }
        if (system.Length > 0)
        {
            ollamaMessages.Add(new JObject
            {
                ["role"] = "system",
                ["content"] = system.ToString(),
            });
        }
        foreach (JToken msg in userMessages ?? [])
        {
            if (msg is not JObject mo)
            {
                continue;
            }
            JObject copy = new()
            {
                ["role"] = mo["role"]?.ToString() ?? "user",
                ["content"] = mo["content"]?.ToString() ?? "",
            };
            if (mo["images"] is JArray images && images.Count > 0)
            {
                copy["images"] = images;
            }
            ollamaMessages.Add(copy);
        }
        return ollamaMessages;
    }

    string ResolvePersonaPrompt(string personaId) => Config.RenderIdentityBlock(personaId);

    static JObject TryParsePatch(string reply)
    {
        if (string.IsNullOrWhiteSpace(reply))
        {
            return null;
        }
        foreach (Match match in JsonFenceRe.Matches(reply))
        {
            string raw = match.Groups[1].Value.Trim();
            try
            {
                JObject obj = JObject.Parse(raw);
                if (obj is not null && (obj["prompt"] != null || obj["loras"] != null || obj["width"] != null
                    || obj["height"] != null || obj["steps"] != null || obj["cfg"] != null
                    || obj["seed"] != null || obj["sigma_shift"] != null || obj["sampler"] != null
                    || obj["actions"] != null || obj["search_query"] != null || obj["civitai_query"] != null
                    || obj["use_init_image"] != null || obj["clear_init_image"] != null
                    || obj["init_creativity"] != null || obj["denoise"] != null
                    || obj["use_mask_image"] != null || obj["clear_mask_image"] != null
                    || obj["mask_blur"] != null || obj["mask_grow"] != null
                    || obj["look_at"] != null || obj["vision_from"] != null || obj["vision_slots"] != null
                    || obj["slot_to_init"] != null || obj["slot_to_mask"] != null
                    || obj["snapshot_generate"] != null || obj["select_slot"] != null
                    || obj["aspect"] != null || obj["images"] != null || obj["batch"] != null
                    || obj["vary"] != null || obj["lock_seed"] != null
                    || obj["creativity"] != null || obj["intensity"] != null
                    || obj["complexity"] != null || obj["movement"] != null
                    || obj["clear_prompt_images"] != null || obj["slot_to_prompt_image"] != null
                    || obj["pack"] != null || obj["memories"] != null || obj["memory"] != null))
                {
                    return obj;
                }
            }
            catch
            {
                // not json
            }
        }
        return null;
    }

    static string ExtractSearchQuery(JObject patch)
    {
        if (patch is null)
        {
            return null;
        }
        string q = (patch["search_query"] ?? patch["civitai_query"])?.ToString()?.Trim();
        if (!string.IsNullOrWhiteSpace(q))
        {
            return q;
        }
        if (patch["actions"] is JArray acts)
        {
            foreach (JToken a in acts)
            {
                if (string.Equals(a?.ToString(), "search_civitai", StringComparison.OrdinalIgnoreCase))
                {
                    return q; // may still be null — caller checks
                }
            }
        }
        return null;
    }

    static bool WantsCivitaiSearch(JObject patch)
    {
        if (patch is null)
        {
            return false;
        }
        return !string.IsNullOrWhiteSpace(ExtractSearchQuery(patch));
    }

    static void ExtractChatPayload(JObject raw, ref string baseUrl, ref string model, ref string pack, ref bool includeBase, out JArray userMessages, out string contextJson, out string persona, out JArray skills)
    {
        JObject whole = raw ?? [];
        JObject nested = whole["raw"] as JObject;
        if (string.IsNullOrWhiteSpace(baseUrl))
        {
            baseUrl = whole["base_url"]?.ToString()
                ?? whole["baseUrl"]?.ToString()
                ?? nested?["base_url"]?.ToString()
                ?? nested?["baseUrl"]?.ToString();
        }
        if (string.IsNullOrWhiteSpace(model))
        {
            model = whole["model"]?.ToString() ?? nested?["model"]?.ToString();
        }
        if (string.IsNullOrWhiteSpace(pack))
        {
            pack = whole["pack"]?.ToString() ?? nested?["pack"]?.ToString();
        }
        if (whole["includeBase"] is not null)
        {
            includeBase = whole.Value<bool?>("includeBase") ?? includeBase;
        }
        userMessages = (whole["messages"] as JArray) ?? (nested?["messages"] as JArray);
        contextJson = whole["context_json"]?.ToString() ?? nested?["context_json"]?.ToString();
        persona = whole["persona"]?.ToString() ?? nested?["persona"]?.ToString() ?? "neutral";
        skills = (whole["skills"] as JArray) ?? (nested?["skills"] as JArray);
    }

    async Task<(string reply, JObject raw, JArray civitaiResults)> RunChatWithHops(
        Session session,
        string root,
        string modelName,
        string packName,
        bool includeBase,
        string contextJson,
        JArray userMessages,
        Func<string, Task> onDelta = null,
        Func<int, Task> onHopStart = null,
        string personaId = null,
        JArray skillIds = null,
        string embedModel = null)
    {
        string pid = AssistentConfig.SafeId(personaId) ?? Config.DefaultPersonaId();
        List<string> skills = Config.ResolveEnabledSkills(pid, skillIds);
        string embed = string.IsNullOrWhiteSpace(embedModel)
            ? (Config.LoadSettings()["embed_model"]?.ToString()
               ?? Config.LoadAssistant(pid)["embed_model"]?.ToString()
               ?? "nomic-embed-text")
            : embedModel;

        try
        {
            await Memory.EnsureSeedAsync(root, Config, embed);
        }
        catch (Exception ex)
        {
            Logs.Debug($"Assistent memory seed: {ex.Message}");
        }

        string retrieveQuery = BuildRetrieveQuery(userMessages, contextJson);
        JArray hits = [];
        try
        {
            int topK = Config.LoadAssistant(pid)["memory_top_k"]?.Value<int?>() ?? 10;
            hits = await Memory.RetrieveAsync(root, retrieveQuery, topK, embed);
        }
        catch (Exception ex)
        {
            Logs.Debug($"Assistent memory retrieve: {ex.Message}");
        }

        string enrichedContext = InjectMemoryHits(contextJson, hits);
        List<JObject> messages = BuildOllamaMessages(packName, includeBase, enrichedContext, userMessages, personaId: pid, skillIds: skills);
        JArray civitaiResults = [];
        string reply = "";
        JObject lastRaw = null;
        int maxHops = CfgInt("max_civitai_hops", MaxCivitaiHopsFallback);
        for (int hop = 0; hop < maxHops; hop++)
        {
            if (onHopStart is not null)
            {
                await onHopStart(hop);
            }
            (reply, lastRaw) = await CallOllamaChat(root, modelName, messages, stream: onDelta is not null, onDelta, pid);
            JObject patch = TryParsePatch(reply);
            await ApplyMemoryActions(root, patch, embed);
            if (hop + 1 >= maxHops || !WantsCivitaiSearch(patch))
            {
                break;
            }
            string query = ExtractSearchQuery(patch);
            if (string.IsNullOrWhiteSpace(query))
            {
                break;
            }
            JObject search = await AssistentSearchCivitai(session, query, 8);
            if (search["error"] is not null)
            {
                messages.Add(new JObject { ["role"] = "assistant", ["content"] = reply });
                messages.Add(new JObject
                {
                    ["role"] = "user",
                    ["content"] = $"Civitai search failed: {search["error"]}. Continue without download — use only available_loras from context.",
                });
                continue;
            }
            civitaiResults = search["results"] as JArray ?? [];
            messages.Add(new JObject { ["role"] = "assistant", ["content"] = reply });
            messages.Add(new JObject
            {
                ["role"] = "user",
                ["content"] =
                    "Civitai search results (JSON). Prefer `krea_likely: true`. Do NOT download yourself — the UI shows Confirm cards. " +
                    "Pick useful LoRAs from results or available_loras, emit a normal patch (prompt/loras). " +
                    "Omit search_civitai from actions unless you need a different query.\n```json\n" +
                    civitaiResults.ToString(Newtonsoft.Json.Formatting.None) + "\n```",
            });
        }
        return (reply, lastRaw, civitaiResults);
    }

    static string BuildRetrieveQuery(JArray userMessages, string contextJson)
    {
        StringBuilder sb = new();
        if (!string.IsNullOrWhiteSpace(contextJson))
        {
            try
            {
                JObject ctx = JObject.Parse(contextJson);
                string ckpt = ctx["checkpoint"]?.ToString() ?? ctx["current_model"]?.ToString();
                if (!string.IsNullOrWhiteSpace(ckpt))
                {
                    sb.Append(ckpt).Append(' ');
                }
                if (ctx["enabled_loras"] is JArray en)
                {
                    foreach (JToken t in en.Take(8))
                    {
                        string n = t?["name"]?.ToString() ?? t?.ToString();
                        if (!string.IsNullOrWhiteSpace(n))
                        {
                            sb.Append(n).Append(' ');
                        }
                    }
                }
                if (ctx["krea_profile"] != null)
                {
                    sb.Append("krea ").Append(ctx["krea_profile"]).Append(' ');
                }
            }
            catch
            {
                // ignore
            }
        }
        foreach (JToken msg in (userMessages ?? []).Reverse().Take(2))
        {
            if (msg is JObject mo && string.Equals(mo["role"]?.ToString(), "user", StringComparison.OrdinalIgnoreCase))
            {
                sb.Append(mo["content"]?.ToString()).Append(' ');
            }
        }
        string q = CollapseWs(sb.ToString());
        return string.IsNullOrWhiteSpace(q) ? "krea2 prompting" : q;
    }

    static string InjectMemoryHits(string contextJson, JArray hits, JObject exact = null)
    {
        JObject ctx;
        try
        {
            ctx = string.IsNullOrWhiteSpace(contextJson) ? new JObject() : JObject.Parse(contextJson);
        }
        catch
        {
            ctx = new JObject { ["_raw_context"] = contextJson };
        }
        ctx["memory_hits"] = hits ?? new JArray();
        // Never re-inject full Exact into live context (already in system prompt).
        ctx.Remove("exact");
        if (ctx["session_exact"] is null)
        {
            ctx["session_exact"] = new JObject();
        }
        // Slim inventory for LLM: keep enabled + current, drop full dump if present
        if (ctx["available_loras"] is JArray allLoras && allLoras.Count > 24)
        {
            HashSet<string> keep = new(StringComparer.OrdinalIgnoreCase);
            if (ctx["enabled_loras"] is JArray en)
            {
                foreach (JToken t in en)
                {
                    string n = t?["name"]?.ToString() ?? t?.ToString();
                    if (!string.IsNullOrWhiteSpace(n))
                    {
                        keep.Add(n);
                    }
                }
            }
            foreach (JToken hit in hits ?? [])
            {
                if (string.Equals(hit?["kind"]?.ToString(), "lora", StringComparison.OrdinalIgnoreCase)
                    || string.Equals(hit?["kind"]?.ToString(), "card", StringComparison.OrdinalIgnoreCase))
                {
                    string k = hit?["key"]?.ToString();
                    if (!string.IsNullOrWhiteSpace(k))
                    {
                        keep.Add(k);
                    }
                }
            }
            JArray slim = [];
            foreach (JToken t in allLoras)
            {
                string n = t?["name"]?.ToString();
                if (!string.IsNullOrWhiteSpace(n) && (keep.Contains(n) || slim.Count < 12))
                {
                    if (keep.Contains(n) || t?["krea_likely"]?.Value<bool>() == true)
                    {
                        slim.Add(t);
                    }
                }
            }
            if (slim.Count == 0)
            {
                foreach (JToken t in allLoras.Take(12))
                {
                    slim.Add(t);
                }
            }
            ctx["available_loras"] = slim;
            ctx["available_loras_truncated"] = true;
            ctx["available_loras_total"] = allLoras.Count;
        }
        return ctx.ToString(Newtonsoft.Json.Formatting.None);
    }

    async Task ApplyMemoryActions(string root, JObject patch, string embedModel)
    {
        if (patch is null || Memory is null)
        {
            return;
        }
        bool upsert = false, forget = false;
        if (patch["actions"] is JArray acts)
        {
            foreach (JToken a in acts)
            {
                string s = a?.ToString() ?? "";
                if (string.Equals(s, "memory_upsert", StringComparison.OrdinalIgnoreCase))
                {
                    upsert = true;
                }
                if (string.Equals(s, "memory_forget", StringComparison.OrdinalIgnoreCase))
                {
                    forget = true;
                }
            }
        }
        JArray memories = patch["memories"] as JArray;
        if (memories is null || memories.Count == 0)
        {
            return;
        }
        foreach (JToken t in memories)
        {
            if (t is not JObject mo)
            {
                continue;
            }
            string kind = mo["kind"]?.ToString() ?? "note";
            string key = mo["key"]?.ToString() ?? "";
            string text = mo["text"]?.ToString() ?? "";
            try
            {
                if (forget && string.IsNullOrWhiteSpace(text))
                {
                    Memory.Forget(kind, key);
                }
                else if (upsert || !string.IsNullOrWhiteSpace(text))
                {
                    await Memory.UpsertTextAsync(root, kind, key, text, "user", mo, embedModel);
                }
            }
            catch (Exception ex)
            {
                Logs.Debug($"ApplyMemoryActions: {ex.Message}");
            }
        }
    }

    async Task<(string reply, JObject raw)> CallOllamaChat(
        string root,
        string modelName,
        List<JObject> ollamaMessages,
        bool stream,
        Func<string, Task> onDelta,
        string personaId = null)
    {
        int numCtx = Config.LoadAssistant(AssistentConfig.SafeId(personaId) ?? Config.DefaultPersonaId())["num_ctx"]?.Value<int?>()
            ?? DefaultNumCtxFallback;
        JObject payload = new()
        {
            ["model"] = modelName,
            ["stream"] = stream,
            ["messages"] = new JArray(ollamaMessages),
            ["options"] = new JObject
            {
                ["num_ctx"] = numCtx,
            },
            ["keep_alive"] = "15m",
        };
        using StringContent content = new(payload.ToString(Newtonsoft.Json.Formatting.None), Encoding.UTF8, "application/json");
        using HttpRequestMessage req = new(HttpMethod.Post, $"{root}/api/chat") { Content = content };
        using HttpResponseMessage resp = await HttpClient.SendAsync(req, stream
            ? HttpCompletionOption.ResponseHeadersRead
            : HttpCompletionOption.ResponseContentRead);
        if (!resp.IsSuccessStatusCode)
        {
            string errBody = await resp.Content.ReadAsStringAsync();
            throw new Exception($"Ollama /api/chat HTTP {(int)resp.StatusCode}: {Clip(errBody, 800)}");
        }
        if (!stream)
        {
            string body = await resp.Content.ReadAsStringAsync();
            JObject parsed = JObject.Parse(body);
            string reply = parsed["message"]?["content"]?.ToString() ?? parsed["response"]?.ToString() ?? "";
            return (reply, parsed);
        }
        StringBuilder full = new();
        await using Stream streamBody = await resp.Content.ReadAsStreamAsync();
        using StreamReader reader = new(streamBody, Encoding.UTF8);
        JObject last = null;
        while (true)
        {
            string line = await reader.ReadLineAsync();
            if (line is null)
            {
                break;
            }
            if (string.IsNullOrWhiteSpace(line))
            {
                continue;
            }
            JObject chunk = JObject.Parse(line);
            last = chunk;
            string delta = chunk["message"]?["content"]?.ToString() ?? "";
            if (!string.IsNullOrEmpty(delta))
            {
                full.Append(delta);
                if (onDelta is not null)
                {
                    await onDelta(delta);
                }
            }
            if (chunk["done"]?.Value<bool>() == true)
            {
                break;
            }
        }
        return (full.ToString(), last ?? new JObject());
    }

    /// <summary>
    /// SwarmUI passes the whole request as the JObject param (not only a nested key).
    /// Support both flat fields and legacy nested <c>raw</c>.
    /// </summary>
    // ExtractChatPayload defined above

    /// <summary>Proxy to Ollama /api/chat (non-stream), with optional Civitai search hop.</summary>
    public async Task<JObject> AssistentChat(Session session, string baseUrl, string model, string pack, bool includeBase, JObject raw)
    {
        ExtractChatPayload(raw, ref baseUrl, ref model, ref pack, ref includeBase, out JArray userMessages, out string contextJson, out string persona, out JArray skills);
        string root = NormalizeBaseUrl(baseUrl);
        string modelName = (model ?? "").Trim();
        if (string.IsNullOrWhiteSpace(modelName))
        {
            return new JObject { ["error"] = "model is required" };
        }
        if (userMessages is null || userMessages.Count == 0)
        {
            return new JObject { ["error"] = "messages required" };
        }
        string packName = (pack ?? "write_prompt").Trim();
        string embedModel = raw?["embed_model"]?.ToString() ?? Config.LoadSettings()["embed_model"]?.ToString();
        try
        {
            (string reply, JObject parsed, JArray civitai) = await RunChatWithHops(
                session, root, modelName, packName, includeBase, contextJson, userMessages, personaId: persona, skillIds: skills, embedModel: embedModel);
            return new JObject
            {
                ["success"] = true,
                ["reply"] = reply,
                ["model"] = modelName,
                ["pack"] = packName,
                ["persona"] = persona,
                ["raw"] = parsed,
                ["civitai_results"] = civitai,
            };
        }
        catch (Exception ex)
        {
            return new JObject { ["error"] = $"Ollama chat failed: {ex.Message}" };
        }
    }

    /// <summary>WebSocket streaming chat (Ollama stream:true) + Civitai hops.</summary>
    public async Task<JObject> AssistentChatWS(Session session, WebSocket ws, string baseUrl, string model, string pack, bool includeBase, JObject raw)
    {
        ExtractChatPayload(raw, ref baseUrl, ref model, ref pack, ref includeBase, out JArray userMessages, out string contextJson, out string persona, out JArray skills);
        string root = NormalizeBaseUrl(baseUrl);
        string modelName = (model ?? "").Trim();
        if (string.IsNullOrWhiteSpace(modelName))
        {
            await ws.SendJson(new JObject { ["error"] = "model is required" }, API.WebsocketTimeout);
            return null;
        }
        if (userMessages is null || userMessages.Count == 0)
        {
            await ws.SendJson(new JObject { ["error"] = "messages required" }, API.WebsocketTimeout);
            return null;
        }
        string packName = (pack ?? "write_prompt").Trim();
        string embedModel = raw?["embed_model"]?.ToString() ?? Config.LoadSettings()["embed_model"]?.ToString();
        try
        {
            if (ws.State == WebSocketState.Open)
            {
                await ws.SendJson(new JObject
                {
                    ["phase"] = "waiting_ollama",
                    ["notice"] = "Loading model into GPU…",
                }, API.WebsocketTimeout);
            }
            async Task OnDelta(string delta)
            {
                if (ws.State == WebSocketState.Open)
                {
                    await ws.SendJson(new JObject { ["delta"] = delta }, API.WebsocketTimeout);
                }
            }
            async Task OnHopStart(int hop)
            {
                if (ws.State == WebSocketState.Open && hop > 0)
                {
                    await ws.SendJson(new JObject
                    {
                        ["clear_stream"] = true,
                        ["hop"] = hop + 1,
                        ["notice"] = "Civitai search done — refining…",
                    }, API.WebsocketTimeout);
                }
            }
            (string reply, JObject parsed, JArray civitai) = await RunChatWithHops(
                session, root, modelName, packName, includeBase, contextJson, userMessages, OnDelta, OnHopStart, persona, skills, embedModel);
            await ws.SendJson(new JObject
            {
                ["success"] = true,
                ["done"] = true,
                ["reply"] = reply,
                ["model"] = modelName,
                ["pack"] = packName,
                ["persona"] = persona,
                ["raw"] = parsed,
                ["civitai_results"] = civitai,
            }, API.WebsocketTimeout);
        }
        catch (Exception ex)
        {
            await ws.SendJson(new JObject { ["error"] = $"Ollama chat failed: {ex.Message}" }, API.WebsocketTimeout);
        }
        return null;
    }
}