create tools.py

api/tools.py

@@ -0,0 +1,284 @@
+from agents import function_tool
+from api.fetch_api_data import fetch_api_data
+from api.schemas import (
+    CourtSearch, CourtByID, CourtAutocomplete,
+    JudgeSearch, JudgeByID, JudgeAutocomplete,
+    DecisionSearch, DecisionByID, DecisionAutocomplete,
+    ContractSearch, ContractByID, ContractAutocomplete,
+    CivilProceedingsSearch, CivilProceedingsByID, CivilProceedingsAutocomplete,
+    AdminProceedingsSearch, AdminProceedingsByID, AdminProceedingsAutocomplete,
+)
+from api.config import JUSTICE_API_BASE
+
+####################################################################################################################
+#  .../v1/sud
+####################################################################################################################
+
+@function_tool
+async def court_search(params: CourtSearch) -> dict:
+    """
+    Fetch a list of courts from the Justice API with optional filtering.
+    Args:
+        params (CourtSearch): Filtering and pagination parameters.
+    Returns:
+        dict: A dictionary containing a list of courts and related metadata.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/sud"
+
+    return await fetch_api_data(icon="🏛️️", url=url, params=params.model_dump(exclude_none=True))
+
+@function_tool
+async def court_id(params: CourtByID) -> dict:
+    """
+    Fetch detailed information about a specific court by its identifier.
+    Args:
+        params (CourtByID): Unique identifier of the court.
+    Returns:
+        dict: Details of the specified court.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/sud/{params.id}"
+
+    return await fetch_api_data(icon="🏛️️", url=url, params={}, remove_keys=['foto'])
+
+@function_tool
+async def court_autocomplete(params: CourtAutocomplete) -> dict:
+    """
+    Fetch autocomplete suggestions for court names.
+    Args:
+        params (CourtAutocomplete): Parameters for autocomplete.
+    Returns:
+        dict: Suggested court names matching the input query.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/sud/autocomplete"
+
+    return await fetch_api_data(icon="🏛️️", url=url, params=params.model_dump(exclude_none=True))
+
+####################################################################################################################
+#  .../v1/sudca
+####################################################################################################################
+
+@function_tool
+async def judge_search(params: JudgeSearch) -> dict:
+    """
+    Fetch a list of judges from the Justice API with optional filtering.
+    Args:
+         params (JudgeSearch): Filtering and pagination parameters.
+    Returns:
+        dict: A dictionary containing a list of judges and related metadata.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/sudca"
+
+    return await fetch_api_data(icon="🧑‍⚖️", url=url, params=params.model_dump(exclude_none=True), remove_keys=['sudcaMapList'])
+
+
+@function_tool
+async def judge_id(params: JudgeByID) -> dict:
+    """
+    Fetch detailed information about a specific judge by their identifier.
+    Args:
+        params (JudgeByID): Unique identifier of the judge.
+    Returns:
+        dict: Details of the specified judge.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/sudca/{params.id}"
+
+    return await fetch_api_data(icon="🧑‍⚖️", url=url, params={})
+
+
+@function_tool
+async def judge_autocomplete(params: JudgeAutocomplete) -> dict:
+    """
+    Fetch autocomplete suggestions for judges' names.
+    Args:
+        params (JudgeAutocomplete): Parameters for autocomplete query (e.g., partial name).
+    Returns:
+        dict: Suggested judge names matching the input query.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/sudca/autocomplete"
+
+    return await fetch_api_data(icon="🧑‍⚖️", url=url, params=params.model_dump(exclude_none=True))
+
+####################################################################################################################
+# .../v1/rozhodnutie
+####################################################################################################################
+
+@function_tool
+async def decision_search(params: DecisionSearch) -> dict:
+    """
+    Fetch a list of decisions from the Justice API with optional filtering.
+    Args:
+        params (DecisionSearch): Filtering and pagination parameters.
+    Returns:
+        dict: A dictionary containing a list of decisions and related metadata.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/rozhodnutie"
+
+    return await fetch_api_data(icon="⚖️️", url=url, params=params.model_dump(exclude_none=True))
+
+
+@function_tool
+async def decision_id(params: DecisionByID) -> dict:
+    """
+    Fetch detailed information about a specific decision by its identifier.
+    Args:
+        params (DecisionByID): Unique identifier of the decision.
+    Returns:
+        dict: Details of the specified decision.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/rozhodnutie/{params.id}"
+
+    return await fetch_api_data(icon="⚖️️", url=url, params={})
+
+@function_tool
+async def decision_autocomplete(params: DecisionAutocomplete) -> dict:
+    """
+    Fetch autocomplete suggestions for decision-related search terms.
+    Args:
+        params (DecisionAutocomplete): Parameters for autocomplete.
+    Returns:
+        dict: Suggested values matching the input query.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/rozhodnutie/autocomplete"
+
+    return await fetch_api_data(icon="⚖️️", url=url, params=params.model_dump(exclude_none=True))
+
+####################################################################################################################
+# .../v1/zmluvy
+####################################################################################################################
+
+@function_tool
+async def contract_search(params: ContractSearch) -> dict:
+    """
+    Fetch a list of contracts from the Justice API with optional filtering.
+    Args:
+        params (ContractSearch): Filtering and pagination parameters.
+    Returns:
+        dict: A dictionary containing a list of contracts and related metadata.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/zmluvy"
+
+    return await fetch_api_data(icon="📃", url=url, params=params.model_dump(exclude_none=True))
+
+
+@function_tool
+async def contract_id(params: ContractByID) -> dict:
+    """
+    Fetch detailed information about a specific contract by its identifier.
+    Args:
+        params (ContractByID): Unique identifier of the contract.
+    Returns:
+        dict: Details of the specified contract.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/zmluvy/{params.idZmluvy}"
+
+    return await fetch_api_data(icon="📃", url=url, params={})
+
+@function_tool
+async def contract_autocomplete(params: ContractAutocomplete) -> dict:
+    """
+    Fetch autocomplete suggestions for contract-related search terms.
+    Args:
+        params (ContractAutocomplete): Parameters for autocomplete query (e.g., partial text).
+    Returns:
+        dict: Suggested values matching the input query.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/zmluvy/autocomplete"
+
+    return await fetch_api_data(icon="📃", url=url, params=params.model_dump(exclude_none=True))
+
+####################################################################################################################
+#  .../v1/obcianPojednavania
+####################################################################################################################
+
+@function_tool
+async def civil_proceedings_search(params: CivilProceedingsSearch) -> dict:
+    """
+    Fetch a list of civil proceedings and publicly announced judgments
+    from the Justice API with optional filtering.
+    Args:
+        params (CivilProceedingsSearch): Filtering and pagination parameters.
+    Returns:
+        dict: A dictionary containing a list of civil proceedings and related metadata.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/obcianPojednavania"
+
+    return await fetch_api_data(icon="🖊️", url=url, params=params.model_dump(exclude_none=True))
+
+@function_tool
+async def civil_proceedings_id(params: CivilProceedingsByID) -> dict:
+    """
+    Fetch detailed information about a specific civil proceeding
+    and publicly announced judgment by its identifier.
+    Args:
+        params (CivilProceedingsByID): Unique identifier of the civil proceeding.
+    Returns:
+        dict: Details of the specified civil proceeding and judgment.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/obcianPojednavania/{params.id}"
+
+    return await fetch_api_data(icon="🖊️", url=url, params={})
+
+@function_tool
+async def civil_proceedings_autocomplete(params: CivilProceedingsAutocomplete) -> dict:
+    """
+    Fetch autocomplete suggestions for civil proceeding search terms.
+    Args:
+        params (CivilProceedingsAutocomplete): Parameters for autocomplete query (e.g., partial text).
+    Returns:
+        dict: Suggested values matching the input query.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/obcianPojednavania/autocomplete"
+
+    return await fetch_api_data(icon="🖊️", url=url, params=params.model_dump(exclude_none=True))
+
+####################################################################################################################
+# .../v1/spravneKonanie
+####################################################################################################################
+
+@function_tool
+async def admin_proceedings_search(params: AdminProceedingsSearch) -> dict:
+    """
+    Fetch a list of administrative proceedings from the Justice API with optional filtering.
+    Args:
+        params (AdminProceedingsSearch): Filtering and pagination parameters.
+    Returns:
+        dict: A dictionary containing a list of administrative proceedings and related metadata.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/spravneKonanie"
+
+    return await fetch_api_data(icon="✒️", url=url, params=params.model_dump(exclude_none=True))
+
+@function_tool
+async def admin_proceedings_id(params: AdminProceedingsByID) -> dict:
+    """
+    Fetch detailed information about a specific administrative proceeding by its identifier.
+    Args:
+        params (AdminProceedingsByID): Unique identifier of the administrative proceeding.
+    Returns:
+        dict: Details of the specified administrative proceeding.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/spravneKonanie/{params.id}"
+
+    return await fetch_api_data(icon="✒️", url=url, params={})
+
+@function_tool
+async def admin_proceedings_autocomplete(params: AdminProceedingsAutocomplete) -> dict:
+    """
+    Fetch autocomplete suggestions for administrative proceeding search terms.
+    Args:
+        params (AdminProceedingsAutocomplete): Parameters for autocomplete query (e.g., partial text).
+    Returns:
+        dict: Suggested values matching the input query.
+    """
+    url = f"{JUSTICE_API_BASE}/v1/spravneKonanie/autocomplete"
+
+    return await fetch_api_data(icon="✒️", url=url, params=params.model_dump(exclude_none=True))
+
+ALL_TOOLS = [
+    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,
+]

api/tools/admin_proceedings.py

@@ -1,48 +0,0 @@
-from api.fetch_api_data import fetch_api_data
-
-from api.schemas import (AdminProceedingsSearch,
-                         AdminProceedingsByID,
-                         AdminProceedingsAutocomplete)
-from agents import function_tool
-from api.config import JUSTICE_API_BASE
-
-class AdminProceedingsAPI:
-
-    @function_tool
-    async def admin_proceedings(self, params: AdminProceedingsSearch) -> dict:
-        """
-        Fetch a list of administrative proceedings from the Justice API with optional filtering.
-        Args:
-            params (AdminProceedingsSearch): Filtering and pagination parameters.
-        Returns:
-            dict: A dictionary containing a list of administrative proceedings and related metadata.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/spravneKonanie"
-
-        return await fetch_api_data(icon="✒️", url=url, params=params.model_dump(exclude_none=True))
-
-    @function_tool
-    async def admin_proceedings_id(self, params: AdminProceedingsByID) -> dict:
-        """
-        Fetch detailed information about a specific administrative proceeding by its identifier.
-        Args:
-            params (AdminProceedingsByID): Unique identifier of the administrative proceeding.
-        Returns:
-            dict: Details of the specified administrative proceeding.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/spravneKonanie/{params.id}"
-
-        return await fetch_api_data(icon="✒️", url=url, params={})
-
-    @function_tool
-    async def admin_proceedings_autocomplete(self, params: AdminProceedingsAutocomplete) -> dict:
-        """
-        Fetch autocomplete suggestions for administrative proceeding search terms.
-        Args:
-            params (AdminProceedingsAutocomplete): Parameters for autocomplete query (e.g., partial text).
-        Returns:
-            dict: Suggested values matching the input query.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/spravneKonanie/autocomplete"
-
-        return await fetch_api_data(icon="✒️", url=url, params=params.model_dump(exclude_none=True))

api/tools/civil_proceedings.py

@@ -1,56 +0,0 @@
-from api.fetch_api_data import fetch_api_data
-from api.schemas import (CivilProceedingsSearch,
-                         CivilProceedingsByID,
-                         CivilProceedingsAutocomplete)
-from agents import function_tool
-from api.config import JUSTICE_API_BASE
-
-
-class CivilProceedingsAPI:
-
-    @function_tool
-    async def civil_proceedings(self, params: CivilProceedingsSearch) -> dict:
-        """
-        Fetch a list of civil proceedings and publicly announced judgments
-        from the Justice API with optional filtering.
-
-        Args:
-            params (CivilProceedingsSearch): Filtering and pagination parameters.
-
-        Returns:
-            dict: A dictionary containing a list of civil proceedings and related metadata.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/obcianPojednavania"
-
-        return await fetch_api_data(icon="🖊️", url=url, params=params.model_dump(exclude_none=True))
-
-    @function_tool
-    async def civil_proceedings_id(self, params: CivilProceedingsByID) -> dict:
-        """
-        Fetch detailed information about a specific civil proceeding
-        and publicly announced judgment by its identifier.
-
-        Args:
-            params (CivilProceedingsByID): Unique identifier of the civil proceeding.
-
-        Returns:
-            dict: Details of the specified civil proceeding and judgment.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/obcianPojednavania/{params.id}"
-
-        return await fetch_api_data(icon="🖊️", url=url, params={})
-
-    @function_tool
-    async def civil_proceedings_autocomplete(self, params: CivilProceedingsAutocomplete) -> dict:
-        """
-        Fetch autocomplete suggestions for civil proceeding search terms.
-
-        Args:
-            params (CivilProceedingsAutocomplete): Parameters for autocomplete query (e.g., partial text).
-
-        Returns:
-            dict: Suggested values matching the input query.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/obcianPojednavania/autocomplete"
-
-        return await fetch_api_data(icon="🖊️", url=url, params=params.model_dump(exclude_none=True))

api/tools/contracts.py

@@ -1,52 +0,0 @@
-from api.fetch_api_data import fetch_api_data
-from api.schemas import ContractSearch, ContractByID, ContractAutocomplete
-from agents import function_tool
-from api.config import JUSTICE_API_BASE
-
-class ContractsAPI:
-
-    @function_tool
-    async def contract(self, params: ContractSearch) -> dict:
-        """
-        Fetch a list of contracts from the Justice API with optional filtering.
-
-        Args:
-            params (ContractSearch): Filtering and pagination parameters.
-
-        Returns:
-            dict: A dictionary containing a list of contracts and related metadata.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/zmluvy"
-
-        return await fetch_api_data(icon="📃", url=url, params=params.model_dump(exclude_none=True))
-
-
-    @function_tool
-    async def contract_id(self, params: ContractByID) -> dict:
-        """
-        Fetch detailed information about a specific contract by its identifier.
-
-        Args:
-            params (ContractByID): Unique identifier of the contract.
-
-        Returns:
-            dict: Details of the specified contract.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/zmluvy/{params.idZmluvy}"
-
-        return await fetch_api_data(icon="📃", url=url, params={})
-
-    @function_tool
-    async def contract_autocomplete(self, params: ContractAutocomplete) -> dict:
-        """
-        Fetch autocomplete suggestions for contract-related search terms.
-
-        Args:
-            params (ContractAutocomplete): Parameters for autocomplete query (e.g., partial text).
-
-        Returns:
-            dict: Suggested values matching the input query.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/zmluvy/autocomplete"
-
-        return await fetch_api_data(icon="📃", url=url, params=params.model_dump(exclude_none=True))

api/tools/courts.py

@@ -1,45 +0,0 @@
-from api.fetch_api_data import fetch_api_data
-from api.schemas import CourtSearch, CourtByID, CourtAutocomplete
-from agents import function_tool
-from api.config import JUSTICE_API_BASE
-
-class CourtsAPI:
-
-    @function_tool
-    async def court(self, params: CourtSearch) -> dict:
-        """
-        Fetch a list of courts from the Justice API with optional filtering.
-        Args:
-            params (CourtSearch): Filtering and pagination parameters.
-        Returns:
-            dict: A dictionary containing a list of courts and related metadata.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/sud"
-
-        return await fetch_api_data(icon="🏛️️", url=url, params=params.model_dump(exclude_none=True))
-
-    @function_tool
-    async def court_id(self, params: CourtByID) -> dict:
-        """
-        Fetch detailed information about a specific court by its identifier.
-        Args:
-            params (CourtByID): Unique identifier of the court.
-        Returns:
-            dict: Details of the specified court.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/sud/{params.id}"
-
-        return await fetch_api_data(icon="🏛️️", url=url, params={}, remove_keys=['foto'])
-
-    @function_tool
-    async def court_autocomplete(self, params: CourtAutocomplete) -> dict:
-        """
-        Fetch autocomplete suggestions for court names.
-        Args:
-            params (CourtAutocomplete): Parameters for autocomplete.
-        Returns:
-            dict: Suggested court names matching the input query.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/sud/autocomplete"
-
-        return await fetch_api_data(icon="🏛️️", url=url, params=params.model_dump(exclude_none=True))

api/tools/decisions.py

@@ -1,46 +0,0 @@
-from api.fetch_api_data import fetch_api_data
-from api.schemas import DecisionSearch, DecisionByID, DecisionAutocomplete
-from agents import function_tool
-from api.config import JUSTICE_API_BASE
-
-class DecisionsAPI:
-
-    @function_tool
-    async def decision(self, params: DecisionSearch) -> dict:
-        """
-        Fetch a list of decisions from the Justice API with optional filtering.
-        Args:
-            params (DecisionSearch): Filtering and pagination parameters.
-        Returns:
-            dict: A dictionary containing a list of decisions and related metadata.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/rozhodnutie"
-
-        return await fetch_api_data(icon="⚖️️", url=url, params=params.model_dump(exclude_none=True))
-
-
-    @function_tool
-    async def decision_id(self, params: DecisionByID) -> dict:
-        """
-        Fetch detailed information about a specific decision by its identifier.
-        Args:
-            params (DecisionByID): Unique identifier of the decision.
-        Returns:
-            dict: Details of the specified decision.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/rozhodnutie/{params.id}"
-
-        return await fetch_api_data(icon="⚖️️", url=url, params={})
-
-    @function_tool
-    async def decision_autocomplete(self, params: DecisionAutocomplete) -> dict:
-        """
-        Fetch autocomplete suggestions for decision-related search terms.
-        Args:
-            params (DecisionAutocomplete): Parameters for autocomplete.
-        Returns:
-            dict: Suggested values matching the input query.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/rozhodnutie/autocomplete"
-
-        return await fetch_api_data(icon="⚖️️", url=url, params=params.model_dump(exclude_none=True))

api/tools/judges.py

@@ -1,48 +0,0 @@
-from api.fetch_api_data import fetch_api_data
-from api.schemas import JudgeSearch, JudgeByID, JudgeAutocomplete
-from agents import function_tool
-from api.config import JUSTICE_API_BASE
-
-
-class JudgesAPI:
-
-    @function_tool
-    async def judge(self, params: JudgeSearch) -> dict:
-        """
-        Fetch a list of judges from the Justice API with optional filtering.
-        Args:
-             params (JudgeSearch): Filtering and pagination parameters.
-        Returns:
-            dict: A dictionary containing a list of judges and related metadata.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/sudca"
-
-        return await fetch_api_data(icon="🧑‍⚖️", url=url, params=params.model_dump(exclude_none=True), remove_keys=['sudcaMapList'])
-
-
-    @function_tool
-    async def judge_id(self, params: JudgeByID) -> dict:
-        """
-        Fetch detailed information about a specific judge by their identifier.
-        Args:
-            params (JudgeByID): Unique identifier of the judge.
-        Returns:
-            dict: Details of the specified judge.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/sudca/{params.id}"
-
-        return await fetch_api_data(icon="🧑‍⚖️", url=url, params={})
-
-
-    @function_tool
-    async def judge_autocomplete(self, params: JudgeAutocomplete) -> dict:
-        """
-        Fetch autocomplete suggestions for judges' names.
-        Args:
-            params (JudgeAutocomplete): Parameters for autocomplete query (e.g., partial name).
-        Returns:
-            dict: Suggested judge names matching the input query.
-        """
-        url = f"{JUSTICE_API_BASE}/v1/sudca/autocomplete"
-
-        return await fetch_api_data(icon="🧑‍⚖️", url=url, params=params.model_dump(exclude_none=True))

app.py

@@ -62,7 +62,7 @@ async def main(message: cl.Message):
     if len(history) > MAX_HISTORY:
         history = history[-MAX_HISTORY:]
 
-    async with cl.Step(name="🔍 Fetching data...") as step:
+    async with cl.Step(name="🔍 Fetching data...", type="run") as step:
         log_lines = []
 
         def on_log(line: str):

core/init_agent.py

@@ -4,12 +4,7 @@ from agents import set_tracing_disabled
 
 from core.config import DEFAULT_MODEL, OLLAMA_BASE_URL, OLLAMA_API_KEY, OLLAMA_TIMEOUT, AGENT_TEMPERATURE
 from core.system_prompt import get_system_prompt
-from api.tools.judges import JudgesAPI
+from api.tools import ALL_TOOLS
-from api.tools.courts import CourtsAPI
-from api.tools.contracts import ContractsAPI
-from api.tools.decisions import DecisionsAPI
-from api.tools.admin_proceedings import AdminProceedingsAPI
-from api.tools.civil_proceedings import CivilProceedingsAPI
 
 set_tracing_disabled(True)
 
@@ -22,13 +17,6 @@ class MyAgentHooks(AgentHooks):
 
 def assistant_agent(model_name: str = DEFAULT_MODEL) -> Agent:
 
-    judge_api = JudgesAPI()
-    court_api = CourtsAPI()
-    contract_api = ContractsAPI()
-    decision_api = DecisionsAPI()
-    admin_proceedings_api = AdminProceedingsAPI()
-    civil_proceedings_api = CivilProceedingsAPI()
-
     client = AsyncOpenAI(
         base_url=OLLAMA_BASE_URL,
         api_key=OLLAMA_API_KEY,
@@ -42,16 +30,7 @@ def assistant_agent(model_name: str = DEFAULT_MODEL) -> Agent:
         instructions=get_system_prompt(model_name),
         model=model,
         model_settings=ModelSettings(temperature=AGENT_TEMPERATURE, tool_choice="auto", parallel_tool_calls=False),
-        tools=[
+        tools=ALL_TOOLS,
-            judge_api.judge, judge_api.judge_id, judge_api.judge_autocomplete,
-            court_api.court, court_api.court_id, court_api.court_autocomplete,
-            contract_api.contract, contract_api.contract_id, contract_api.contract_autocomplete,
-            decision_api.decision, decision_api.decision_id, decision_api.decision_autocomplete,
-            admin_proceedings_api.admin_proceedings, admin_proceedings_api.admin_proceedings_id,
-            admin_proceedings_api.admin_proceedings_autocomplete,
-            civil_proceedings_api.civil_proceedings, civil_proceedings_api.civil_proceedings_id,
-            civil_proceedings_api.civil_proceedings_autocomplete,
-        ],
         tool_use_behavior="run_llm_again",
         reset_tool_choice=True,
         hooks=MyAgentHooks(),

core/system_prompt.py

@@ -47,7 +47,7 @@ def get_system_prompt(model_name: str) -> str:
     Automatically fix common user errors BEFORE calling any tool:
     - Slovak diacritics: `Novak` → try both `Novak` AND `Novák`; `Kos` → `Košice`
     - Court names: `Okresný súd v Košice` → `Okresný súd Košice I`
-    - Dates: `12 decembra 2024` → `12.12.2024`; `december 2024` → `01.12.2024` to `31.12.2024`
+    - Dates: `12 decembra 2024` → `12.12.2024`; `december 2024` → `01.12.2024` to `31.12.2024`; `január 2024` → `01.01.2024` to `31.01.2024`
     - IDs: `175` → `sud_175`; `sudca 42` → `sudca_42`
     - Region names: always use full form with "kraj": `Bratislava` → `Bratislavský kraj`
     
@@ -56,43 +56,68 @@ def get_system_prompt(model_name: str) -> str:
     1. **First: call `judge_autocomplete`** (or equivalent autocomplete for other domains)
        - Use the name as `query`, set `limit=10`
        - This returns exact name matches regardless of alphabetical pagination
-    2. **If autocomplete returns results:** use the returned IDs to call `judge_id` for full details
+    2. **If autocomplete returns results:** use the returned IDs to call `judge_by_id` for full details
     3. **If autocomplete returns nothing:** fall back to general search with `query=name` and `size=50`
     4. **Never** rely on page 0 of general search results when looking for a specific name — results are alphabetical and the person may be on page 10+
     
-    ### Step 4 — Diacritics Handling (CRITICAL)
+    ### Step 4 — Court-to-Filter Chaining (CRITICAL)
+    When a user mentions a specific court by name AND requests data from another domain (judges, contracts, proceedings):
+    1. First call `court_autocomplete` to find the court and get its ID (e.g. `sud_123`)
+    2. Then pass that ID as `guidSud` in the next search call
+    3. NEVER search judges/contracts/proceedings without `guidSud` when the user specified a court
+    
+    Example:
+    - User: "Zmluvy Krajského súdu v Bratislave"
+    - Step 1: court_autocomplete(query="Krajský súd v Bratislave") → returns id: "sud_7"
+    - Step 2: contract_search(guidSud="sud_7") ✅
+    - WRONG: contract_search() without guidSud ❌
+    
+    ### Step 5 — Diacritics Handling (CRITICAL)
     Slovak names with special characters (á, é, í, ó, ú, ý, ä, č, ď, ě, ľ, ĺ, ň, ô, ŕ, š, ť, ž) must be handled carefully:
     - Always attempt the search with the diacritics-correct form first: `Novák`, not `Novak`
     - If no results, retry without diacritics: `Novak`
     - If still no results, try common variants: `Nováková`, `Novakova`
     - Inform the user which variant was used
     
-    ### Step 5 — Pagination Handling
+    ### Step 6 — Pagination Handling (CRITICAL)
+    - **page starts at 0, NOT 1. First page = page=0. Second page = page=1.**
     - Default API page size is 20. Total results may be 2365+ for broad queries.
     - When total results > available results shown, always inform the user there are more
     - Suggest filtering by region (kraj), court type, or status to narrow results
-    - Never silently show only page 1 without mentioning it's a subset
+    - Never silently show only page 0 without mentioning it's a subset
     
-    ### Step 6 — Parameter Validation
+    ### Step 7 — Date Parameters (CRITICAL)
+    Always extract AND pass date parameters when the user mentions any time period:
+    - "v januári 2024" → `pojednavaniaOd="01.01.2024"`, `pojednavaniaDo="31.01.2024"`
+    - "december 2024" → `vydaniaOd="01.12.2024"`, `vydaniaDo="31.12.2024"`
+    - "v roku 2023" → use full year range Od="01.01.2023", Do="31.12.2023"
+    - NEVER ignore a date or time period mentioned by the user
+    - Each endpoint uses a different date field — use the correct one per domain:
+      - Civil proceedings: `pojednavaniaOd` / `pojednavaniaDo`
+      - Decisions: `vydaniaOd` / `vydaniaDo`
+      - Contracts: `datumZverejeneniaOd` / `datumZverejeneniaDo`
+      - Administrative proceedings: `datumPravoplatnostiOd` / `datumPravoplatnostiDo`
+    
+    ### Step 8 — Parameter Validation
     Before calling any tool, validate:
-    - Date formats match the expected format for that endpoint (DD.MM.YYYY or YYYY-MM-DD — check per tool)
+    - Date formats match the expected format for that endpoint (DD.MM.YYYY — check per tool)
     - IDs follow the correct prefix pattern (sud_, sudca_, spravneKonanie_, etc.)
     - Facet filter values are from known valid options (e.g. region names are exact API values)
-    - `page` is ≥ 1 (never 0)
+    - `page` starts at 0 — never use negative values
     
-    ### Step 7 — Tool Invocation
+    ### Step 9 — Tool Invocation
     Call the appropriate tool with validated, normalized parameters.
     If a parameter is uncertain (e.g., user gave an ambiguous court name), either:
     - Ask the user to confirm before calling, OR
     - Use autocomplete to find the correct value first
     
-    ### Step 8 — Result Handling
+    ### Step 10 — Result Handling
     ✅ Results found : Summarize clearly, show structured list
     ⚠️ Empty results : Explain calmly, suggest alternatives
     📄 Partial results (paginated) : Show what was found, mention total count, suggest filtering
     ❌ API error : Inform user politely, suggest retry
     
-    ### Step 9 — Response Generation
+    ### Step 11 — Response Generation
     Always respond in **Slovak**. Format rules:
     - Use numbered lists for multiple results
     - Show: name, role/function, court, region, status (active/inactive)
@@ -109,6 +134,8 @@ def get_system_prompt(model_name: str) -> str:
     Unknown court name -> Use court autocomplete to find correct name
     Date format unclear -> Ask user to confirm or infer from context
     ID format wrong -> Normalize automatically (add prefix)
+    Court mentioned but guidSud missing -> Always resolve court ID via autocomplete first
+    Date mentioned but not passed -> Always extract and pass date parameters
     
     ---
     
@@ -134,7 +161,7 @@ def get_system_prompt(model_name: str) -> str:
     
     **Paginated results:**
     ```
-    Celkovo: 2 365 výsledkov. Zobrazujem prvých 10.
+    Celkovo: 2 365 výsledkov. Zobrazujem prvých 20.
     Pre presnejšie výsledky uveďte kraj alebo typ súdu.
     
     1. JUDr. Alena Adamcová — Najvyšší súd SR (aktívny)