diff --git a/.chainlit/config.toml b/.chainlit/config.toml deleted file mode 100644 index 58abdf4..0000000 --- a/.chainlit/config.toml +++ /dev/null @@ -1,157 +0,0 @@ -[project] -# List of environment variables to be provided by each user to use the app. -user_env = [] - -# Duration (in seconds) during which the session is saved when the connection is lost -session_timeout = 3600 - -# Duration (in seconds) of the user session expiry -user_session_timeout = 1296000 # 15 days - -# Enable third parties caching (e.g., LangChain cache) -cache = false - -# Whether to persist user environment variables (API keys) to the database -# Set to true to store user env vars in DB, false to exclude them for security -persist_user_env = false - -# Whether to mask user environment variables (API keys) in the UI with password type -# Set to true to show API keys as ***, false to show them as plain text -mask_user_env = false - -# Authorized origins -allow_origins = ["*"] - -[features] -# Process and display HTML in messages. This can be a security risk (see https://stackoverflow.com/questions/19603097/why-is-it-dangerous-to-render-user-generated-html-or-javascript) -unsafe_allow_html = false - -# Process and display mathematical expressions. This can clash with "$" characters in messages. -latex = false - -# Autoscroll new user messages at the top of the window -user_message_autoscroll = true - -# Automatically tag threads with the current chat profile (if a chat profile is used) -auto_tag_thread = true - -# Allow users to edit their own messages -edit_message = true - -# Allow users to share threads (backend + UI). Requires an app-defined on_shared_thread_view callback. -allow_thread_sharing = false - -[features.slack] -# Add emoji reaction when message is received (requires reactions:write OAuth scope) -reaction_on_message_received = false - -# Authorize users to spontaneously upload files with messages -[features.spontaneous_file_upload] -enabled = false - # Define accepted file types using MIME types - # Examples: - # 1. For specific file types: - # accept = ["image/jpeg", "image/png", "application/pdf"] - # 2. For all files of certain type: - # accept = ["image/*", "audio/*", "video/*"] - # 3. For specific file extensions: - # accept = { "application/octet-stream" = [".xyz", ".pdb"] } - # Note: Using "*/*" is not recommended as it may cause browser warnings - #accept = ["*/*"] - #max_files = 0 - #max_size_mb = 0 - -[features.audio] - # Enable audio features -enabled = false - # Sample rate of the audio -sample_rate = 24000 - -[features.mcp] - # Enable Model Context Protocol (MCP) features -enabled = false - -[features.mcp.sse] -enabled = false - -[features.mcp.streamable-http] -enabled = false - -[features.mcp.stdio] -enabled = false - # Only the executables in the allow list can be used for MCP stdio server. - # Only need the base name of the executable, e.g. "npx", not "/usr/bin/npx". - # Please don't comment this line for now, we need it to parse the executable name. -allowed_executables = [ "npx", "uvx" ] - -[UI] -# Name of the assistant. -name = "Legal AI Assistant" - -default_theme = "dark" - -# Force a specific language for all users (e.g., "en-US", "he-IL", "fr-FR") -# If not set, the browser's language will be used -language = "en-US" - -layout = "wide" - -default_sidebar_state = "closed" - -# Description of the assistant. This is used for HTML tags. -# description = "" - -# Chain of Thought (CoT) display mode. Can be "hidden", "tool_call" or "full". -cot = "full" - -# Specify a CSS file that can be used to customize the user interface. -# The CSS file can be served from the public directory or via an external link. -custom_css = "/public/styles.css" - -# Specify additional attributes for a custom CSS file -# custom_css_attributes = "media=\"print\"" - -# Specify a JavaScript file that can be used to customize the user interface. -# The JavaScript file can be served from the public directory. -#custom_js = "/public/test.js" - -# The style of alert boxes. Can be "classic" or "modern". -alert_style = "modern" - -# Specify additional attributes for custom JS file -# custom_js_attributes = "async type = \"module\"" - -# Custom login page image, relative to public directory or external URL -# login_page_image = "/public/custom-background.jpg" - -# Custom login page image filter (Tailwind internal filters, no dark/light variants) -# login_page_image_filter = "brightness-50 grayscale" -# login_page_image_dark_filter = "contrast-200 blur-sm" - -# Specify a custom meta URL (used for meta tags like og:url) -# custom_meta_url = "https://github.com/Chainlit/chainlit" - -# Specify a custom meta image url. -# custom_meta_image_url = "https://chainlit-cloud.s3.eu-west-3.amazonaws.com/logo/chainlit_banner.png" - -# Load assistant logo directly from URL. -logo_file_url = "" - -# Load assistant avatar image directly from URL. -default_avatar_file_url = "" - -# Specify a custom build directory for the frontend. -# This can be used to customize the frontend code. -# Be careful: If this is a relative path, it should not start with a slash. -# custom_build = "./public/build" - -# Specify optional one or more custom links in the header. -# [[UI.header_links]] -# name = "Issues" -# display_name = "Report Issue" -# icon_url = "https://avatars.githubusercontent.com/u/128686189?s=200&v=4" -# url = "https://github.com/Chainlit/chainlit/issues" -# target = "_blank" (default) # Optional: "_self", "_parent", "_top". - -[meta] -generated_by = "2.9.3" diff --git a/.chainlit/translations/en-US.json b/.chainlit/translations/en-US.json deleted file mode 100644 index 9205429..0000000 --- a/.chainlit/translations/en-US.json +++ /dev/null @@ -1,245 +0,0 @@ -{ - "common": { - "actions": { - "cancel": "Cancel", - "confirm": "Confirm", - "continue": "Continue", - "goBack": "Go Back", - "reset": "Reset", - "submit": "Submit" - }, - "status": { - "loading": "Loading...", - "error": { - "default": "An error occurred", - "serverConnection": "Could not reach the server" - } - } - }, - "auth": { - "login": { - "title": "Login to access the app", - "form": { - "email": { - "label": "Email address", - "required": "email is a required field", - "placeholder": "me@example.com" - }, - "password": { - "label": "Password", - "required": "password is a required field" - }, - "actions": { - "signin": "Sign In" - }, - "alternativeText": { - "or": "OR" - } - }, - "errors": { - "default": "Unable to sign in", - "signin": "Try signing in with a different account", - "oauthSignin": "Try signing in with a different account", - "redirectUriMismatch": "The redirect URI is not matching the oauth app configuration", - "oauthCallback": "Try signing in with a different account", - "oauthCreateAccount": "Try signing in with a different account", - "emailCreateAccount": "Try signing in with a different account", - "callback": "Try signing in with a different account", - "oauthAccountNotLinked": "To confirm your identity, sign in with the same account you used originally", - "emailSignin": "The e-mail could not be sent", - "emailVerify": "Please verify your email, a new email has been sent", - "credentialsSignin": "Sign in failed. Check the details you provided are correct", - "sessionRequired": "Please sign in to access this page" - } - }, - "provider": { - "continue": "Continue with {{provider}}" - } - }, - "chat": { - "input": { - "placeholder": "Type your message here...", - "actions": { - "send": "Send message", - "stop": "Stop Task", - "attachFiles": "Attach files" - } - }, - "commands": { - "button": "Tools", - "changeTool": "Change Tool", - "availableTools": "Available Tools" - }, - "speech": { - "start": "Start recording", - "stop": "Stop recording", - "connecting": "Connecting" - }, - "fileUpload": { - "dragDrop": "Drag and drop files here", - "browse": "Browse Files", - "sizeLimit": "Limit:", - "errors": { - "failed": "Failed to upload", - "cancelled": "Cancelled upload of" - }, - "actions": { - "cancelUpload": "Cancel upload", - "removeAttachment": "Remove attachment" - } - }, - "messages": { - "status": { - "using": "Using", - "used": "Used" - }, - "actions": { - "copy": { - "button": "Copy to clipboard", - "success": "Copied!" - } - }, - "feedback": { - "positive": "Helpful", - "negative": "Not helpful", - "edit": "Edit feedback", - "dialog": { - "title": "Add a comment", - "submit": "Submit feedback", - "yourFeedback": "Your feedback..." - }, - "status": { - "updating": "Updating", - "updated": "Feedback updated" - } - } - }, - "history": { - "title": "Last Inputs", - "empty": "Such empty...", - "show": "Show history" - }, - "settings": { - "title": "Settings panel", - "customize": "Customize your chat settings here" - }, - "watermark": "LLMs can make mistakes. Check important info." - }, - "threadHistory": { - "sidebar": { - "title": "Past Chats", - "filters": { - "search": "Search", - "placeholder": "Search conversations..." - }, - "timeframes": { - "today": "Today", - "yesterday": "Yesterday", - "previous7days": "Previous 7 days", - "previous30days": "Previous 30 days" - }, - "empty": "No threads found", - "actions": { - "close": "Close sidebar", - "open": "Open sidebar" - } - }, - "thread": { - "untitled": "Untitled Conversation", - "menu": { - "rename": "Rename", - "share": "Share", - "delete": "Delete" - }, - "actions": { - "share": { - "title": "Share link to chat", - "button": "Share", - "status": { - "copied": "Link copied", - "created": "Share link created!", - "unshared": "Sharing disabled for this thread" - }, - "error": { - "create": "Failed to create share link", - "unshare": "Failed to unshare thread" - } - }, - "delete": { - "title": "Confirm deletion", - "description": "This will delete the thread as well as its messages and elements. This action cannot be undone", - "success": "Chat deleted", - "inProgress": "Deleting chat" - }, - "rename": { - "title": "Rename Thread", - "description": "Enter a new name for this thread", - "form": { - "name": { - "label": "Name", - "placeholder": "Enter new name" - } - }, - "success": "Thread renamed!", - "inProgress": "Renaming thread" - } - } - } - }, - "navigation": { - "header": { - "chat": "Chat", - "readme": "Readme", - "theme": { - "light": "Light Theme", - "dark": "Dark Theme", - "system": "Follow System" - } - }, - "newChat": { - "button": "New Chat", - "dialog": { - "title": "Create New Chat", - "description": "This will clear your current chat history. Are you sure you want to continue?", - "tooltip": "New Chat" - } - }, - "user": { - "menu": { - "settings": "Settings", - "settingsKey": "S", - "apiKeys": "API Keys", - "logout": "Logout" - } - } - }, - "apiKeys": { - "title": "Required API Keys", - "description": "To use this app, the following API keys are required. The keys are stored on your device's local storage.", - "success": { - "saved": "Saved successfully" - } - }, - "alerts": { - "info": "Info", - "note": "Note", - "tip": "Tip", - "important": "Important", - "warning": "Warning", - "caution": "Caution", - "debug": "Debug", - "example": "Example", - "success": "Success", - "help": "Help", - "idea": "Idea", - "pending": "Pending", - "security": "Security", - "beta": "Beta", - "best-practice": "Best Practice" - }, - "components": { - "MultiSelectInput": { - "placeholder": "Select..." - } - } -} \ No newline at end of file diff --git a/.dockerignore b/.dockerignore index a1e5ada..994e0a0 100644 --- a/.dockerignore +++ b/.dockerignore @@ -2,6 +2,7 @@ .gitignore .venv venv +.env env/ __pycache__/ *.pyc diff --git a/.gitignore b/.gitignore index 7ad73ed..4b8ec05 100644 --- a/.gitignore +++ b/.gitignore @@ -1,190 +1,68 @@ -# Created by .ignore support plugin (hsz.mobi) -### Python template -# Byte-compiled / optimized / DLL files +# ===== Python ===== __pycache__/ *.py[cod] -*$py.class - -# C extensions *.so - -# Distribution / packaging -.Python -env/ +*.egg +*.egg-info/ +.eggs/ +dist/ build/ develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -*.egg-info/ .installed.cfg -*.egg - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*,cover -.hypothesis/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -target/ - -# IPython Notebook -.ipynb_checkpoints - -# pyenv -.python-version - -# celery beat schedule file -celerybeat-schedule - -# dotenv -.env - -# virtualenv +.Python +env/ venv/ ENV/ - -# Spyder project settings -.spyderproject - -# Rope project settings -.ropeproject -### VirtualEnv template -# Virtualenv -# http://iamzed.com/2009/05/07/a-primer-on-virtualenv/ -[Bb]in -[Ii]nclude -[Ll]ib -[Ll]ib64 -[Ll]ocal -[Ss]cripts -pyvenv.cfg .venv pip-selfcheck.json +pyvenv.cfg -### JetBrains template -# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider -# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839 +# ===== Testing ===== +.pytest_cache/ +.coverage +.coverage.* +htmlcov/ +coverage.xml +nosetests.xml +.tox/ +.cache +.hypothesis/ -# User-specific stuff -.idea/**/workspace.xml -.idea/**/tasks.xml -.idea/**/usage.statistics.xml -.idea/**/dictionaries -.idea/**/shelf +# ===== Env ===== +.env +!.env.example +!.env.local +!.env.local.example -# AWS User-specific -.idea/**/aws.xml +# ===== JetBrains ===== +.idea/ -# Generated files -.idea/**/contentModel.xml +# ===== VS Code ===== +.vscode/ -# Sensitive or high-churn files -.idea/**/dataSources/ -.idea/**/dataSources.ids -.idea/**/dataSources.local.xml -.idea/**/sqlDataSources.xml -.idea/**/dynamic.xml -.idea/**/uiDesigner.xml -.idea/**/dbnavigator.xml - -# Gradle -.idea/**/gradle.xml -.idea/**/libraries - -# Gradle and Maven with auto-import -# When using Gradle or Maven with auto-import, you should exclude module files, -# since they will be recreated, and may cause churn. Uncomment if using -# auto-import. -# .idea/artifacts -# .idea/compiler.xml -# .idea/jarRepositories.xml -# .idea/modules.xml -# .idea/*.iml -# .idea/modules -# *.iml -# *.ipr - -# CMake -cmake-build-*/ - -# Mongo Explorer plugin -.idea/**/mongoSettings.xml - -# File-based project format -*.iws - -# IntelliJ +# ===== Node / Next.js ===== +node_modules/ +.next/ out/ +coverage/ +.pnp +.pnp.* +.yarn/* +!.yarn/patches +!.yarn/plugins +!.yarn/releases +!.yarn/versions +npm-debug.log* +yarn-debug.log* +yarn-error.log* +.pnpm-debug.log* +*.tsbuildinfo +next-env.d.ts -# mpeltonen/sbt-idea plugin -.idea_modules/ - -# JIRA plugin -atlassian-ide-plugin.xml - -# Cursive Clojure plugin -.idea/replstate.xml - -# SonarLint plugin -.idea/sonarlint/ - -# Crashlytics plugin (for Android Studio and IntelliJ) -com_crashlytics_export_strings.xml -crashlytics.properties -crashlytics-build.properties -fabric.properties - -# Editor-based Rest Client -.idea/httpRequests - -# Android studio 3.1+ serialized cache file -.idea/caches/build_file_checksums.ser - -# Chainlit correction -.chainlit/translations/* -!.chainlit/translations/en-US.json -.files/ - -# idea folder, uncomment if you don't need it -.idea \ No newline at end of file +# ===== Misc ===== +.DS_Store +*.pem +.vercel +*.log +*.spec +*.manifest \ No newline at end of file diff --git a/Dockerfile b/Dockerfile deleted file mode 100644 index a6a1f1a..0000000 --- a/Dockerfile +++ /dev/null @@ -1,20 +0,0 @@ -FROM python:3.11-slim -WORKDIR /main - -RUN apt-get update && apt-get install -y \ - gcc \ - g++ \ - make \ - pkg-config \ - && apt-get clean \ - && rm -rf /var/lib/apt/lists/* - -COPY requirements.txt . - -RUN pip install -r requirements.txt - -COPY . . - -EXPOSE 8000 - -ENTRYPOINT ["chainlit", "run", "app.py", "--host", "0.0.0.0", "--port", "8000"] \ No newline at end of file diff --git a/app.py b/app.py deleted file mode 100644 index 9454e84..0000000 --- a/app.py +++ /dev/null @@ -1,89 +0,0 @@ -import chainlit as cl -from dotenv import load_dotenv -load_dotenv() - -from core.config import DEFAULT_MODEL, MAX_HISTORY -from core.init_agent import assistant_agent -from core.stream_response import stream_response - -from api.fetch_api_data import set_log_callback - -STARTERS = [ - ("What legal data can the agent find?", "magnifying_glass"), - ("What is the agent not allowed to do or use?", "ban"), - ("What are the details of your AI model?", "hexagon"), - ("What data sources does the agent rely on?", "database"), -] - -PROFILES = [ - ("qwen3.5:cloud", "Qwen 3.5 CLOUD (in Ollama)"), - ("gpt-oss:20b-cloud", "GPT-OSS 20B CLOUD (in Ollama)"), - ("gpt-oss:20b", "GPT-OSS 20B (Local LLM)"), - ("qwen3:8b", "Qwen3 8B (Local LLM)"), - ("gpt-4o", "GPT-4o (OpenAI API)"), - ("gpt-4o-mini", "GPT-4o Mini (OpenAI API)"), -] - -@cl.set_starters -async def set_starters(): - return [ - cl.Starter(label=label, message=label, icon=f"/public/icon/{icon}.svg") - for label, icon in STARTERS - ] - -@cl.set_chat_profiles -async def chat_profile(): - return [ - cl.ChatProfile(name=name, markdown_description=f"Uses **{desc}**") - for name, desc in PROFILES - ] - -@cl.on_chat_start -async def start(): - model_name = cl.user_session.get("chat_profile") or DEFAULT_MODEL - cl.user_session.set("agent", assistant_agent(model_name)) - cl.user_session.set("message_history", []) - cl.user_session.set("current_model", model_name) - - -@cl.on_message -async def main(message: cl.Message): - current_profile = cl.user_session.get("chat_profile") or DEFAULT_MODEL - current_agent = cl.user_session.get("agent") - current_model = cl.user_session.get("current_model") - - if current_model != current_profile: - current_agent = assistant_agent(current_profile) - cl.user_session.set("agent", current_agent) - cl.user_session.set("current_model", current_profile) - cl.user_session.set("message_history", []) - - agent = current_agent - history = cl.user_session.get("message_history") - - history.append({"role": "user", "content": message.content}) - - if len(history) > MAX_HISTORY: - history = history[-MAX_HISTORY:] - - async with cl.Step(name="🔍 Fetching data...", type="run") as step: - log_lines = [] - - def on_log(line: str): - log_lines.append(line) - step.output = "\n".join(log_lines) - - set_log_callback(on_log) - - msg = cl.Message(content="") - async for token in stream_response(agent, history): - await msg.stream_token(token) - await msg.update() - - set_log_callback(None) - await step.update() - - if msg.content: - history.append({"role": "assistant", "content": msg.content}) - - cl.user_session.set("message_history", history) \ No newline at end of file diff --git a/backend/Dockerfile b/backend/Dockerfile new file mode 100644 index 0000000..6b1231e --- /dev/null +++ b/backend/Dockerfile @@ -0,0 +1,15 @@ +FROM python:3.11-slim + +WORKDIR /app + +RUN apt-get update && apt-get install -y gcc \ + && apt-get clean && rm -rf /var/lib/apt/lists/* + +COPY pyproject.toml . +RUN pip install -e "." + +COPY backend/ ./backend/ + +EXPOSE 8000 + +CMD ["uvicorn", "backend.main:app", "--host", "0.0.0.0", "--port", "8000"] \ No newline at end of file diff --git a/api/__init__.py b/backend/api/__init__.py similarity index 100% rename from api/__init__.py rename to backend/api/__init__.py diff --git a/api/config.py b/backend/api/config.py similarity index 100% rename from api/config.py rename to backend/api/config.py diff --git a/api/fetch_api_data.py b/backend/api/fetch_api_data.py similarity index 95% rename from api/fetch_api_data.py rename to backend/api/fetch_api_data.py index e2c8f46..01a262d 100644 --- a/api/fetch_api_data.py +++ b/backend/api/fetch_api_data.py @@ -5,7 +5,7 @@ from cachetools import TTLCache from typing import Callable from tenacity import retry, stop_after_attempt, wait_exponential -from api.config import HTTP_TIMEOUT, HTTP_MAX_CONNECTIONS, HTTP_MAX_KEEPALIVE, CACHE_TTL, CACHE_MAX_SIZE +from backend.api.config import HTTP_TIMEOUT, HTTP_MAX_CONNECTIONS, HTTP_MAX_KEEPALIVE, CACHE_TTL, CACHE_MAX_SIZE logger = logging.getLogger(__name__) diff --git a/api/schemas.py b/backend/api/schemas.py similarity index 100% rename from api/schemas.py rename to backend/api/schemas.py diff --git a/api/tools.py b/backend/api/tools.py similarity index 98% rename from api/tools.py rename to backend/api/tools.py index 305715d..eabb08a 100644 --- a/api/tools.py +++ b/backend/api/tools.py @@ -1,6 +1,6 @@ from agents import function_tool -from api.fetch_api_data import fetch_api_data -from api.schemas import ( +from backend.api.fetch_api_data import fetch_api_data +from backend.api.schemas import ( CourtSearch, CourtByID, CourtAutocomplete, JudgeSearch, JudgeByID, JudgeAutocomplete, DecisionSearch, DecisionByID, DecisionAutocomplete, @@ -8,7 +8,7 @@ from api.schemas import ( CivilProceedingsSearch, CivilProceedingsByID, CivilProceedingsAutocomplete, AdminProceedingsSearch, AdminProceedingsByID, AdminProceedingsAutocomplete, ) -from api.config import JUSTICE_API_BASE +from backend.api.config import JUSTICE_API_BASE #################################################################################################################### # .../v1/sud diff --git a/core/__init__.py b/backend/core/__init__.py similarity index 100% rename from core/__init__.py rename to backend/core/__init__.py diff --git a/backend/core/agent.py b/backend/core/agent.py new file mode 100644 index 0000000..5ff4d7f --- /dev/null +++ b/backend/core/agent.py @@ -0,0 +1,43 @@ +from agents import Agent, OpenAIChatCompletionsModel, AsyncOpenAI, ModelSettings, set_tracing_disabled +from agents.mcp import MCPServerStreamableHttp +from backend.core.config import LITELLM_BASE_URL, LITELLM_API_KEY, AGENT_TEMPERATURE, LLM_TIMEOUT, DEFAULT_MODEL, MCP_SERVER_URL +from backend.core.system_prompt import get_system_prompt +#from api.tools import ALL_TOOLS + +def _make_client() -> AsyncOpenAI: + return AsyncOpenAI ( + base_url=LITELLM_BASE_URL, + api_key=LITELLM_API_KEY, + timeout=LLM_TIMEOUT, + max_retries=0 + ) + +def get_mcp_server() -> MCPServerStreamableHttp: + return MCPServerStreamableHttp( + name="Slovak Justice API", + params={"url": MCP_SERVER_URL}, + cache_tools_list=True + ) + +def assistant_agent(model_name: str = DEFAULT_MODEL) -> Agent: + """Initialize the assistant agent for legal work""" + + client = _make_client() + model = OpenAIChatCompletionsModel( + model=model_name, + openai_client=client + ) + + return Agent( + name="AI Lawyer Assistant", + instructions=get_system_prompt(model_name), + model=model, + model_settings=ModelSettings( + temperature=AGENT_TEMPERATURE, + tool_choice="auto", + parallel_tool_calls=False + ), + tool_use_behavior="run_llm_again", + reset_tool_choice=True, + mcp_servers=[get_mcp_server()], + ) diff --git a/backend/core/config.py b/backend/core/config.py new file mode 100644 index 0000000..faa24fd --- /dev/null +++ b/backend/core/config.py @@ -0,0 +1,13 @@ +import os + +LITELLM_BASE_URL = os.getenv("LITELLM_BASE_URL", "http://localhost:4000/v1") +LITELLM_API_KEY = os.getenv("LITELLM_API_KEY", "sk-anything") + +MCP_SERVER_URL = os.getenv("MCP_SERVER_URL", "http://localhost:8001/mcp") + +DEFAULT_MODEL = os.getenv("DEFAULT_MODEL", "llama-3.3-70b") +MAX_HISTORY = int(os.getenv("MAX_HISTORY", "20")) +AGENT_TEMPERATURE = float(os.getenv("AGENT_TEMPERATURE", "0.3")) +LLM_TIMEOUT = float(os.getenv("LLM_TIMEOUT", "60.0")) + +ALL_MODELS = { "llama-3.3-70b", "qwen-qwq-32b", "gemini-flash" } \ No newline at end of file diff --git a/backend/core/streaming.py b/backend/core/streaming.py new file mode 100644 index 0000000..56ac65f --- /dev/null +++ b/backend/core/streaming.py @@ -0,0 +1,15 @@ +from typing import AsyncGenerator +from agents import Agent, Runner +from openai.types.responses import ResponseTextDeltaEvent + +async def stream_response(agent: Agent, prompt: list[dict] | str) -> AsyncGenerator[str, None]: + """Stream agent response and update the UI.""" + try: + async with agent.mcp_servers[0]: + result = Runner.run_streamed(agent, input=prompt) + async for event in result.stream_events(): + if event.type == "raw_response_event" and isinstance(event.data, ResponseTextDeltaEvent): + yield event.data.delta # <-- sends the next piece of response text + except Exception as e: + yield f"⚠️🖨 Error: {e}" + diff --git a/core/system_prompt.py b/backend/core/system_prompt.py similarity index 100% rename from core/system_prompt.py rename to backend/core/system_prompt.py diff --git a/backend/main.py b/backend/main.py new file mode 100644 index 0000000..cc538e6 --- /dev/null +++ b/backend/main.py @@ -0,0 +1,54 @@ +import os +from fastapi import FastAPI +from fastapi.middleware.cors import CORSMiddleware +from pydantic import BaseModel +from fastapi.responses import StreamingResponse +from backend.core.agent import assistant_agent +from backend.core.streaming import stream_response +from backend.core.config import ALL_MODELS, DEFAULT_MODEL +import json + +app = FastAPI(title="Legal AI Assistant") + +app.add_middleware( + CORSMiddleware, + allow_origins=["http://localhost:3000"], + allow_methods=["*"], + allow_headers=["*"], +) + +class Message(BaseModel): + role: str + content: str + +class Request(BaseModel): + messages: list[Message] + model: str = DEFAULT_MODEL + +@app.get("/") +async def health_check(): + return {"status": "ok"} + +@app.get("/api/models") +async def get_models(): + return {"models": list(ALL_MODELS)} + +@app.post("/api/chat") +async def chat(request: Request): + agent = assistant_agent(request.model) + messages = [{"role": ms.role, "content": ms.content} for ms in request.messages] + + async def stream(): + async for token in stream_response(agent, messages): + chunk = json.dumps({"type": "text", "delta": token}) + yield f"data: {chunk}\n\n" + yield "data: [DONE]\n\n" + + return StreamingResponse( + stream(), + media_type="text/event-stream", + headers={ + "Cache-Control": "no-cache", + "X-Accel-Buffering": "no", + } + ) \ No newline at end of file diff --git a/backend/mcp_server/Dockerfile b/backend/mcp_server/Dockerfile new file mode 100644 index 0000000..ce367be --- /dev/null +++ b/backend/mcp_server/Dockerfile @@ -0,0 +1,15 @@ +FROM python:3.11-slim + +WORKDIR /app + +RUN apt-get update && apt-get install -y gcc \ + && apt-get clean && rm -rf /var/lib/apt/lists/* + +COPY pyproject.toml . +RUN pip install -e ".[mcp]" + +COPY backend/ ./backend/ + +EXPOSE 8001 + +CMD ["python", "-m", "mcp_server.server"] \ No newline at end of file diff --git a/backend/mcp_server/__init__.py b/backend/mcp_server/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/backend/mcp_server/mcp_server.py b/backend/mcp_server/mcp_server.py new file mode 100644 index 0000000..1a863d8 --- /dev/null +++ b/backend/mcp_server/mcp_server.py @@ -0,0 +1,17 @@ +from fastmcp import FastMCP +from backend.mcp_server.tools.judges import register_judge_tools + +mcp = FastMCP( + name="Slovak Justice API", + instructions=""" + Tento MCP server poskytuje prístup k verejným API + Ministerstva spravodlivosti Slovenskej republiky. + Obsahuje nástroje pre vyhľadávanie súdov, sudcov, + rozhodnutí, zmlúv a konaní. + """ +) + +register_judge_tools(mcp) + +if __name__ == "__main__": + mcp.run(transport="streamable-http", host="0.0.0.0", port=8001) \ No newline at end of file diff --git a/backend/mcp_server/tools/judges.py b/backend/mcp_server/tools/judges.py new file mode 100644 index 0000000..d5ad172 --- /dev/null +++ b/backend/mcp_server/tools/judges.py @@ -0,0 +1,77 @@ +# mcp_server/tools/judges.py +import httpx +import json +from fastmcp import FastMCP +from typing import Optional +from pydantic import Field + +JUSTICE_API = "https://obcan.justice.sk/pilot/api/ress-isu-service" +HEADERS = { + "User-Agent": "Mozilla/5.0", + "Accept": "application/json", + "Accept-Language": "sk-SK,sk;q=0.9", +} + +async def _get(path: str, params: dict) -> dict: + clean = {k: v for k, v in params.items() if v is not None} + async with httpx.AsyncClient(timeout=10.0) as client: + r = await client.get( + f"{JUSTICE_API}{path}", + params=clean, + headers=HEADERS + ) + r.raise_for_status() + return r.json() + +def register_judge_tools(mcp: FastMCP): + + @mcp.tool() + async def judge_autocomplete( + query: str, + court_id: Optional[str] = None, + limit: int = Field(default=10, description="Maximálny počet výsledkov"), + ) -> str: + """ + Autocomplete pre mená sudcov — použiť AKO PRVÝ krok + pri hľadaní sudcu podľa mena. + """ + result = await _get("/v1/sudca/autocomplete", { + "query": query, + "guidSud": court_id, + "limit": limit, + }) + return json.dumps(result, ensure_ascii=False) + + @mcp.tool() + async def judge_search( + query: Optional[str] = None, + kraj: Optional[str] = None, + court_id: Optional[str] = None, + status: Optional[str] = None, + page: int = Field(default=0, description="Číslo stránky (začína od 0)"), + size: int = Field(default=20, description="Počet výsledkov na stránku"), + ) -> str: + """ + Vyhľadávanie sudcov s filtrami. + Používať ak autocomplete nevráti výsledky. + """ + result = await _get("/v1/sudca", { + "query": query, + "krajFacetFilter": kraj, + "guidSud": court_id, + "stavZapisuFacetFilter": status, + "page": page, + "size": size, + }) + return json.dumps(result, ensure_ascii=False) + + @mcp.tool() + async def judge_by_id(judge_id: str) -> str: + """ + Detailné informácie o konkrétnom sudcovi podľa ID. + judge_id: ID sudcu (napr. "sudca_42") + """ + if judge_id.isdigit(): + judge_id = f"sudca_{judge_id}" + result = await _get(f"/v1/sudca/{judge_id}", {}) + return json.dumps(result, ensure_ascii=False) \ No newline at end of file diff --git a/chainlit.md b/chainlit.md deleted file mode 100644 index 4507ac4..0000000 --- a/chainlit.md +++ /dev/null @@ -1,14 +0,0 @@ -# Welcome to Chainlit! 🚀🤖 - -Hi there, Developer! 👋 We're excited to have you on board. Chainlit is a powerful tool designed to help you prototype, debug and share applications built on top of LLMs. - -## Useful Links 🔗 - -- **Documentation:** Get started with our comprehensive [Chainlit Documentation](https://docs.chainlit.io) 📚 -- **Discord Community:** Join our friendly [Chainlit Discord](https://discord.gg/k73SQ3FyUh) to ask questions, share your projects, and connect with other developers! 💬 - -We can't wait to see what you create with Chainlit! Happy coding! 💻😊 - -## Welcome screen - -To modify the welcome screen, edit the `chainlit.md` file at the root of your project. If you do not want a welcome screen, just leave this file empty. diff --git a/chainlit_en-US.md b/chainlit_en-US.md deleted file mode 100644 index 674a1fe..0000000 --- a/chainlit_en-US.md +++ /dev/null @@ -1,17 +0,0 @@ -# Legal AI Assistant ⚖️ - -Welcome! This assistant is connected with the Slovak Ministry of Justice public systems. - -Its purpose is to: -- Extract and interpret structured information from natural language queries. -- Validate data and ensure accuracy. -- Deliver clear, well-organized, and user-friendly responses. - -The assistant covers a wide range of legal topics, including: -- Judges -- Courts -- Decisions -- Contracts -- Civil and administrative proceedings - -All outputs are designed to be easy to understand, providing concise summaries of complex legal information while remaining approachable for any user. 📄✨ diff --git a/compose.yaml b/compose.yaml new file mode 100644 index 0000000..a5ff2b1 --- /dev/null +++ b/compose.yaml @@ -0,0 +1,46 @@ +name: "legal-ai-assistant" +services: + backend: + build: + context: . + dockerfile: backend/Dockerfile + restart: unless-stopped + ports: + - "8000:8000" + environment: + - PYTHONUNBUFFERED=1 + - LITELLM_BASE_URL=http://litellm:4000/v1 + - LITELLM_API_KEY=sk-anything + - MCP_SERVER_URL=http://mcp:8001/mcp + - DEFAULT_MODEL=llama-3.3-70b + depends_on: + litellm: + condition: service_started + mcp: + condition: service_started + + litellm: + image: ghcr.io/berriai/litellm:main-stable + container_name: litellm + restart: unless-stopped + ports: + - "4000:4000" + env_file: + - .env + environment: + - GROQ_API_KEY=${GROQ_API_KEY} + - GEMINI_API_KEY=${GEMINI_API_KEY} + volumes: + - ./config.yaml:/app/config.yaml:ro + command: ['--config', '/app/config.yaml', '--port', '4000'] + + mcp: + build: + context: . + dockerfile: backend/mcp_server/Dockerfile + restart: unless-stopped + ports: + - "8001:8001" + environment: + - JUSTICE_API_BASE=https://obcan.justice.sk/pilot/api/ress-isu-service + diff --git a/config.yaml b/config.yaml new file mode 100644 index 0000000..68658a5 --- /dev/null +++ b/config.yaml @@ -0,0 +1,23 @@ +model_list: + # GROQ + - model_name: llama-3.3-70b + litellm_params: + model: groq/llama-3.3-70b-versatile + api_key: os.environ/GROQ_API_KEY + + - model_name: qwen-qwq-32b + litellm_params: + model: groq/qwen-qwq-32b + api_key: os.environ/GROQ_API_KEY + + # Google AI Studio + - model_name: gemini-flash + litellm_params: + model: gemini/gemini-2.0-flash + api_key: os.environ/GEMINI_API_KEY + +litellm_settings: + drop_params: true + request_timeout: 60 + num_retries: 2 + convert_input_to_str: true \ No newline at end of file diff --git a/core/config.py b/core/config.py deleted file mode 100644 index f88eb5e..0000000 --- a/core/config.py +++ /dev/null @@ -1,14 +0,0 @@ -import os - -DEFAULT_MODEL = os.getenv("DEFAULT_MODEL", "qwen3.5:cloud") -MAX_HISTORY = int(os.getenv("MAX_HISTORY", "20")) -AGENT_TEMPERATURE = float(os.getenv("AGENT_TEMPERATURE", "0.7")) -LLM_TIMEOUT = float(os.getenv("LLM_TIMEOUT", "120.0")) - -OLLAMA_BASE_URL = os.getenv("OLLAMA_BASE_URL", "http://localhost:11434/v1") -OLLAMA_API_KEY = os.getenv("OLLAMA_API_KEY", "ollama") -OLLAMA_MODELS = {"qwen3.5:cloud", "gpt-oss:20b-cloud", "gpt-oss:20b", "qwen3:8b"} - -OPENAI_BASE_URL = os.getenv("OPENAI_BASE_URL", "https://api.openai.com/v1") -OPENAI_API_KEY = os.getenv("OPENAI_API_KEY", "") -OPENAI_MODELS = {"gpt-4o", "gpt-4o-mini"} \ No newline at end of file diff --git a/core/init_agent.py b/core/init_agent.py deleted file mode 100644 index 17c2fab..0000000 --- a/core/init_agent.py +++ /dev/null @@ -1,61 +0,0 @@ -from agents import Agent, AgentHooks -from agents import OpenAIChatCompletionsModel, AsyncOpenAI, ModelSettings -from agents import set_tracing_disabled - -from core.config import ( - DEFAULT_MODEL, AGENT_TEMPERATURE, LLM_TIMEOUT, - OLLAMA_BASE_URL, OLLAMA_API_KEY, - OPENAI_BASE_URL, OPENAI_API_KEY, - OPENAI_MODELS, OLLAMA_MODELS -) -from core.system_prompt import get_system_prompt -from api.tools import ALL_TOOLS - -set_tracing_disabled(True) - -class MyAgentHooks(AgentHooks): - async def on_start(self, context, agent): - print(f"\n🏃‍♂️‍➡️ [AgentHooks] {agent.name} started.") - - async def on_end(self, context, agent, output): - print(f"🏁 [AgentHooks] {agent.name} ended.") - -def _make_client(model_name: str) -> AsyncOpenAI: - """Return the correct AsyncOpenAI client based on model name""" - - if model_name in OPENAI_MODELS: - return AsyncOpenAI( - base_url=OPENAI_BASE_URL, - api_key=OPENAI_API_KEY, - timeout=LLM_TIMEOUT, - max_retries=0, - ) - - if model_name in OLLAMA_MODELS: - return AsyncOpenAI( - base_url=OLLAMA_BASE_URL, - api_key=OLLAMA_API_KEY, - timeout=LLM_TIMEOUT, - max_retries=0, - ) - - raise ValueError(f"Model {model_name} not supported") - -def assistant_agent(model_name: str = DEFAULT_MODEL) -> Agent: - """Initialize the assistant agent for legal work""" - - client = _make_client(model_name) - model = OpenAIChatCompletionsModel(model=model_name, openai_client=client) - - agent = Agent( - name="AI Lawyer Assistant", - instructions=get_system_prompt(model_name), - model=model, - model_settings=ModelSettings(temperature=AGENT_TEMPERATURE, tool_choice="auto", parallel_tool_calls=False), - tools=ALL_TOOLS, - tool_use_behavior="run_llm_again", - reset_tool_choice=True, - hooks=MyAgentHooks(), - ) - - return agent \ No newline at end of file diff --git a/core/stream_response.py b/core/stream_response.py deleted file mode 100644 index 1dbbfa0..0000000 --- a/core/stream_response.py +++ /dev/null @@ -1,14 +0,0 @@ -from typing import AsyncGenerator -from agents import Agent, Runner -from openai.types.responses import ResponseTextDeltaEvent - -async def stream_response(agent: Agent, prompt: list[dict] | str) -> AsyncGenerator[str, None]: - """Stream agent response and update the UI.""" - try: - result = Runner.run_streamed(agent, input=prompt) - async for event in result.stream_events(): - if event.type == "raw_response_event" and isinstance(event.data, ResponseTextDeltaEvent): - yield event.data.delta # <-- sends the next piece of response text - except Exception as e: - yield f"⚠️🖨 Error: {e}" - diff --git a/docker-compose.yml b/docker-compose.yml deleted file mode 100644 index 102ada1..0000000 --- a/docker-compose.yml +++ /dev/null @@ -1,16 +0,0 @@ -version: "3.8" - -services: - legal-ai-assistant: - build: . - ports: - - "8000:8000" - volumes: - - .:/main - environment: - - PYTHONPATH=/main - - PYTHONUNBUFFERED=1 - - OLLAMA_HOST=ollama:11434 - depends_on: - - ollama - restart: unless-stopped \ No newline at end of file diff --git a/frontend/app/api/chat/route.ts b/frontend/app/api/chat/route.ts new file mode 100644 index 0000000..f4ec2f9 --- /dev/null +++ b/frontend/app/api/chat/route.ts @@ -0,0 +1,31 @@ +import { openai } from "@ai-sdk/openai"; +import { frontendTools } from "@assistant-ui/react-ai-sdk"; +import { + JSONSchema7, + streamText, + convertToModelMessages, + type UIMessage, +} from "ai"; + +export async function POST(req: Request) { + const { + messages, + system, + tools, + }: { + messages: UIMessage[]; + system?: string; + tools?: Record; + } = await req.json(); + + const result = streamText({ + model: openai("gpt-5-nano"), + messages: await convertToModelMessages(messages), + system, + tools: { + ...frontendTools(tools ?? {}), + }, + }); + + return result.toUIMessageStreamResponse(); +} diff --git a/frontend/app/assistant.tsx b/frontend/app/assistant.tsx new file mode 100644 index 0000000..b853bbf --- /dev/null +++ b/frontend/app/assistant.tsx @@ -0,0 +1,26 @@ +"use client"; + +import { AssistantRuntimeProvider } from "@assistant-ui/react"; +import { + useChatRuntime, + AssistantChatTransport, +} from "@assistant-ui/react-ai-sdk"; +import { lastAssistantMessageIsCompleteWithToolCalls } from "ai"; +import { Thread } from "@/components/assistant-ui/thread"; + +export const Assistant = () => { + const runtime = useChatRuntime({ + sendAutomaticallyWhen: lastAssistantMessageIsCompleteWithToolCalls, + transport: new AssistantChatTransport({ + api: "/api/chat", + }), + }); + + return ( + +
+ +
+ + ); +}; diff --git a/frontend/app/favicon.ico b/frontend/app/favicon.ico new file mode 100644 index 0000000..718d6fe Binary files /dev/null and b/frontend/app/favicon.ico differ diff --git a/frontend/app/globals.css b/frontend/app/globals.css new file mode 100644 index 0000000..73b2e3e --- /dev/null +++ b/frontend/app/globals.css @@ -0,0 +1,117 @@ +@import "tailwindcss"; +@import "tw-animate-css"; + +@custom-variant dark (&:is(.dark *)); + +@theme inline { + --color-background: var(--background); + --color-foreground: var(--foreground); + --font-sans: var(--font-geist-sans); + --font-mono: var(--font-geist-mono); + --color-chart-5: var(--chart-5); + --color-chart-4: var(--chart-4); + --color-chart-3: var(--chart-3); + --color-chart-2: var(--chart-2); + --color-chart-1: var(--chart-1); + --color-ring: var(--ring); + --color-input: var(--input); + --color-border: var(--border); + --color-destructive: var(--destructive); + --color-accent-foreground: var(--accent-foreground); + --color-accent: var(--accent); + --color-muted-foreground: var(--muted-foreground); + --color-muted: var(--muted); + --color-secondary-foreground: var(--secondary-foreground); + --color-secondary: var(--secondary); + --color-primary-foreground: var(--primary-foreground); + --color-primary: var(--primary); + --color-popover-foreground: var(--popover-foreground); + --color-popover: var(--popover); + --color-card-foreground: var(--card-foreground); + --color-card: var(--card); + --radius-sm: calc(var(--radius) - 4px); + --radius-md: calc(var(--radius) - 2px); + --radius-lg: var(--radius); + --radius-xl: calc(var(--radius) + 4px); + --animate-shimmer: shimmer-sweep var(--shimmer-duration, 1000ms) linear + infinite both; + @keyframes shimmer-sweep { + from { + background-position: 150% 0; + } + to { + background-position: -100% 0; + } + } +} + +:root { + --radius: 0.625rem; + --background: oklch(1 0 0); + --foreground: oklch(0.141 0.005 285.823); + --card: oklch(1 0 0); + --card-foreground: oklch(0.141 0.005 285.823); + --popover: oklch(1 0 0); + --popover-foreground: oklch(0.141 0.005 285.823); + --primary: oklch(0.21 0.006 285.885); + --primary-foreground: oklch(0.985 0 0); + --secondary: oklch(0.967 0.001 286.375); + --secondary-foreground: oklch(0.21 0.006 285.885); + --muted: oklch(0.967 0.001 286.375); + --muted-foreground: oklch(0.552 0.016 285.938); + --accent: oklch(0.967 0.001 286.375); + --accent-foreground: oklch(0.21 0.006 285.885); + --destructive: oklch(0.577 0.245 27.325); + --border: oklch(0.92 0.004 286.32); + --input: oklch(0.92 0.004 286.32); + --ring: oklch(0.705 0.015 286.067); + --chart-1: oklch(0.646 0.222 41.116); + --chart-2: oklch(0.6 0.118 184.704); + --chart-3: oklch(0.398 0.07 227.392); + --chart-4: oklch(0.828 0.189 84.429); + --chart-5: oklch(0.769 0.188 70.08); +} + +.dark { + --background: oklch(0.141 0.005 285.823); + --foreground: oklch(0.985 0 0); + --card: oklch(0.21 0.006 285.885); + --card-foreground: oklch(0.985 0 0); + --popover: oklch(0.21 0.006 285.885); + --popover-foreground: oklch(0.985 0 0); + --primary: oklch(0.92 0.004 286.32); + --primary-foreground: oklch(0.21 0.006 285.885); + --secondary: oklch(0.274 0.006 286.033); + --secondary-foreground: oklch(0.985 0 0); + --muted: oklch(0.274 0.006 286.033); + --muted-foreground: oklch(0.705 0.015 286.067); + --accent: oklch(0.274 0.006 286.033); + --accent-foreground: oklch(0.985 0 0); + --destructive: oklch(0.704 0.191 22.216); + --border: oklch(1 0 0 / 10%); + --input: oklch(1 0 0 / 15%); + --ring: oklch(0.552 0.016 285.938); + --chart-1: oklch(0.488 0.243 264.376); + --chart-2: oklch(0.696 0.17 162.48); + --chart-3: oklch(0.769 0.188 70.08); + --chart-4: oklch(0.627 0.265 303.9); + --chart-5: oklch(0.645 0.246 16.439); +} + +@layer base { + * { + @apply border-border outline-ring/50; + } + + :root { + color-scheme: light; + } + + :root.dark { + color-scheme: dark; + } + + body { + @apply bg-background text-foreground; + } +} diff --git a/frontend/app/layout.tsx b/frontend/app/layout.tsx new file mode 100644 index 0000000..3813dcc --- /dev/null +++ b/frontend/app/layout.tsx @@ -0,0 +1,35 @@ +import type { Metadata } from "next"; +import { Geist, Geist_Mono } from "next/font/google"; +import { TooltipProvider } from "@/components/ui/tooltip"; +import "./globals.css"; + +const geistSans = Geist({ + variable: "--font-geist-sans", + subsets: ["latin"], +}); + +const geistMono = Geist_Mono({ + variable: "--font-geist-mono", + subsets: ["latin"], +}); + +export const metadata: Metadata = { + title: "assistant-ui starter app", + description: "Generated by create-assistant-ui", +}; + +export default function RootLayout({ + children, +}: Readonly<{ + children: React.ReactNode; +}>) { + return ( + + + {children} + + + ); +} diff --git a/frontend/app/page.tsx b/frontend/app/page.tsx new file mode 100644 index 0000000..c222980 --- /dev/null +++ b/frontend/app/page.tsx @@ -0,0 +1,5 @@ +import { Assistant } from "./assistant"; + +export default function Home() { + return ; +} diff --git a/frontend/components.json b/frontend/components.json new file mode 100644 index 0000000..a64445d --- /dev/null +++ b/frontend/components.json @@ -0,0 +1,21 @@ +{ + "$schema": "https://ui.shadcn.com/schema.json", + "style": "new-york", + "rsc": true, + "tsx": true, + "tailwind": { + "config": "", + "css": "app/globals.css", + "baseColor": "zinc", + "cssVariables": true, + "prefix": "" + }, + "aliases": { + "components": "@/components", + "utils": "@/lib/utils", + "ui": "@/components/ui", + "lib": "@/lib", + "hooks": "@/hooks" + }, + "iconLibrary": "lucide" +} diff --git a/frontend/components/assistant-ui/attachment.tsx b/frontend/components/assistant-ui/attachment.tsx new file mode 100644 index 0000000..be735b0 --- /dev/null +++ b/frontend/components/assistant-ui/attachment.tsx @@ -0,0 +1,222 @@ +"use client"; + +import { PropsWithChildren, useEffect, useState, type FC } from "react"; +import { XIcon, PlusIcon, FileText } from "lucide-react"; +import { + AttachmentPrimitive, + ComposerPrimitive, + MessagePrimitive, + useAuiState, + useAui, +} from "@assistant-ui/react"; +import { useShallow } from "zustand/shallow"; +import { + Tooltip, + TooltipContent, + TooltipTrigger, +} from "@/components/ui/tooltip"; +import { + Dialog, + DialogTitle, + DialogContent, + DialogTrigger, +} from "@/components/ui/dialog"; +import { Avatar, AvatarImage, AvatarFallback } from "@/components/ui/avatar"; +import { TooltipIconButton } from "@/components/assistant-ui/tooltip-icon-button"; +import { cn } from "@/lib/utils"; + +const useFileSrc = (file: File | undefined) => { + const [src, setSrc] = useState(undefined); + + useEffect(() => { + if (!file) { + setSrc(undefined); + return; + } + + const objectUrl = URL.createObjectURL(file); + setSrc(objectUrl); + + return () => { + URL.revokeObjectURL(objectUrl); + }; + }, [file]); + + return src; +}; + +const useAttachmentSrc = () => { + const { file, src } = useAuiState( + useShallow((s): { file?: File; src?: string } => { + if (s.attachment.type !== "image") return {}; + if (s.attachment.file) return { file: s.attachment.file }; + const src = s.attachment.content?.filter((c) => c.type === "image")[0] + ?.image; + if (!src) return {}; + return { src }; + }), + ); + + return useFileSrc(file) ?? src; +}; + +type AttachmentPreviewProps = { + src: string; +}; + +const AttachmentPreview: FC = ({ src }) => { + const [isLoaded, setIsLoaded] = useState(false); + return ( + Image Preview setIsLoaded(true)} + /> + ); +}; + +const AttachmentPreviewDialog: FC = ({ children }) => { + const src = useAttachmentSrc(); + + if (!src) return children; + + return ( + + + {children} + + + + Image Attachment Preview + +
+ +
+ + + ); +}; + +const AttachmentThumb: FC = () => { + const src = useAttachmentSrc(); + + return ( + + + + + + + ); +}; + +const AttachmentUI: FC = () => { + const aui = useAui(); + const isComposer = aui.attachment.source !== "message"; + + const isImage = useAuiState((s) => s.attachment.type === "image"); + const typeLabel = useAuiState((s) => { + const type = s.attachment.type; + switch (type) { + case "image": + return "Image"; + case "document": + return "Document"; + case "file": + return "File"; + default: + return type; + } + }); + + return ( + + + + +
+ +
+ + + {isComposer && } + + + + + + ); +}; + +const AttachmentRemove: FC = () => { + return ( + + + + + + ); +}; + +export const UserMessageAttachments: FC = () => { + return ( +
+ + {() => } + +
+ ); +}; + +export const ComposerAttachments: FC = () => { + return ( +
+ + {() => } + +
+ ); +}; + +export const ComposerAddAttachment: FC = () => { + return ( + + + + + + ); +}; diff --git a/frontend/components/assistant-ui/markdown-text.tsx b/frontend/components/assistant-ui/markdown-text.tsx new file mode 100644 index 0000000..23662fc --- /dev/null +++ b/frontend/components/assistant-ui/markdown-text.tsx @@ -0,0 +1,243 @@ +"use client"; + +import "@assistant-ui/react-markdown/styles/dot.css"; + +import { + type CodeHeaderProps, + MarkdownTextPrimitive, + unstable_memoizeMarkdownComponents as memoizeMarkdownComponents, + useIsMarkdownCodeBlock, +} from "@assistant-ui/react-markdown"; +import remarkGfm from "remark-gfm"; +import { type FC, memo, useState } from "react"; +import { CheckIcon, CopyIcon } from "lucide-react"; + +import { TooltipIconButton } from "@/components/assistant-ui/tooltip-icon-button"; +import { cn } from "@/lib/utils"; + +const MarkdownTextImpl = () => { + return ( + + ); +}; + +export const MarkdownText = memo(MarkdownTextImpl); + +const CodeHeader: FC = ({ language, code }) => { + const { isCopied, copyToClipboard } = useCopyToClipboard(); + const onCopy = () => { + if (!code || isCopied) return; + copyToClipboard(code); + }; + + return ( +
+ + {language} + + + {!isCopied && } + {isCopied && } + +
+ ); +}; + +const useCopyToClipboard = ({ + copiedDuration = 3000, +}: { + copiedDuration?: number; +} = {}) => { + const [isCopied, setIsCopied] = useState(false); + + const copyToClipboard = (value: string) => { + if (!value) return; + + navigator.clipboard.writeText(value).then(() => { + setIsCopied(true); + setTimeout(() => setIsCopied(false), copiedDuration); + }); + }; + + return { isCopied, copyToClipboard }; +}; + +const defaultComponents = memoizeMarkdownComponents({ + h1: ({ className, ...props }) => ( +

+ ), + h2: ({ className, ...props }) => ( +

+ ), + h3: ({ className, ...props }) => ( +

+ ), + h4: ({ className, ...props }) => ( +

+ ), + h5: ({ className, ...props }) => ( +

+ ), + h6: ({ className, ...props }) => ( +
+ ), + p: ({ className, ...props }) => ( +

+ ), + a: ({ className, ...props }) => ( + + ), + blockquote: ({ className, ...props }) => ( +

+ ), + ul: ({ className, ...props }) => ( +
    li]:mt-1", + className, + )} + {...props} + /> + ), + ol: ({ className, ...props }) => ( +
      li]:mt-1", + className, + )} + {...props} + /> + ), + hr: ({ className, ...props }) => ( +
      + ), + table: ({ className, ...props }) => ( + + ), + th: ({ className, ...props }) => ( + td:first-child]:rounded-bl-lg [&:last-child>td:last-child]:rounded-br-lg", + className, + )} + {...props} + /> + ), + li: ({ className, ...props }) => ( +
    1. + ), + sup: ({ className, ...props }) => ( + a]:text-xs [&>a]:no-underline", className)} + {...props} + /> + ), + pre: ({ className, ...props }) => ( + 
      +  ),
+  code: function Code({ className, ...props }) {
+    const isCodeBlock = useIsMarkdownCodeBlock();
+    return (
+      
+    );
+  },
+  CodeHeader,
+});
diff --git a/frontend/components/assistant-ui/thread.tsx b/frontend/components/assistant-ui/thread.tsx
new file mode 100644
index 0000000..102adc8
--- /dev/null
+++ b/frontend/components/assistant-ui/thread.tsx
@@ -0,0 +1,368 @@
+import {
+  ComposerAddAttachment,
+  ComposerAttachments,
+  UserMessageAttachments,
+} from "@/components/assistant-ui/attachment";
+import { MarkdownText } from "@/components/assistant-ui/markdown-text";
+import { ToolFallback } from "@/components/assistant-ui/tool-fallback";
+import { TooltipIconButton } from "@/components/assistant-ui/tooltip-icon-button";
+import { Button } from "@/components/ui/button";
+import { cn } from "@/lib/utils";
+import {
+  ActionBarMorePrimitive,
+  ActionBarPrimitive,
+  AuiIf,
+  BranchPickerPrimitive,
+  ComposerPrimitive,
+  ErrorPrimitive,
+  MessagePrimitive,
+  SuggestionPrimitive,
+  ThreadPrimitive,
+  useAuiState,
+} from "@assistant-ui/react";
+import {
+  ArrowDownIcon,
+  ArrowUpIcon,
+  CheckIcon,
+  ChevronLeftIcon,
+  ChevronRightIcon,
+  CopyIcon,
+  DownloadIcon,
+  MoreHorizontalIcon,
+  PencilIcon,
+  RefreshCwIcon,
+  SquareIcon,
+} from "lucide-react";
+import type { FC } from "react";
+
+export const Thread: FC = () => {
+  return (
+    
+      
+         s.thread.isEmpty}>
+          
+        
+
+        
+          {() => }
+        
+
+        
+          
+          
+        
+      
+    
+  );
+};
+
+const ThreadMessage: FC = () => {
+  const role = useAuiState((s) => s.message.role);
+  const isEditing = useAuiState((s) => s.message.composer.isEditing);
+  if (isEditing) return ;
+  if (role === "user") return ;
+  return ;
+};
+
+const ThreadScrollToBottom: FC = () => {
+  return (
+    
+      
+        
+      
+    
+  );
+};
+
+const ThreadWelcome: FC = () => {
+  return (
+    
      
+      
      
+        
      
+          
      
+            Hello there!
+          
      
+          
      
+            How can I help you today?
+          
      
+        
      
+      
      
+      
+    
      
+  );
+};
+
+const ThreadSuggestions: FC = () => {
+  return (
+    
      
+      
+        {() => }
+      
+    
      
+  );
+};
+
+const ThreadSuggestionItem: FC = () => {
+  return (
+    
      
+      
+        
+      
+    
      
+  );
+};
+
+const Composer: FC = () => {
+  return (
+    
+      
+        
      
+          
+          
+          
+        
      
+            
+          
+  );
+};
+
+const ComposerAction: FC = () => {
+  return (
+    
      
+      
+       !s.thread.isRunning}>
+        
+          
+            
+          
+        
+      
+       s.thread.isRunning}>
+        
+          
+        
+      
+    
      
+  );
+};
+
+const MessageError: FC = () => {
+  return (
+    
+      
+        
+      
+    
+  );
+};
+
+const AssistantMessage: FC = () => {
+  return (
+    
+      
      
+        
+          {({ part }) => {
+            if (part.type === "text") return ;
+            if (part.type === "tool-call")
+              return part.toolUI ?? ;
+            return null;
+          }}
+        
+        
+      
      
+
+      
      
+        
+        
+      
      
+          
+  );
+};
+
+const AssistantActionBar: FC = () => {
+  return (
+    
+      
+        
+           s.message.isCopied}>
+            
+          
+           !s.message.isCopied}>
+            
+          
+        
+      
+      
+        
+          
+        
+      
+      
+        
+          
+            
+          
+        
+        
+          
+            
+              
+              Export as Markdown
+            
+          
+        
+      
+    
+  );
+};
+
+const UserMessage: FC = () => {
+  return (
+    
+      
+
+      
      
+        
      
+          
+        
      
+        
      
+          
+        
      
+      
      
+
+      
+          
+  );
+};
+
+const UserActionBar: FC = () => {
+  return (
+    
+      
+        
+          
+        
+      
+    
+  );
+};
+
+const EditComposer: FC = () => {
+  return (
+    
+      
+        
+        
      
+          
+            
+          
+          
+            
+          
+        
      
+            
+          
+  );
+};
+
+const BranchPicker: FC = ({
+  className,
+  ...rest
+}) => {
+  return (
+    
+      
+        
+          
+        
+      
+      
+         / 
+      
+      
+        
+          
+        
+      
+    
+  );
+};
diff --git a/frontend/components/assistant-ui/tool-fallback.tsx b/frontend/components/assistant-ui/tool-fallback.tsx
new file mode 100644
index 0000000..9b664ba
--- /dev/null
+++ b/frontend/components/assistant-ui/tool-fallback.tsx
@@ -0,0 +1,324 @@
+"use client";
+
+import { memo, useCallback, useRef, useState } from "react";
+import {
+  AlertCircleIcon,
+  CheckIcon,
+  ChevronDownIcon,
+  LoaderIcon,
+  XCircleIcon,
+} from "lucide-react";
+import {
+  useScrollLock,
+  type ToolCallMessagePartStatus,
+  type ToolCallMessagePartComponent,
+} from "@assistant-ui/react";
+import {
+  Collapsible,
+  CollapsibleContent,
+  CollapsibleTrigger,
+} from "@/components/ui/collapsible";
+import { cn } from "@/lib/utils";
+
+const ANIMATION_DURATION = 200;
+
+export type ToolFallbackRootProps = Omit<
+  React.ComponentProps,
+  "open" | "onOpenChange"
+> & {
+  open?: boolean;
+  onOpenChange?: (open: boolean) => void;
+  defaultOpen?: boolean;
+};
+
+function ToolFallbackRoot({
+  className,
+  open: controlledOpen,
+  onOpenChange: controlledOnOpenChange,
+  defaultOpen = false,
+  children,
+  ...props
+}: ToolFallbackRootProps) {
+  const collapsibleRef = useRef(null);
+  const [uncontrolledOpen, setUncontrolledOpen] = useState(defaultOpen);
+  const lockScroll = useScrollLock(collapsibleRef, ANIMATION_DURATION);
+
+  const isControlled = controlledOpen !== undefined;
+  const isOpen = isControlled ? controlledOpen : uncontrolledOpen;
+
+  const handleOpenChange = useCallback(
+    (open: boolean) => {
+      if (!open) {
+        lockScroll();
+      }
+      if (!isControlled) {
+        setUncontrolledOpen(open);
+      }
+      controlledOnOpenChange?.(open);
+    },
+    [lockScroll, isControlled, controlledOnOpenChange],
+  );
+
+  return (
+    
+      {children}
+    
+  );
+}
+
+type ToolStatus = ToolCallMessagePartStatus["type"];
+
+const statusIconMap: Record = {
+  running: LoaderIcon,
+  complete: CheckIcon,
+  incomplete: XCircleIcon,
+  "requires-action": AlertCircleIcon,
+};
+
+function ToolFallbackTrigger({
+  toolName,
+  status,
+  className,
+  ...props
+}: React.ComponentProps & {
+  toolName: string;
+  status?: ToolCallMessagePartStatus;
+}) {
+  const statusType = status?.type ?? "complete";
+  const isRunning = statusType === "running";
+  const isCancelled =
+    status?.type === "incomplete" && status.reason === "cancelled";
+
+  const Icon = statusIconMap[statusType];
+  const label = isCancelled ? "Cancelled tool" : "Used tool";
+
+  return (
+    
+      
+      
+        
+          {label}: {toolName}
+        
+        {isRunning && (
+          
+            {label}: {toolName}
+          
+        )}
+      
+      
+    
+  );
+}
+
+function ToolFallbackContent({
+  className,
+  children,
+  ...props
+}: React.ComponentProps) {
+  return (
+    
+      
      {children}
      
+          
+  );
+}
+
+function ToolFallbackArgs({
+  argsText,
+  className,
+  ...props
+}: React.ComponentProps<"div"> & {
+  argsText?: string;
+}) {
+  if (!argsText) return null;
+
+  return (
+    
      
+      
      +        {argsText}
+      
      
+    
      
+  );
+}
+
+function ToolFallbackResult({
+  result,
+  className,
+  ...props
+}: React.ComponentProps<"div"> & {
+  result?: unknown;
+}) {
+  if (result === undefined) return null;
+
+  return (
+    
      
+      
      Result:
      
+      
      +        {typeof result === "string" ? result : JSON.stringify(result, null, 2)}
+      
      
+    
      
+  );
+}
+
+function ToolFallbackError({
+  status,
+  className,
+  ...props
+}: React.ComponentProps<"div"> & {
+  status?: ToolCallMessagePartStatus;
+}) {
+  if (status?.type !== "incomplete") return null;
+
+  const error = status.error;
+  const errorText = error
+    ? typeof error === "string"
+      ? error
+      : JSON.stringify(error)
+    : null;
+
+  if (!errorText) return null;
+
+  const isCancelled = status.reason === "cancelled";
+  const headerText = isCancelled ? "Cancelled reason:" : "Error:";
+
+  return (
+    
      
+      
      
+        {headerText}
+      
      
+      
      
+        {errorText}
+      
      
+    
      
+  );
+}
+
+const ToolFallbackImpl: ToolCallMessagePartComponent = ({
+  toolName,
+  argsText,
+  result,
+  status,
+}) => {
+  const isCancelled =
+    status?.type === "incomplete" && status.reason === "cancelled";
+
+  return (
+    
+      
+      
+        
+        
+        {!isCancelled && }
+      
+    
+  );
+};
+
+const ToolFallback = memo(
+  ToolFallbackImpl,
+) as unknown as ToolCallMessagePartComponent & {
+  Root: typeof ToolFallbackRoot;
+  Trigger: typeof ToolFallbackTrigger;
+  Content: typeof ToolFallbackContent;
+  Args: typeof ToolFallbackArgs;
+  Result: typeof ToolFallbackResult;
+  Error: typeof ToolFallbackError;
+};
+
+ToolFallback.displayName = "ToolFallback";
+ToolFallback.Root = ToolFallbackRoot;
+ToolFallback.Trigger = ToolFallbackTrigger;
+ToolFallback.Content = ToolFallbackContent;
+ToolFallback.Args = ToolFallbackArgs;
+ToolFallback.Result = ToolFallbackResult;
+ToolFallback.Error = ToolFallbackError;
+
+export {
+  ToolFallback,
+  ToolFallbackRoot,
+  ToolFallbackTrigger,
+  ToolFallbackContent,
+  ToolFallbackArgs,
+  ToolFallbackResult,
+  ToolFallbackError,
+};
diff --git a/frontend/components/assistant-ui/tooltip-icon-button.tsx b/frontend/components/assistant-ui/tooltip-icon-button.tsx
new file mode 100644
index 0000000..54b5fa2
--- /dev/null
+++ b/frontend/components/assistant-ui/tooltip-icon-button.tsx
@@ -0,0 +1,42 @@
+"use client";
+
+import { ComponentPropsWithRef, forwardRef } from "react";
+import { Slottable } from "@radix-ui/react-slot";
+
+import {
+  Tooltip,
+  TooltipContent,
+  TooltipTrigger,
+} from "@/components/ui/tooltip";
+import { Button } from "@/components/ui/button";
+import { cn } from "@/lib/utils";
+
+export type TooltipIconButtonProps = ComponentPropsWithRef & {
+  tooltip: string;
+  side?: "top" | "bottom" | "left" | "right";
+};
+
+export const TooltipIconButton = forwardRef<
+  HTMLButtonElement,
+  TooltipIconButtonProps
+>(({ children, tooltip, side = "bottom", className, ...rest }, ref) => {
+  return (
+    
+      
+        
+      
+      {tooltip}
+    
+  );
+});
+
+TooltipIconButton.displayName = "TooltipIconButton";
diff --git a/frontend/components/ui/avatar.tsx b/frontend/components/ui/avatar.tsx
new file mode 100644
index 0000000..dfb285f
--- /dev/null
+++ b/frontend/components/ui/avatar.tsx
@@ -0,0 +1,109 @@
+"use client";
+
+import * as React from "react";
+import { Avatar as AvatarPrimitive } from "radix-ui";
+
+import { cn } from "@/lib/utils";
+
+function Avatar({
+  className,
+  size = "default",
+  ...props
+}: React.ComponentProps & {
+  size?: "default" | "sm" | "lg";
+}) {
+  return (
+    
+  );
+}
+
+function AvatarImage({
+  className,
+  ...props
+}: React.ComponentProps) {
+  return (
+    
+  );
+}
+
+function AvatarFallback({
+  className,
+  ...props
+}: React.ComponentProps) {
+  return (
+    
+  );
+}
+
+function AvatarBadge({ className, ...props }: React.ComponentProps<"span">) {
+  return (
+    svg]:hidden",
+        "group-data-[size=default]/avatar:size-2.5 group-data-[size=default]/avatar:[&>svg]:size-2",
+        "group-data-[size=lg]/avatar:size-3 group-data-[size=lg]/avatar:[&>svg]:size-2",
+        className,
+      )}
+      {...props}
+    />
+  );
+}
+
+function AvatarGroup({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    
      
+  );
+}
+
+function AvatarGroupCount({
+  className,
+  ...props
+}: React.ComponentProps<"div">) {
+  return (
+    
      svg]:size-4 group-has-data-[size=lg]/avatar-group:[&>svg]:size-5 group-has-data-[size=sm]/avatar-group:[&>svg]:size-3",
+        className,
+      )}
+      {...props}
+    />
+  );
+}
+
+export {
+  Avatar,
+  AvatarImage,
+  AvatarFallback,
+  AvatarBadge,
+  AvatarGroup,
+  AvatarGroupCount,
+};
diff --git a/frontend/components/ui/button.tsx b/frontend/components/ui/button.tsx
new file mode 100644
index 0000000..3b307d1
--- /dev/null
+++ b/frontend/components/ui/button.tsx
@@ -0,0 +1,64 @@
+import * as React from "react";
+import { cva, type VariantProps } from "class-variance-authority";
+import { Slot } from "radix-ui";
+
+import { cn } from "@/lib/utils";
+
+const buttonVariants = cva(
+  "inline-flex shrink-0 items-center justify-center gap-2 whitespace-nowrap rounded-md font-medium text-sm outline-none transition-all focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg:not([class*='size-'])]:size-4 [&_svg]:pointer-events-none [&_svg]:shrink-0",
+  {
+    variants: {
+      variant: {
+        default: "bg-primary text-primary-foreground hover:bg-primary/90",
+        destructive:
+          "bg-destructive text-white hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:bg-destructive/60 dark:focus-visible:ring-destructive/40",
+        outline:
+          "border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50",
+        secondary:
+          "bg-secondary text-secondary-foreground hover:bg-secondary/80",
+        ghost:
+          "hover:bg-accent hover:text-accent-foreground dark:hover:bg-accent/50",
+        link: "text-primary underline-offset-4 hover:underline",
+      },
+      size: {
+        default: "h-9 px-4 py-2 has-[>svg]:px-3",
+        xs: "h-6 gap-1 rounded-md px-2 text-xs has-[>svg]:px-1.5 [&_svg:not([class*='size-'])]:size-3",
+        sm: "h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5",
+        lg: "h-10 rounded-md px-6 has-[>svg]:px-4",
+        icon: "size-9",
+        "icon-xs": "size-6 rounded-md [&_svg:not([class*='size-'])]:size-3",
+        "icon-sm": "size-8",
+        "icon-lg": "size-10",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+      size: "default",
+    },
+  },
+);
+
+function Button({
+  className,
+  variant = "default",
+  size = "default",
+  asChild = false,
+  ...props
+}: React.ComponentProps<"button"> &
+  VariantProps & {
+    asChild?: boolean;
+  }) {
+  const Comp = asChild ? Slot.Root : "button";
+
+  return (
+    
+  );
+}
+
+export { Button, buttonVariants };
diff --git a/frontend/components/ui/collapsible.tsx b/frontend/components/ui/collapsible.tsx
new file mode 100644
index 0000000..a8bf893
--- /dev/null
+++ b/frontend/components/ui/collapsible.tsx
@@ -0,0 +1,33 @@
+"use client";
+
+import { Collapsible as CollapsiblePrimitive } from "radix-ui";
+
+function Collapsible({
+  ...props
+}: React.ComponentProps) {
+  return ;
+}
+
+function CollapsibleTrigger({
+  ...props
+}: React.ComponentProps) {
+  return (
+    
+  );
+}
+
+function CollapsibleContent({
+  ...props
+}: React.ComponentProps) {
+  return (
+    
+  );
+}
+
+export { Collapsible, CollapsibleTrigger, CollapsibleContent };
diff --git a/frontend/components/ui/dialog.tsx b/frontend/components/ui/dialog.tsx
new file mode 100644
index 0000000..944ef7d
--- /dev/null
+++ b/frontend/components/ui/dialog.tsx
@@ -0,0 +1,158 @@
+"use client";
+
+import * as React from "react";
+import { XIcon } from "lucide-react";
+import { Dialog as DialogPrimitive } from "radix-ui";
+
+import { cn } from "@/lib/utils";
+import { Button } from "@/components/ui/button";
+
+function Dialog({
+  ...props
+}: React.ComponentProps) {
+  return ;
+}
+
+function DialogTrigger({
+  ...props
+}: React.ComponentProps) {
+  return ;
+}
+
+function DialogPortal({
+  ...props
+}: React.ComponentProps) {
+  return ;
+}
+
+function DialogClose({
+  ...props
+}: React.ComponentProps) {
+  return ;
+}
+
+function DialogOverlay({
+  className,
+  ...props
+}: React.ComponentProps) {
+  return (
+    
+  );
+}
+
+function DialogContent({
+  className,
+  children,
+  showCloseButton = true,
+  ...props
+}: React.ComponentProps & {
+  showCloseButton?: boolean;
+}) {
+  return (
+    
+      
+      
+        {children}
+        {showCloseButton && (
+          
+            
+            Close
+          
+        )}
+      
+    
+  );
+}
+
+function DialogHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    
      
+  );
+}
+
+function DialogFooter({
+  className,
+  showCloseButton = false,
+  children,
+  ...props
+}: React.ComponentProps<"div"> & {
+  showCloseButton?: boolean;
+}) {
+  return (
+    
      
+      {children}
+      {showCloseButton && (
+        
+          
+        
+      )}
+    
      
+  );
+}
+
+function DialogTitle({
+  className,
+  ...props
+}: React.ComponentProps) {
+  return (
+    
+  );
+}
+
+function DialogDescription({
+  className,
+  ...props
+}: React.ComponentProps) {
+  return (
+    
+  );
+}
+
+export {
+  Dialog,
+  DialogClose,
+  DialogContent,
+  DialogDescription,
+  DialogFooter,
+  DialogHeader,
+  DialogOverlay,
+  DialogPortal,
+  DialogTitle,
+  DialogTrigger,
+};
diff --git a/frontend/components/ui/tooltip.tsx b/frontend/components/ui/tooltip.tsx
new file mode 100644
index 0000000..f53fb11
--- /dev/null
+++ b/frontend/components/ui/tooltip.tsx
@@ -0,0 +1,57 @@
+"use client";
+
+import * as React from "react";
+import { Tooltip as TooltipPrimitive } from "radix-ui";
+
+import { cn } from "@/lib/utils";
+
+function TooltipProvider({
+  delayDuration = 0,
+  ...props
+}: React.ComponentProps) {
+  return (
+    
+  );
+}
+
+function Tooltip({
+  ...props
+}: React.ComponentProps) {
+  return ;
+}
+
+function TooltipTrigger({
+  ...props
+}: React.ComponentProps) {
+  return ;
+}
+
+function TooltipContent({
+  className,
+  sideOffset = 0,
+  children,
+  ...props
+}: React.ComponentProps) {
+  return (
+    
+      
+        {children}
+        
+      
+    
+  );
+}
+
+export { Tooltip, TooltipTrigger, TooltipContent, TooltipProvider };
diff --git a/frontend/lib/utils.ts b/frontend/lib/utils.ts
new file mode 100644
index 0000000..a5ef193
--- /dev/null
+++ b/frontend/lib/utils.ts
@@ -0,0 +1,6 @@
+import { clsx, type ClassValue } from "clsx";
+import { twMerge } from "tailwind-merge";
+
+export function cn(...inputs: ClassValue[]) {
+  return twMerge(clsx(inputs));
+}
diff --git a/frontend/next.config.ts b/frontend/next.config.ts
new file mode 100644
index 0000000..e9ffa30
--- /dev/null
+++ b/frontend/next.config.ts
@@ -0,0 +1,7 @@
+import type { NextConfig } from "next";
+
+const nextConfig: NextConfig = {
+  /* config options here */
+};
+
+export default nextConfig;
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
new file mode 100644
index 0000000..3118d4c
--- /dev/null
+++ b/frontend/package-lock.json
@@ -0,0 +1,7755 @@
+{
+  "name": "frontend",
+  "version": "0.1.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "frontend",
+      "version": "0.1.0",
+      "dependencies": {
+        "@ai-sdk/openai": "^3.0.52",
+        "@assistant-ui/react": "latest",
+        "@assistant-ui/react-ai-sdk": "latest",
+        "@assistant-ui/react-markdown": "latest",
+        "@radix-ui/react-avatar": "^1.1.11",
+        "@radix-ui/react-collapsible": "^1.1.12",
+        "@radix-ui/react-dialog": "^1.1.15",
+        "@radix-ui/react-slot": "^1.2.4",
+        "@radix-ui/react-tooltip": "^1.2.8",
+        "ai": "^6.0.159",
+        "class-variance-authority": "^0.7.1",
+        "clsx": "^2.1.1",
+        "lucide-react": "^1.8.0",
+        "next": "^16.2.3",
+        "radix-ui": "^1.4.3",
+        "react": "^19.2.5",
+        "react-dom": "^19.2.5",
+        "remark-gfm": "^4.0.1",
+        "tailwind-merge": "^3.5.0",
+        "tw-animate-css": "^1.4.0",
+        "tw-shimmer": "^0.4.10",
+        "zustand": "^5.0.12"
+      },
+      "devDependencies": {
+        "@biomejs/biome": "^2.4.11",
+        "@tailwindcss/postcss": "^4.2.2",
+        "@types/node": "^25.6.0",
+        "@types/react": "^19.2.14",
+        "@types/react-dom": "^19.2.3",
+        "tailwindcss": "^4.2.2",
+        "typescript": "^6.0.2"
+      }
+    },
+    "node_modules/@ai-sdk/gateway": {
+      "version": "3.0.104",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/gateway/-/gateway-3.0.104.tgz",
+      "integrity": "sha512-ZKX5n74io8VIRlhIMSLWVlvT3sXC8Z7cZ9GHuWBWZDVi96+62AIsWuLGvMfcBA1STYuSoDrp6rIziZmvrTq0TA==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@ai-sdk/provider": "3.0.8",
+        "@ai-sdk/provider-utils": "4.0.23",
+        "@vercel/oidc": "3.2.0"
+      },
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+      "peerDependencies": {
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+    "node_modules/@ai-sdk/openai": {
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+      "dev": true,
+      "license": "MIT",
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+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
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+      "peer": true,
+      "peerDependencies": {
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+        "react": "^18 || ^19"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "react": {
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+        }
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+    },
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+        "url": "https://opencollective.com/unified"
+      }
+    },
+    "node_modules/zod": {
+      "version": "4.3.6",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-4.3.6.tgz",
+      "integrity": "sha512-rftlrkhHZOcjDwkGlnUtZZkvaPHCsDATp4pGpuOOMDaTdDDXF91wuVDJoWoPsKX/3YPQ5fHuF3STjcYyKr+Qhg==",
+      "license": "MIT",
+      "peer": true,
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zustand": {
+      "version": "5.0.12",
+      "resolved": "https://registry.npmjs.org/zustand/-/zustand-5.0.12.tgz",
+      "integrity": "sha512-i77ae3aZq4dhMlRhJVCYgMLKuSiZAaUPAct2AksxQ+gOtimhGMdXljRT21P5BNpeT4kXlLIckvkPM029OljD7g==",
+      "license": "MIT",
+      "peer": true,
+      "engines": {
+        "node": ">=12.20.0"
+      },
+      "peerDependencies": {
+        "@types/react": ">=18.0.0",
+        "immer": ">=9.0.6",
+        "react": ">=18.0.0",
+        "use-sync-external-store": ">=1.2.0"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "immer": {
+          "optional": true
+        },
+        "react": {
+          "optional": true
+        },
+        "use-sync-external-store": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/zwitch": {
+      "version": "2.0.4",
+      "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
+      "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    }
+  }
+}
diff --git a/frontend/package.json b/frontend/package.json
new file mode 100644
index 0000000..f46b612
--- /dev/null
+++ b/frontend/package.json
@@ -0,0 +1,47 @@
+{
+  "name": "frontend",
+  "version": "0.1.0",
+  "private": true,
+  "scripts": {
+    "dev": "next dev --turbopack",
+    "build": "next build",
+    "start": "next start",
+    "format": "biome format .",
+    "format:fix": "biome format --write .",
+    "lint": "biome check .",
+    "lint:fix": "biome check --write ."
+  },
+  "dependencies": {
+    "@ai-sdk/openai": "^3.0.52",
+    "@assistant-ui/react": "latest",
+    "@assistant-ui/react-ai-sdk": "latest",
+    "@assistant-ui/react-markdown": "latest",
+    "@radix-ui/react-avatar": "^1.1.11",
+    "@radix-ui/react-collapsible": "^1.1.12",
+    "@radix-ui/react-dialog": "^1.1.15",
+    "@radix-ui/react-slot": "^1.2.4",
+    "@radix-ui/react-tooltip": "^1.2.8",
+    "ai": "^6.0.159",
+    "class-variance-authority": "^0.7.1",
+    "clsx": "^2.1.1",
+    "lucide-react": "^1.8.0",
+    "next": "^16.2.3",
+    "radix-ui": "^1.4.3",
+    "react": "^19.2.5",
+    "react-dom": "^19.2.5",
+    "remark-gfm": "^4.0.1",
+    "tailwind-merge": "^3.5.0",
+    "tw-animate-css": "^1.4.0",
+    "tw-shimmer": "^0.4.10",
+    "zustand": "^5.0.12"
+  },
+  "devDependencies": {
+    "@biomejs/biome": "^2.4.11",
+    "@tailwindcss/postcss": "^4.2.2",
+    "@types/node": "^25.6.0",
+    "@types/react": "^19.2.14",
+    "@types/react-dom": "^19.2.3",
+    "tailwindcss": "^4.2.2",
+    "typescript": "^6.0.2"
+  }
+}
diff --git a/frontend/postcss.config.mjs b/frontend/postcss.config.mjs
new file mode 100644
index 0000000..c7bcb4b
--- /dev/null
+++ b/frontend/postcss.config.mjs
@@ -0,0 +1,5 @@
+const config = {
+  plugins: ["@tailwindcss/postcss"],
+};
+
+export default config;
diff --git a/frontend/tsconfig.json b/frontend/tsconfig.json
new file mode 100644
index 0000000..705f5ce
--- /dev/null
+++ b/frontend/tsconfig.json
@@ -0,0 +1,33 @@
+{
+  "compilerOptions": {
+    "target": "ES2017",
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "bundler",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "react-jsx",
+    "incremental": true,
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": ["./*"]
+    }
+  },
+  "include": [
+    "next-env.d.ts",
+    "**/*.ts",
+    "**/*.tsx",
+    ".next/types/**/*.ts",
+    ".next/dev/types/**/*.ts"
+  ],
+  "exclude": ["node_modules"]
+}
diff --git a/public/favicon.png b/public/favicon.png
deleted file mode 100644
index c6d2679..0000000
Binary files a/public/favicon.png and /dev/null differ
diff --git a/public/icon/ban.svg b/public/icon/ban.svg
deleted file mode 100644
index f5bf04b..0000000
--- a/public/icon/ban.svg
+++ /dev/null
@@ -1 +0,0 @@
-
\ No newline at end of file
diff --git a/public/icon/database.svg b/public/icon/database.svg
deleted file mode 100644
index 08ce720..0000000
--- a/public/icon/database.svg
+++ /dev/null
@@ -1 +0,0 @@
-
\ No newline at end of file
diff --git a/public/icon/hexagon.svg b/public/icon/hexagon.svg
deleted file mode 100644
index 2110eae..0000000
--- a/public/icon/hexagon.svg
+++ /dev/null
@@ -1 +0,0 @@
-
\ No newline at end of file
diff --git a/public/icon/magnifying_glass.svg b/public/icon/magnifying_glass.svg
deleted file mode 100644
index 1069764..0000000
--- a/public/icon/magnifying_glass.svg
+++ /dev/null
@@ -1 +0,0 @@
-
\ No newline at end of file
diff --git a/public/logo_dark.png b/public/logo_dark.png
deleted file mode 100644
index a477f86..0000000
Binary files a/public/logo_dark.png and /dev/null differ
diff --git a/public/logo_light.png b/public/logo_light.png
deleted file mode 100644
index a477f86..0000000
Binary files a/public/logo_light.png and /dev/null differ
diff --git a/public/styles.css b/public/styles.css
deleted file mode 100644
index 5e6eea6..0000000
--- a/public/styles.css
+++ /dev/null
@@ -1,54 +0,0 @@
-#readme-button {
-  display: none !important;
-}
-
-.text-xs {
-    display: none !important;
-}
-
-.rounded-3xl{
-    border-radius: 0.9rem !important;
-}
-
-#chat-submit {
-    border-radius: 0.5rem !important;
-}
-
-#starters {
-    order: 1 !important;
-    display: grid;
-    grid-template-columns: repeat(4, 1fr);
-}
-
-#starters button {
-  height: auto !important;
-  white-space: normal !important;
-
-  display: flex;
-  flex-direction: column;
-  align-items: flex-start;
-  text-align: left;
-}
-
-#starters button img {
-  margin-bottom: 6px;
-}
-
-#starters p {
-  white-space: normal !important;
-  overflow: visible !important;
-  text-overflow: unset !important;
-}
-
-#welcome-screen {
-  position: relative;
-}
-
-#message-composer {
-    order: 2 !important;
-    display: flex !important;
-    flex-direction: row !important;
-    align-items: center !important;
-    gap: 8px !important;
-    min-height: 1rem;
-}
\ No newline at end of file
diff --git a/public/theme.json b/public/theme.json
deleted file mode 100644
index f208c5e..0000000
--- a/public/theme.json
+++ /dev/null
@@ -1,68 +0,0 @@
-{
-    "custom_fonts": [],
-    "variables": {
-        "light": {
-            "--font-sans": "'Inter', sans-serif",
-            "--font-mono": "source-code-pro, Menlo, Monaco, Consolas, 'Courier New', monospace",
-            "--background": "0 0% 100%",
-            "--foreground": "0 0% 5%",
-            "--card": "0 0% 100%",
-            "--card-foreground": "0 0% 5%",
-            "--popover": "0 0% 100%",
-            "--popover-foreground": "0 0% 5%",
-            "--primary": "208 95% 56%",
-            "--primary-foreground": "0 0% 100%",
-            "--secondary": "210 40% 96.1%",
-            "--secondary-foreground": "222.2 47.4% 11.2%",
-            "--muted": "0 0% 90%",
-            "--muted-foreground": "0 0% 36%",
-            "--accent": "0 0% 95%",
-            "--accent-foreground": "222.2 47.4% 11.2%",
-            "--destructive": "0 84.2% 60.2%",
-            "--destructive-foreground": "210 40% 98%",
-            "--border": "0 0% 90%",
-            "--input": "0 0% 90%",
-            "--ring": "208 95% 56%",
-            "--radius": "0.75rem",
-            "--sidebar-background": "0 0% 98%",
-            "--sidebar-foreground": "240 5.3% 26.1%",
-            "--sidebar-primary": "240 5.9% 10%",
-            "--sidebar-primary-foreground": "0 0% 98%",
-            "--sidebar-accent": "240 4.8% 95.9%",
-            "--sidebar-accent-foreground": "240 5.9% 10%",
-            "--sidebar-border": "220 13% 91%",
-            "--sidebar-ring": "217.2 91.2% 59.8%"
-        },
-        "dark": {
-            "--font-sans": "'Inter', sans-serif",
-            "--font-mono": "source-code-pro, Menlo, Monaco, Consolas, 'Courier New', monospace",
-            "--background": "0 0% 13%",
-            "--foreground": "0 0% 93%",
-            "--card": "0 0% 18%",
-            "--card-foreground": "210 40% 98%",
-            "--popover": "0 0% 18%",
-            "--popover-foreground": "210 40% 98%",
-            "--primary": "208 95% 56%",
-            "--primary-foreground": "0 0% 100%",
-            "--secondary": "0 0% 19%",
-            "--secondary-foreground": "210 40% 98%",
-            "--muted": "0 1% 26%",
-            "--muted-foreground": "0 0% 71%",
-            "--accent": "0 0% 26%",
-            "--accent-foreground": "210 40% 98%",
-            "--destructive": "0 62.8% 30.6%",
-            "--destructive-foreground": "210 40% 98%",
-            "--border": "0 1% 26%",
-            "--input": "0 1% 26%",
-            "--ring": "208 95% 56%",
-            "--sidebar-background": "0 0% 9%",
-            "--sidebar-foreground": "240 4.8% 95.9%",
-            "--sidebar-primary": "224.3 76.3% 48%",
-            "--sidebar-primary-foreground": "0 0% 100%",
-            "--sidebar-accent": "0 0% 13%",
-            "--sidebar-accent-foreground": "240 4.8% 95.9%",
-            "--sidebar-border": "240 3.7% 15.9%",
-            "--sidebar-ring": "217.2 91.2% 59.8%"
-        }
-    }
-}
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..08d82ae
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,35 @@
+[build-system]
+requires = ["setuptools>=68", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "ai-lawyer-agent"
+version = "0.3.0"
+description = "Legal AI Assistant - Slovak Ministry of Justice API"
+readme = "README.md"
+requires-python = ">=3.11"
+dependencies = [
+    "fastapi>=0.136.0",
+    "uvicorn[standard]>=0.34.0",
+    "openai-agents==0.6.3",
+    "httpx==0.28.1",
+    "pydantic==2.12.5",
+    "cachetools>=7.0.5",
+    "tenacity>=9.1.4",
+]
+
+[project.optional-dependencies]
+dev = ["ruff", "mypy", "pytest"]
+mcp = ["fastmcp>=2.7.0,<3.0.0"]
+
+[tool.setuptools.packages.find]
+where = ["."]
+
+[tool.ruff]
+line-length = 88
+target-version = "py311"
+
+[tool.mypy]
+python_version = "3.11"
+strict = false
+ignore_missing_imports = true
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index d9f4521..0000000
Binary files a/requirements.txt and /dev/null differ
diff --git a/testing/images/coverage_and_test_session.png b/testing/images/coverage_and_test_session.png
deleted file mode 100644
index f9c6f0d..0000000
Binary files a/testing/images/coverage_and_test_session.png and /dev/null differ
diff --git a/testing/images/coverage_report.png b/testing/images/coverage_report.png
deleted file mode 100644
index 364b556..0000000
Binary files a/testing/images/coverage_report.png and /dev/null differ
diff --git a/testing/run_tests.py b/testing/run_tests.py
deleted file mode 100644
index 57fe59d..0000000
--- a/testing/run_tests.py
+++ /dev/null
@@ -1,65 +0,0 @@
-import subprocess
-import sys
-from pathlib import Path
-
-ROOT         = Path(__file__).parent.parent
-TESTS_DIR    = Path(__file__).parent
-CHARTS_DIR   = TESTS_DIR / "charts"
-REPORT_HTML  = CHARTS_DIR / "report.html"
-DB_PATH      = TESTS_DIR / "test_cases.db"
-
-def check_db():
-    if not DB_PATH.exists():
-        sys.exit(1)
-
-def run_pytest() -> int:
-    CHARTS_DIR.mkdir(parents=True, exist_ok=True)
-
-    args = [
-        sys.executable, "-m", "pytest",
-
-        str(TESTS_DIR / "tests" / "test_schemas.py"),
-        str(TESTS_DIR / "tests" / "test_fetch.py"),
-        str(TESTS_DIR / "tests" / "test_tools.py"),
-        str(TESTS_DIR / "tests" / "test_sys_prompt.py"),
-
-        str(TESTS_DIR / "tests" / "test_api.py"),
-        str(TESTS_DIR / "tests" / "test_llm_compare.py"),
-
-        str(TESTS_DIR / "tests" / "test_project.py"),
-
-        f"--html={REPORT_HTML}",
-        "--self-contained-html",
-
-        "--cov=api",
-        "--cov=core",
-        "--cov-report=term-missing",
-        f"--cov-report=html:{CHARTS_DIR / 'coverage'}",
-
-        "--tb=no",
-    ]
-    return subprocess.run(args, cwd=str(ROOT), check=False).returncode
-
-def open_in_browser(path: Path):
-    if path.exists():
-        subprocess.Popen(["start", str(path)], shell=True)
-
-if __name__ == "__main__":
-
-    print("Start testing")
-
-    check_db()
-
-    code = run_pytest()
-
-    cov_path = CHARTS_DIR / "coverage" / "index.html"
-
-    print(f"\npytest-html: {REPORT_HTML}")
-    print(f"pytest-cov: {cov_path}")
-
-    open_in_browser(REPORT_HTML)
-    open_in_browser(cov_path)
-
-    print("\nStop testing")
-
-    sys.exit(code)
\ No newline at end of file
diff --git a/testing/test_cases.db b/testing/test_cases.db
deleted file mode 100644
index 39051ed..0000000
Binary files a/testing/test_cases.db and /dev/null differ
diff --git a/testing/tests/test_api.py b/testing/tests/test_api.py
deleted file mode 100644
index 1edc514..0000000
--- a/testing/tests/test_api.py
+++ /dev/null
@@ -1,160 +0,0 @@
-import pytest
-import httpx
-
-from api.config import JUSTICE_API_BASE, HTTP_TIMEOUT
-
-HEADERS = {
-    "User-Agent":      "Mozilla/5.0 (Windows NT 10.0; Win64; x64) Chrome/124.0.0.0 Safari/537.36",
-    "Accept":          "application/json, text/plain, */*",
-    "Accept-Language": "sk-SK,sk;q=0.9",
-    "Referer":         "https://obcan.justice.sk/",
-    "Origin":          "https://obcan.justice.sk",
-}
-
-
-def api_available() -> bool:
-    try:
-        r = httpx.get(f"{JUSTICE_API_BASE}/v1/sud", params={"size": 1}, headers=HEADERS, timeout=5)
-        return r.status_code == 200
-    except Exception:
-        return False
-
-
-skip_if_offline = pytest.mark.skipif(
-    not api_available(),
-    reason="justice.sk API is not reachable"
-)
-
-
-@pytest.fixture(scope="module")
-def client():
-    with httpx.Client(headers=HEADERS, timeout=HTTP_TIMEOUT, follow_redirects=True) as c:
-        yield c
-
-
-@skip_if_offline
-class TestCourtsEndpoint:
-
-    def test_returns_200(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/sud", params={"size": 5})
-        assert r.status_code == 200
-
-    def test_response_has_results(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/sud", params={"size": 5})
-        data = r.json()
-        assert isinstance(data, dict)
-        assert len(data) > 0
-
-    def test_total_elements_is_positive(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/sud", params={"size": 1})
-        data = r.json()
-        total = data.get("numFound") or data.get("totalElements") or data.get("total")
-        assert total is not None and total > 0
-
-    def test_court_by_id_returns_valid_record(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/sud/sud_175")
-        assert r.status_code == 200
-        data = r.json()
-        assert "id" in data or "nazov" in data
-
-    def test_court_autocomplete_returns_list(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/sud/autocomplete", params={"query": "Bratislava", "limit": 5})
-        assert r.status_code == 200
-        assert isinstance(r.json(), list)
-
-    def test_nonexistent_court_returns_404(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/sud/sud_999999999")
-        assert r.status_code == 404
-
-
-@skip_if_offline
-class TestJudgesEndpoint:
-
-    def test_judge_search_returns_200(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/sudca", params={"size": 5})
-        assert r.status_code == 200
-
-    def test_judge_autocomplete_returns_results(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/sudca/autocomplete", params={"query": "Novák", "limit": 10})
-        assert r.status_code == 200
-
-    def test_judge_search_by_kraj(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/sudca", params={
-            "krajFacetFilter": "Bratislavský kraj",
-            "size": 5
-        })
-        assert r.status_code == 200
-
-    def test_judge_search_pagination_without_page(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/sudca", params={"size": 10})
-        assert r.status_code == 200
-        data = r.json()
-        assert isinstance(data, dict)
-
-    def test_judge_search_pagination_page_zero_known_issue(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/sudca", params={"page": 0, "size": 10})
-        assert r.status_code in (200, 500), f"Unexpected status: {r.status_code}"
-
-
-@skip_if_offline
-class TestDecisionsEndpoint:
-
-    def test_decision_search_returns_200(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/rozhodnutie", params={"size": 3})
-        assert r.status_code == 200
-
-    def test_decision_search_with_date_range(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/rozhodnutie", params={
-            "vydaniaOd": "01.01.2023",
-            "vydaniaDo": "31.12.2023",
-            "size": 3,
-        })
-        assert r.status_code == 200
-
-    def test_decision_autocomplete(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/rozhodnutie/autocomplete", params={"query": "Rozsudok", "limit": 5})
-        assert r.status_code == 200
-
-
-@skip_if_offline
-class TestContractsEndpoint:
-
-    def test_contract_search_returns_200(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/zmluvy", params={"size": 5})
-        assert r.status_code == 200
-
-    def test_contract_search_by_typ_dokumentu(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/zmluvy", params={
-            "typDokumentuFacetFilter": "ZMLUVA",
-            "size": 3,
-        })
-        assert r.status_code == 200
-
-
-@skip_if_offline
-class TestCivilProceedingsEndpoint:
-
-    def test_civil_proceedings_returns_200(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/obcianPojednavania", params={"size": 3})
-        assert r.status_code == 200
-
-    def test_civil_proceedings_date_filter_known_issue(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/obcianPojednavania", params={
-            "pojednavaniaOd": "01.01.2024",
-            "pojednavaniaDo": "31.01.2024",
-            "size": 3,
-        })
-        # Known server-side bug — accept 200 or 500
-        assert r.status_code in (200, 500), f"Unexpected status: {r.status_code}"
-
-
-@skip_if_offline
-class TestAdminProceedingsEndpoint:
-
-    def test_admin_proceedings_returns_200(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/spravneKonanie", params={"size": 3})
-        assert r.status_code == 200
-
-    def test_admin_proceedings_autocomplete(self, client):
-        r = client.get(f"{JUSTICE_API_BASE}/v1/spravneKonanie/autocomplete", params={"query": "test", "limit": 5})
-        assert r.status_code == 200
\ No newline at end of file
diff --git a/testing/tests/test_fetch.py b/testing/tests/test_fetch.py
deleted file mode 100644
index 09ab30a..0000000
--- a/testing/tests/test_fetch.py
+++ /dev/null
@@ -1,122 +0,0 @@
-import pytest
-import pytest_asyncio
-import httpx
-import respx
-
-from api.fetch_api_data import fetch_api_data, set_log_callback, _cache
-
-
-BASE = "https://obcan.justice.sk/pilot/api/ress-isu-service"
-
-
-@pytest.fixture(autouse=True)
-def clear_cache():
-    _cache.clear()
-    yield
-    _cache.clear()
-
-
-@pytest.mark.asyncio
-class TestFetchApiData:
-
-    @respx.mock
-    async def test_successful_request_returns_dict(self):
-        url = f"{BASE}/v1/sud"
-        respx.get(url).mock(return_value=httpx.Response(200, json={"content": [], "totalElements": 0}))
-
-        result = await fetch_api_data(icon="", url=url, params={})
-
-        assert isinstance(result, dict)
-        assert "totalElements" in result
-
-    @respx.mock
-    async def test_cache_hit_on_second_call(self):
-        url = f"{BASE}/v1/sud"
-        mock = respx.get(url).mock(return_value=httpx.Response(200, json={"content": []}))
-
-        await fetch_api_data(icon="", url=url, params={})
-        await fetch_api_data(icon="", url=url, params={})
-
-        assert mock.call_count == 1
-
-    @respx.mock
-    async def test_http_404_returns_error_dict(self):
-        url = f"{BASE}/v1/sud/sud_99999"
-        respx.get(url).mock(return_value=httpx.Response(404, text="Not Found"))
-
-        result = await fetch_api_data(icon="", url=url, params={})
-
-        assert result["error"] == "http_error"
-        assert result["status_code"] == 404
-
-    @respx.mock
-    async def test_http_500_returns_error_dict(self):
-        url = f"{BASE}/v1/sud"
-        respx.get(url).mock(return_value=httpx.Response(500, text="Server Error"))
-
-        result = await fetch_api_data(icon="", url=url, params={})
-
-        assert result["error"] == "http_error"
-        assert result["status_code"] == 500
-
-    @respx.mock
-    async def test_remove_keys_strips_specified_fields(self):
-        url = f"{BASE}/v1/sud/sud_1"
-        respx.get(url).mock(return_value=httpx.Response(200, json={"name": "Súd", "foto": "base64data"}))
-
-        result = await fetch_api_data(icon="", url=url, params={}, remove_keys=["foto"])
-
-        assert "foto" not in result
-        assert "name" in result
-
-    @respx.mock
-    async def test_remove_keys_missing_key_no_error(self):
-        url = f"{BASE}/v1/sud/sud_1"
-        respx.get(url).mock(return_value=httpx.Response(200, json={"name": "Súd"}))
-
-        result = await fetch_api_data(icon="", url=url, params={}, remove_keys=["foto", "nonexistent"])
-
-        assert result["name"] == "Súd"
-
-    @respx.mock
-    async def test_log_callback_is_called(self):
-        url = f"{BASE}/v1/sud"
-        respx.get(url).mock(return_value=httpx.Response(200, json={}))
-
-        log_lines = []
-        set_log_callback(lambda line: log_lines.append(line))
-
-        await fetch_api_data(icon="", url=url, params={})
-
-        set_log_callback(None)
-        assert len(log_lines) > 0
-
-    @respx.mock
-    async def test_params_are_passed_in_request(self):
-        url = f"{BASE}/v1/sud"
-        mock = respx.get(url).mock(return_value=httpx.Response(200, json={}))
-
-        await fetch_api_data(icon="", url=url, params={"query": "Bratislava", "size": 10})
-
-        assert mock.called
-        sent_params = dict(mock.calls[0].request.url.params)
-        assert sent_params["query"] == "Bratislava"
-        assert sent_params["size"] == "10"
-
-    @respx.mock
-    async def test_connect_error_returns_error_dict(self):
-        url = f"{BASE}/v1/sud"
-        respx.get(url).mock(side_effect=httpx.ConnectError("Connection refused"))
-
-        result = await fetch_api_data(icon="", url=url, params={})
-
-        assert result["error"] == "request_error"
-
-    @respx.mock
-    async def test_unexpected_error_returns_error_dict(self):
-        url = f"{BASE}/v1/sud"
-        respx.get(url).mock(side_effect=ValueError("unexpected"))
-
-        result = await fetch_api_data(icon="", url=url, params={})
-
-        assert result["error"] == "unexpected_error"
\ No newline at end of file
diff --git a/testing/tests/test_llm_compare.py b/testing/tests/test_llm_compare.py
deleted file mode 100644
index 1def833..0000000
--- a/testing/tests/test_llm_compare.py
+++ /dev/null
@@ -1,118 +0,0 @@
-import time
-import pytest
-from openai import OpenAI
-
-from core.config import (
-    OLLAMA_BASE_URL, OLLAMA_API_KEY, LLM_TIMEOUT,
-)
-from core.system_prompt import get_system_prompt
-
-MODELS = ["qwen3.5:cloud"]
-
-TEST_QUERIES = [
-    {
-        "id": "court_search",
-        "query": "Nájdi súdy v Bratislavskom kraji.",
-        "expected_keywords": ["súd", "bratislava", "kraj"],
-    },
-    {
-        "id": "judge_search",
-        "query": "Vyhľadaj sudcu Novák.",
-        "expected_keywords": ["sudca", "novák", "novak"],
-    },
-    {
-        "id": "no_legal_advice",
-        "query": "Mám spor so zamestnávateľom, čo mám robiť?",
-        "forbidden_keywords": ["musíte", "odporúčam vám podať žalobu", "právne poradenstvo"],
-        "expected_keywords": ["api", "ministerstvo", "nie som právnik", "právny poradca"],
-    },
-    {
-        "id": "slovak_response",
-        "query": "What courts exist in Slovakia?",
-        "expected_keywords": ["súd", "slovensko", "kraj"],
-    },
-]
-
-
-def ollama_available() -> bool:
-    try:
-        client = OpenAI(base_url=OLLAMA_BASE_URL, api_key=OLLAMA_API_KEY)
-        client.models.list()
-        return True
-    except Exception:
-        return False
-
-
-skip_if_no_ollama = pytest.mark.skipif(
-    not ollama_available(),
-    reason="Ollama is not running"
-)
-
-
-def query_model(model: str, user_message: str) -> tuple[str, float]:
-    client = OpenAI(base_url=OLLAMA_BASE_URL, api_key=OLLAMA_API_KEY, timeout=LLM_TIMEOUT)
-    start = time.perf_counter()
-    response = client.chat.completions.create(
-        model=model,
-        messages=[
-            {"role": "system", "content": get_system_prompt(model)},
-            {"role": "user",   "content": user_message},
-        ],
-        temperature=0.0,
-        max_tokens=2048,
-    )
-    elapsed = time.perf_counter() - start
-    text = response.choices[0].message.content or ""
-    return text, elapsed
-
-
-llm_results: dict[str, list[dict]] = {m: [] for m in MODELS}
-
-
-@skip_if_no_ollama
-@pytest.mark.parametrize("model", MODELS)
-@pytest.mark.parametrize("case", TEST_QUERIES, ids=[c["id"] for c in TEST_QUERIES])
-class TestLLMResponses:
-
-    def test_response_is_not_empty(self, model, case):
-        text, _ = query_model(model, case["query"])
-        assert len(text.strip()) > 0
-
-    def test_response_in_slovak(self, model, case):
-        text, _ = query_model(model, case["query"])
-        slovak_markers = ["je", "sú", "som", "nie", "súd", "sudca", "kraj", "ale", "alebo", "pre"]
-        assert any(m in text.lower() for m in slovak_markers)
-
-    def test_expected_keywords_present(self, model, case):
-        if "expected_keywords" not in case:
-            pytest.skip("No expected_keywords defined")
-        text, _ = query_model(model, case["query"])
-        assert any(kw.lower() in text.lower() for kw in case["expected_keywords"])
-
-    def test_forbidden_keywords_absent(self, model, case):
-        if "forbidden_keywords" not in case:
-            pytest.skip("No forbidden_keywords defined")
-        text, _ = query_model(model, case["query"])
-        for kw in case["forbidden_keywords"]:
-            assert kw.lower() not in text.lower(), f"Forbidden keyword found: {kw}"
-
-    def test_response_time_under_threshold(self, model, case):
-        _, elapsed = query_model(model, case["query"])
-        assert elapsed < float(LLM_TIMEOUT), f"Response took {elapsed:.1f}s"
-
-    def test_response_length_reasonable(self, model, case):
-        text, _ = query_model(model, case["query"])
-        assert 10 < len(text) < 4000
-
-
-@skip_if_no_ollama
-@pytest.mark.parametrize("model", MODELS)
-class TestLLMBenchmark:
-
-    def test_collect_benchmark_data(self, model):
-        times = []
-        for case in TEST_QUERIES:
-            _, elapsed = query_model(model, case["query"])
-            times.append(elapsed)
-        llm_results[model].extend(times)
-        assert len(times) == len(TEST_QUERIES)
\ No newline at end of file
diff --git a/testing/tests/test_project.py b/testing/tests/test_project.py
deleted file mode 100644
index 875275c..0000000
--- a/testing/tests/test_project.py
+++ /dev/null
@@ -1,243 +0,0 @@
-import json
-import os
-import re
-import sqlite3
-
-import pytest
-from openai import OpenAI
-
-from core.config import OLLAMA_BASE_URL, OLLAMA_API_KEY, LLM_TIMEOUT, DEFAULT_MODEL
-
-DB_PATH = os.path.join(os.path.dirname(__file__), "..", "test_cases.db")
-
-EXTRACTION_SYSTEM_PROMPT = """
-You are a parameter extraction engine for the Slovak Ministry of Justice API.
-
-Your ONLY job: read the user query and return a JSON object.
-You MUST always return ONLY a JSON object — nothing else.
-No explanations. No markdown. No ```json fences. Just the raw JSON.
-
-Return format:
-{"tool": "", "params": {}}
-
-Available tools and their parameters:
-
-court_search       : query, typSuduFacetFilter[], krajFacetFilter[], okresFacetFilter[],
-                     zahrnutZaniknuteSudy, sortProperty, sortDirection, page, size
-court_id           : id  (format: "sud_")
-court_autocomplete : query, limit
-
-judge_search       : query, funkciaFacetFilter[], typSuduFacetFilter[], krajFacetFilter[],
-                     okresFacetFilter[], stavZapisuFacetFilter[], guidSud, page, size,
-                     sortProperty, sortDirection
-judge_id           : id  (format: "sudca_")
-judge_autocomplete : query, guidSud, limit
-
-decision_search    : query, typSuduFacetFilter[], krajFacetFilter[], okresFacetFilter[],
-                     formaRozhodnutiaFacetFilter[], vydaniaOd, vydaniaDo,
-                     ecli, spisovaZnacka, guidSudca, guidSud, sortProperty, sortDirection, page, size
-decision_id        : id  (ECLI string, e.g. "ECLI:SK:OSPO:1965:8114010264.1")
-decision_autocomplete : query, guidSud, limit
-
-contract_search    : query, typDokumentuFacetFilter[], hodnotaZmluvyFacetFilter[],
-                     datumZverejneniaOd, datumZverejeneniaDo, guidSud, page, size
-contract_id        : idZmluvy  (numeric string, e.g. "2156252")
-contract_autocomplete : query, guidSud, limit
-
-civil_proceedings_search    : query, krajFacetFilter[], usekFacetFilter[],
-                               formaUkonuFacetFilter[], pojednavaniaOd, pojednavaniaDo,
-                               guidSudca, guidSud, verejneVyhlasenie, page, size
-civil_proceedings_id        : id  (UUID string)
-civil_proceedings_autocomplete : query, guidSud, guidSudca, verejneVyhlasenie, limit
-
-admin_proceedings_search    : query, druhFacetFilter[], datumPravoplatnostiOd,
-                               datumPravoplatnostiDo, sortProperty, sortDirection, page, size
-admin_proceedings_id        : id  (format: "spravneKonanie_")
-admin_proceedings_autocomplete : query, limit
-
-Rules:
-- Dates MUST be in DD.MM.YYYY format.
-- IDs MUST use the correct prefix (sud_, sudca_, spravneKonanie_).
-- Arrays MUST be JSON arrays even with one value: ["value"]
-- stavZapisuFacetFilter values: use exact labels like "label.sudca.aktivny"
-- If a number is given without prefix (e.g. "súde číslo 100"), add it: "sud_100"
-- NEVER output anything except the JSON object. No thinking, no prose.
-"""
-
-def ollama_available() -> bool:
-    try:
-        client = OpenAI(base_url=OLLAMA_BASE_URL, api_key=OLLAMA_API_KEY, timeout=5)
-        client.models.list()
-        return True
-    except Exception:
-        return False
-
-
-def db_available() -> bool:
-    return os.path.exists(DB_PATH)
-
-
-def load_cases():
-    conn = sqlite3.connect(DB_PATH)
-    rows = conn.execute(
-        "SELECT id, query, expected FROM test_cases ORDER BY id"
-    ).fetchall()
-    conn.close()
-    return rows
-
-
-def extract_json_from_text(text: str) -> dict:
-    if not text or not text.strip():
-        raise ValueError("LLM returned empty response")
-
-    text = re.sub(r".*?", "", text, flags=re.DOTALL).strip()
-
-    text = re.sub(r"```(?:json)?", "", text).replace("```", "").strip()
-
-    match = re.search(r"\{.*\}", text, re.DOTALL)
-    if not match:
-        raise ValueError(
-            f"No JSON object found in LLM response. "
-            f"Raw text (first 300 chars): {text[:300]!r}"
-        )
-
-    return json.loads(match.group())
-
-
-def ask_llm(query: str) -> dict:
-    client = OpenAI(
-        base_url=OLLAMA_BASE_URL,
-        api_key=OLLAMA_API_KEY,
-        timeout=LLM_TIMEOUT,
-    )
-    response = client.chat.completions.create(
-        model=DEFAULT_MODEL,
-        messages=[
-            {"role": "system", "content": EXTRACTION_SYSTEM_PROMPT},
-            {"role": "user",   "content": query},
-        ],
-        temperature=0.0,
-        max_tokens=1024,
-    )
-
-    choice = response.choices[0]
-    raw = choice.message.content or ""
-
-    if not raw.strip():
-        try:
-            raw = choice.message.model_extra.get("reasoning_content", "") or ""
-        except (AttributeError, TypeError):
-            pass
-
-    if not raw.strip():
-        raise ValueError(
-            f"LLM returned completely empty response for query: {query!r}. "
-            "Check if Ollama is running and the model is loaded."
-        )
-
-    return extract_json_from_text(raw)
-
-
-def compare(llm_result: dict, expected: dict, case_id: int, query: str):
-    assert llm_result.get("tool") == expected["tool"], (
-        f"\n[Case {case_id}] Tool mismatch:\n"
-        f"  Query   : {query}\n"
-        f"  Expected: {expected['tool']}\n"
-        f"  Got     : {llm_result.get('tool')}\n"
-        f"  Full LLM: {json.dumps(llm_result, ensure_ascii=False)}"
-    )
-
-    llm_params = llm_result.get("params", {})
-    exp_params = expected.get("params", {})
-
-    for key, exp_val in exp_params.items():
-        assert key in llm_params, (
-            f"\n[Case {case_id}] Missing param '{key}':\n"
-            f"  Query           : {query}\n"
-            f"  Expected params : {json.dumps(exp_params, ensure_ascii=False)}\n"
-            f"  LLM params      : {json.dumps(llm_params, ensure_ascii=False)}"
-        )
-
-        llm_val = llm_params[key]
-
-        if isinstance(exp_val, list):
-            assert isinstance(llm_val, list), (
-                f"\n[Case {case_id}] Param '{key}' should be list, "
-                f"got {type(llm_val).__name__}:\n  Query: {query}"
-            )
-            assert sorted(str(v) for v in exp_val) == sorted(str(v) for v in llm_val), (
-                f"\n[Case {case_id}] Param '{key}' list mismatch:\n"
-                f"  Query   : {query}\n"
-                f"  Expected: {exp_val}\n"
-                f"  Got     : {llm_val}"
-            )
-        elif isinstance(exp_val, bool):
-            assert bool(llm_val) == exp_val, (
-                f"\n[Case {case_id}] Param '{key}' bool mismatch:\n"
-                f"  Query   : {query}\n"
-                f"  Expected: {exp_val}\n"
-                f"  Got     : {llm_val}"
-            )
-        else:
-            assert str(exp_val) == str(llm_val), (
-                f"\n[Case {case_id}] Param '{key}' value mismatch:\n"
-                f"  Query   : {query}\n"
-                f"  Expected: {exp_val!r}\n"
-                f"  Got     : {llm_val!r}"
-            )
-
-
-skip_if_no_ollama = pytest.mark.skipif(
-    not ollama_available(),
-    reason="Ollama is not running",
-)
-
-skip_if_no_db = pytest.mark.skipif(
-    not db_available(),
-    reason=f"Database not found: {DB_PATH}. Copy test_cases.db to testing/",
-)
-
-
-def pytest_generate_tests(metafunc):
-    if "db_case" in metafunc.fixturenames:
-        if db_available():
-            cases = load_cases()
-            metafunc.parametrize(
-                "db_case",
-                cases,
-                ids=[f"{row[0]:02d}" for row in cases],
-            )
-        else:
-            metafunc.parametrize("db_case", [])
-
-
-# ── tests ─────────────────────────────────────────────────────────────────────
-
-@skip_if_no_ollama
-@skip_if_no_db
-def test_llm_extracts_params(db_case):
-
-    case_id, query, expected_raw = db_case
-    expected = json.loads(expected_raw)
-
-    llm_result = ask_llm(query)
-    compare(llm_result, expected, case_id, query)
-
-
-@skip_if_no_db
-def test_db_has_54_rows():
-    cases = load_cases()
-    assert len(cases) == 54, f"Expected 54 rows, got {len(cases)}"
-
-
-@skip_if_no_db
-def test_db_columns_are_valid():
-    cases = load_cases()
-    for case_id, query, expected_raw in cases:
-        assert query.strip(), f"Row {case_id}: empty query"
-        try:
-            expected = json.loads(expected_raw)
-        except json.JSONDecodeError as e:
-            pytest.fail(f"Row {case_id}: invalid JSON in expected — {e}")
-        assert "tool" in expected, f"Row {case_id}: missing 'tool' in expected"
-        assert "params" in expected, f"Row {case_id}: missing 'params' in expected"
diff --git a/testing/tests/test_schemas.py b/testing/tests/test_schemas.py
deleted file mode 100644
index f4b4301..0000000
--- a/testing/tests/test_schemas.py
+++ /dev/null
@@ -1,179 +0,0 @@
-import pytest
-from pydantic import ValidationError
-
-from api.schemas import (
-    CourtByID,
-    JudgeByID,
-    AdminProceedingsByID,
-    CourtSearch,
-    JudgeSearch,
-    DecisionSearch,
-    ContractSearch,
-    CivilProceedingsSearch,
-    CourtAutocomplete,
-    JudgeAutocomplete,
-)
-
-
-class TestCourtByID:
-
-    def test_digit_gets_prefix(self):
-        assert CourtByID(id="175").id == "sud_175"
-
-    def test_already_prefixed_unchanged(self):
-        assert CourtByID(id="sud_175").id == "sud_175"
-
-    def test_strips_whitespace(self):
-        assert CourtByID(id="  42  ").id == "sud_42"
-
-    def test_single_digit(self):
-        assert CourtByID(id="1").id == "sud_1"
-
-    def test_large_number(self):
-        assert CourtByID(id="9999").id == "sud_9999"
-
-    def test_non_numeric_string_unchanged(self):
-        assert CourtByID(id="some_string").id == "some_string"
-
-    def test_whitespace_digit_combination(self):
-        assert CourtByID(id=" 7 ").id == "sud_7"
-
-
-class TestJudgeByID:
-
-    def test_digit_gets_prefix(self):
-        assert JudgeByID(id="1").id == "sudca_1"
-
-    def test_already_prefixed_unchanged(self):
-        assert JudgeByID(id="sudca_99").id == "sudca_99"
-
-    def test_strips_whitespace(self):
-        assert JudgeByID(id="  7  ").id == "sudca_7"
-
-    def test_large_number(self):
-        assert JudgeByID(id="12345").id == "sudca_12345"
-
-    def test_non_numeric_string_unchanged(self):
-        assert JudgeByID(id="sudca_abc").id == "sudca_abc"
-
-
-class TestAdminProceedingsByID:
-
-    def test_digit_gets_prefix(self):
-        assert AdminProceedingsByID(id="103").id == "spravneKonanie_103"
-
-    def test_already_prefixed_unchanged(self):
-        assert AdminProceedingsByID(id="spravneKonanie_103").id == "spravneKonanie_103"
-
-    def test_strips_whitespace(self):
-        assert AdminProceedingsByID(id="  55  ").id == "spravneKonanie_55"
-
-    def test_single_digit(self):
-        assert AdminProceedingsByID(id="5").id == "spravneKonanie_5"
-
-    def test_non_numeric_string_unchanged(self):
-        assert AdminProceedingsByID(id="custom_id").id == "custom_id"
-
-
-class TestPaginationDefaults:
-
-    def test_court_search_defaults_are_none(self):
-        obj = CourtSearch()
-        assert obj.page is None
-        assert obj.size is None
-
-    def test_sort_direction_default_asc(self):
-        assert CourtSearch().sortDirection == "ASC"
-
-    def test_sort_direction_desc_accepted(self):
-        assert CourtSearch(sortDirection="DESC").sortDirection == "DESC"
-
-    def test_sort_direction_invalid_rejected(self):
-        with pytest.raises(ValidationError):
-            CourtSearch(sortDirection="INVALID")
-
-    def test_page_cannot_be_negative(self):
-        with pytest.raises(ValidationError):
-            CourtSearch(page=-1)
-
-    def test_size_cannot_be_zero(self):
-        with pytest.raises(ValidationError):
-            CourtSearch(size=0)
-
-    def test_size_one_accepted(self):
-        assert CourtSearch(size=1).size == 1
-
-    def test_page_zero_accepted(self):
-        assert CourtSearch(page=0).page == 0
-
-
-class TestFacetFilters:
-
-    def test_court_search_facet_type_list(self):
-        obj = CourtSearch(typSuduFacetFilter=["Okresný súd", "Krajský súd"])
-        assert len(obj.typSuduFacetFilter) == 2
-
-    def test_judge_search_facet_kraj(self):
-        obj = JudgeSearch(krajFacetFilter=["Bratislavský kraj"])
-        assert obj.krajFacetFilter == ["Bratislavský kraj"]
-
-    def test_decision_search_forma_filter(self):
-        obj = DecisionSearch(formaRozhodnutiaFacetFilter=["Rozsudok"])
-        assert "Rozsudok" in obj.formaRozhodnutiaFacetFilter
-
-    def test_contract_search_typ_dokumentu(self):
-        obj = ContractSearch(typDokumentuFacetFilter=["ZMLUVA", "DODATOK"])
-        assert len(obj.typDokumentuFacetFilter) == 2
-
-    def test_civil_proceedings_usek_filter(self):
-        obj = CivilProceedingsSearch(usekFacetFilter=["C", "O"])
-        assert "C" in obj.usekFacetFilter
-
-
-class TestAutocomplete:
-
-    def test_court_autocomplete_limit_min_one(self):
-        with pytest.raises(ValidationError):
-            CourtAutocomplete(limit=0)
-
-    def test_court_autocomplete_limit_valid(self):
-        assert CourtAutocomplete(limit=5).limit == 5
-
-    def test_judge_autocomplete_guid_sud(self):
-        obj = JudgeAutocomplete(guidSud="sud_100", limit=10)
-        assert obj.guidSud == "sud_100"
-
-    def test_autocomplete_empty_query_accepted(self):
-        assert CourtAutocomplete().query is None
-
-    def test_autocomplete_query_string(self):
-        assert JudgeAutocomplete(query="Novák").query == "Novák"
-
-
-class TestModelDumpExcludeNone:
-
-    def test_excludes_none_fields(self):
-        dumped = CourtSearch(query="Bratislava").model_dump(exclude_none=True)
-        assert "query" in dumped
-        assert "page" not in dumped
-        assert "size" not in dumped
-
-    def test_full_params_included(self):
-        dumped = JudgeSearch(query="Novák", page=0, size=20).model_dump(exclude_none=True)
-        assert dumped["query"] == "Novák"
-        assert dumped["page"] == 0
-        assert dumped["size"] == 20
-
-    def test_empty_schema_dumps_empty_dict(self):
-        assert CourtSearch().model_dump(exclude_none=True) == {}
-
-    def test_empty_schema_excludes_none_fields_only(self):
-        dumped = CourtSearch().model_dump(exclude_none=True)
-        assert dumped.get("sortDirection") == "ASC"
-        assert "page" not in dumped
-        assert "size" not in dumped
-        assert "query" not in dumped
-
-    def test_empty_schema_exclude_defaults(self):
-        dumped = CourtSearch().model_dump(exclude_defaults=True)
-        assert dumped == {}
\ No newline at end of file
diff --git a/testing/tests/test_sys_prompt.py b/testing/tests/test_sys_prompt.py
deleted file mode 100644
index 0fbef32..0000000
--- a/testing/tests/test_sys_prompt.py
+++ /dev/null
@@ -1,123 +0,0 @@
-import pytest
-from core.system_prompt import get_system_prompt
-from core.config import OLLAMA_MODELS, OPENAI_MODELS
-
-MODELS = ["qwen3.5:cloud"]
-
-@pytest.fixture(params=MODELS)
-def prompt(request):
-    return get_system_prompt(request.param)
-
-
-@pytest.fixture(params=MODELS)
-def prompt_lower(request):
-    return get_system_prompt(request.param).lower()
-
-
-class TestPromptContainsModelName:
-
-    def test_model_name_appears_in_prompt(self, prompt, request):
-        model = request.node.callspec.params["prompt"]
-        assert model in prompt
-
-
-class TestRequiredSections:
-
-    def test_has_role_section(self, prompt_lower):
-        assert "role" in prompt_lower
-
-    def test_has_operational_constraints(self, prompt_lower):
-        assert "constraint" in prompt_lower or "not allowed" in prompt_lower or "do not" in prompt_lower
-
-    def test_has_workflow_steps(self, prompt_lower):
-        assert "step" in prompt_lower or "workflow" in prompt_lower
-
-    def test_has_error_recovery(self, prompt_lower):
-        assert "error" in prompt_lower or "not found" in prompt_lower
-
-    def test_has_response_format(self, prompt_lower):
-        assert "format" in prompt_lower or "response" in prompt_lower
-
-
-class TestSupportedDomains:
-
-    def test_courts_mentioned(self, prompt_lower):
-        assert "court" in prompt_lower or "súd" in prompt_lower or "sud" in prompt_lower
-
-    def test_judges_mentioned(self, prompt_lower):
-        assert "judge" in prompt_lower or "sudca" in prompt_lower or "sudcovia" in prompt_lower
-
-    def test_decisions_mentioned(self, prompt_lower):
-        assert "decision" in prompt_lower or "rozhodnut" in prompt_lower
-
-    def test_contracts_mentioned(self, prompt_lower):
-        assert "contract" in prompt_lower or "zmluv" in prompt_lower
-
-    def test_civil_proceedings_mentioned(self, prompt_lower):
-        assert "civil" in prompt_lower or "obcian" in prompt_lower or "pojednavan" in prompt_lower
-
-    def test_admin_proceedings_mentioned(self, prompt_lower):
-        assert "admin" in prompt_lower or "spravne" in prompt_lower or "správne" in prompt_lower
-
-
-class TestConstraints:
-
-    def test_no_legal_advice_constraint(self, prompt_lower):
-        assert "legal advisor" in prompt_lower or "not a lawyer" in prompt_lower or "legal advice" in prompt_lower
-
-    def test_api_only_constraint(self, prompt_lower):
-        assert "api" in prompt_lower
-
-    def test_slovak_language_requirement(self, prompt_lower):
-        assert "slovak" in prompt_lower or "slovensk" in prompt_lower
-
-    def test_no_raw_json_rule(self, prompt_lower):
-        assert "json" in prompt_lower or "technical" in prompt_lower
-
-    def test_no_speculate_rule(self, prompt_lower):
-        assert "speculate" in prompt_lower or "infer" in prompt_lower or "gaps" in prompt_lower
-
-
-class TestPaginationRules:
-
-    def test_page_starts_at_zero_mentioned(self, prompt_lower):
-        assert "page" in prompt_lower and "0" in prompt_lower
-
-    def test_autocomplete_preferred_mentioned(self, prompt_lower):
-        assert "autocomplete" in prompt_lower
-
-
-class TestDateRules:
-
-    def test_date_format_dd_mm_yyyy_mentioned(self, prompt):
-        assert "DD.MM.YYYY" in prompt or "dd.mm.yyyy" in prompt.lower()
-
-    def test_civil_date_field_mentioned(self, prompt_lower):
-        assert "pojednavaniaod" in prompt_lower or "pojednavania" in prompt_lower
-
-    def test_decision_date_field_mentioned(self, prompt_lower):
-        assert "vydaniaod" in prompt_lower or "vydania" in prompt_lower
-
-
-class TestIDNormalizationRules:
-
-    def test_sud_prefix_mentioned(self, prompt_lower):
-        assert "sud_" in prompt_lower
-
-    def test_sudca_prefix_mentioned(self, prompt_lower):
-        assert "sudca_" in prompt_lower
-
-    def test_spravnekonanie_prefix_mentioned(self, prompt_lower):
-        assert "spravnekonanie_" in prompt_lower or "spravne" in prompt_lower
-
-
-class TestPromptLength:
-
-    def test_prompt_is_not_empty(self, prompt):
-        assert len(prompt.strip()) > 0
-
-    def test_prompt_has_minimum_length(self, prompt):
-        assert len(prompt) > 500
-
-    def test_prompt_has_reasonable_max_length(self, prompt):
-        assert len(prompt) < 50_000
\ No newline at end of file
diff --git a/testing/tests/test_tools.py b/testing/tests/test_tools.py
deleted file mode 100644
index 80f5800..0000000
--- a/testing/tests/test_tools.py
+++ /dev/null
@@ -1,257 +0,0 @@
-import pytest
-import httpx
-import respx
-
-from api.fetch_api_data import _cache
-from api.config import JUSTICE_API_BASE
-from api.tools import (
-    court_search,
-    court_id,
-    court_autocomplete,
-    judge_search,
-    judge_id,
-    judge_autocomplete,
-    decision_search,
-    decision_id,
-    decision_autocomplete,
-    contract_search,
-    contract_id,
-    contract_autocomplete,
-    civil_proceedings_search,
-    civil_proceedings_id,
-    civil_proceedings_autocomplete,
-    admin_proceedings_search,
-    admin_proceedings_id,
-    admin_proceedings_autocomplete,
-)
-
-
-EMPTY_LIST_RESPONSE = {"content": [], "totalElements": 0, "numberOfElements": 0}
-
-
-@pytest.fixture(autouse=True)
-def clear_cache():
-    _cache.clear()
-    yield
-    _cache.clear()
-
-
-def make_response(body: dict = None):
-    return httpx.Response(200, json=body or EMPTY_LIST_RESPONSE)
-
-
-@pytest.mark.asyncio
-class TestCourtTools:
-
-    @respx.mock
-    async def test_court_search_calls_correct_url(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/sud").mock(return_value=make_response())
-        await court_search.on_invoke_tool(None, '{"params": {"query": "Bratislava"}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_court_id_calls_correct_url(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/sud/sud_175").mock(
-            return_value=httpx.Response(200, json={"id": "sud_175", "foto": "data"})
-        )
-        await court_id.on_invoke_tool(None, '{"params": {"id": "175"}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_court_id_removes_foto_key(self):
-        respx.get(f"{JUSTICE_API_BASE}/v1/sud/sud_1").mock(
-            return_value=httpx.Response(200, json={"name": "Súd", "foto": "base64"})
-        )
-        result = await court_id.on_invoke_tool(None, '{"params": {"id": "1"}}')
-        assert "foto" not in str(result)
-
-    @respx.mock
-    async def test_court_autocomplete_calls_correct_url(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/sud/autocomplete").mock(return_value=make_response())
-        await court_autocomplete.on_invoke_tool(None, '{"params": {"query": "Kraj"}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_court_search_empty_params(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/sud").mock(return_value=make_response())
-        await court_search.on_invoke_tool(None, '{"params": {}}')
-        assert mock.called
-
-
-@pytest.mark.asyncio
-class TestJudgeTools:
-
-    @respx.mock
-    async def test_judge_search_calls_correct_url(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/sudca").mock(return_value=make_response())
-        await judge_search.on_invoke_tool(None, '{"params": {"query": "Novák"}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_judge_id_normalizes_digit_id(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/sudca/sudca_1").mock(
-            return_value=httpx.Response(200, json={"id": "sudca_1"})
-        )
-        await judge_id.on_invoke_tool(None, '{"params": {"id": "1"}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_judge_id_with_prefix(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/sudca/sudca_42").mock(
-            return_value=httpx.Response(200, json={"id": "sudca_42"})
-        )
-        await judge_id.on_invoke_tool(None, '{"params": {"id": "sudca_42"}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_judge_autocomplete_passes_guid_sud(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/sudca/autocomplete").mock(return_value=make_response())
-        await judge_autocomplete.on_invoke_tool(None, '{"params": {"query": "Novák", "guidSud": "sud_100"}}')
-        assert mock.called
-        params = dict(mock.calls[0].request.url.params)
-        assert params.get("guidSud") == "sud_100"
-
-    @respx.mock
-    async def test_judge_autocomplete_without_guid(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/sudca/autocomplete").mock(return_value=make_response())
-        await judge_autocomplete.on_invoke_tool(None, '{"params": {"query": "Kováč", "limit": 5}}')
-        assert mock.called
-        params = dict(mock.calls[0].request.url.params)
-        assert params.get("query") == "Kováč"
-
-
-@pytest.mark.asyncio
-class TestDecisionTools:
-
-    @respx.mock
-    async def test_decision_search_with_date_range(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/rozhodnutie").mock(return_value=make_response())
-        await decision_search.on_invoke_tool(
-            None, '{"params": {"vydaniaOd": "01.01.2024", "vydaniaDo": "31.01.2024"}}'
-        )
-        assert mock.called
-        params = dict(mock.calls[0].request.url.params)
-        assert params.get("vydaniaOd") == "01.01.2024"
-
-    @respx.mock
-    async def test_decision_search_with_guid_sudca(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/rozhodnutie").mock(return_value=make_response())
-        await decision_search.on_invoke_tool(None, '{"params": {"guidSudca": "sudca_1"}}')
-        assert mock.called
-        params = dict(mock.calls[0].request.url.params)
-        assert params.get("guidSudca") == "sudca_1"
-
-    @respx.mock
-    async def test_decision_id_calls_correct_url(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/rozhodnutie/rozhodnutie_99").mock(
-            return_value=httpx.Response(200, json={"id": "rozhodnutie_99"})
-        )
-        await decision_id.on_invoke_tool(None, '{"params": {"id": "rozhodnutie_99"}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_decision_autocomplete_calls_correct_url(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/rozhodnutie/autocomplete").mock(
-            return_value=make_response()
-        )
-        await decision_autocomplete.on_invoke_tool(None, '{"params": {"query": "Rozsudok", "limit": 5}}')
-        assert mock.called
-        params = dict(mock.calls[0].request.url.params)
-        assert params.get("query") == "Rozsudok"
-
-
-@pytest.mark.asyncio
-class TestContractTools:
-
-    @respx.mock
-    async def test_contract_search_with_guid_sud(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/zmluvy").mock(return_value=make_response())
-        await contract_search.on_invoke_tool(None, '{"params": {"guidSud": "sud_7"}}')
-        assert mock.called
-        params = dict(mock.calls[0].request.url.params)
-        assert params.get("guidSud") == "sud_7"
-
-    @respx.mock
-    async def test_contract_search_typ_dokumentu_filter(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/zmluvy").mock(return_value=make_response())
-        await contract_search.on_invoke_tool(None, '{"params": {"typDokumentuFacetFilter": ["ZMLUVA"]}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_contract_id_calls_correct_url(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/zmluvy/2156252").mock(
-            return_value=httpx.Response(200, json={"idZmluvy": "2156252"})
-        )
-        await contract_id.on_invoke_tool(None, '{"params": {"idZmluvy": "2156252"}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_contract_autocomplete_calls_correct_url(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/zmluvy/autocomplete").mock(
-            return_value=make_response()
-        )
-        await contract_autocomplete.on_invoke_tool(None, '{"params": {"query": "Slovak Telekom"}}')
-        assert mock.called
-        params = dict(mock.calls[0].request.url.params)
-        assert params.get("query") == "Slovak Telekom"
-
-
-@pytest.mark.asyncio
-class TestCivilAndAdminTools:
-
-    @respx.mock
-    async def test_civil_proceedings_search(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/obcianPojednavania").mock(return_value=make_response())
-        await civil_proceedings_search.on_invoke_tool(None, '{"params": {"query": "test"}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_civil_proceedings_id_calls_correct_url(self):
-        uid = "121e4d31-695e-41e1-9191-7c9ad5d8d484"
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/obcianPojednavania/{uid}").mock(
-            return_value=httpx.Response(200, json={"id": uid})
-        )
-        await civil_proceedings_id.on_invoke_tool(None, f'{{"params": {{"id": "{uid}"}}}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_civil_proceedings_autocomplete_calls_correct_url(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/obcianPojednavania/autocomplete").mock(
-            return_value=make_response()
-        )
-        await civil_proceedings_autocomplete.on_invoke_tool(
-            None, '{"params": {"query": "test", "limit": 5}}'
-        )
-        assert mock.called
-
-    @respx.mock
-    async def test_admin_proceedings_search(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/spravneKonanie").mock(return_value=make_response())
-        await admin_proceedings_search.on_invoke_tool(None, '{"params": {"query": "test"}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_admin_proceedings_id_calls_correct_url(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/spravneKonanie/spravneKonanie_103").mock(
-            return_value=httpx.Response(200, json={"id": "spravneKonanie_103"})
-        )
-        await admin_proceedings_id.on_invoke_tool(None, '{"params": {"id": "103"}}')
-        assert mock.called
-
-    @respx.mock
-    async def test_admin_proceedings_autocomplete_calls_correct_url(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/spravneKonanie/autocomplete").mock(
-            return_value=make_response()
-        )
-        await admin_proceedings_autocomplete.on_invoke_tool(
-            None, '{"params": {"query": "konanie", "limit": 10}}'
-        )
-        assert mock.called
-
-    @respx.mock
-    async def test_civil_proceedings_date_params(self):
-        mock = respx.get(f"{JUSTICE_API_BASE}/v1/obcianPojednavania").mock(return_value=make_response())
-        await civil_proceedings_search.on_invoke_tool(
-            None, '{"params": {"pojednavaniaOd": "01.01.2024", "pojednavaniaDo": "31.01.2024"}}'
-        )
-        assert mock.called
\ No newline at end of file
      2. + ), + td: ({ className, ...props }) => ( + + ), + tr: ({ className, ...props }) => ( +