From 007aa635280b7ac440973c19f0957277feee8360 Mon Sep 17 00:00:00 2001
From: Pakobbix <Pakobbix@gmail.com>
Date: Tue, 19 Aug 2025 14:54:43 +0200
Subject: [PATCH] Wikelo ship missions are now a db to reduce the clutter of
 information via RAG and get accurate and non-hallucinated output.

---
 databases/wikelo_crafting.db             | Bin 0 -> 36864 bytes
 llm_tools/star_citizen_info_retrieval.py | 108 ++++++++++++++++++++++-
 2 files changed, 107 insertions(+), 1 deletion(-)
 create mode 100644 databases/wikelo_crafting.db

diff --git a/databases/wikelo_crafting.db b/databases/wikelo_crafting.db
new file mode 100644
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diff --git a/llm_tools/star_citizen_info_retrieval.py b/llm_tools/star_citizen_info_retrieval.py
index 3ee9da3..1865a39 100644
--- a/llm_tools/star_citizen_info_retrieval.py
+++ b/llm_tools/star_citizen_info_retrieval.py
@@ -822,7 +822,113 @@ class Tools:
         print(final_output)
         return final_output
 
+    async def fetch_wikelo_information(
+            self,
+            mission_ship_name: str,
+            __event_emitter__: Callable[[dict], Any] = None,
+        ):
+            """
+            Retrieves all columns for the Wikelo entry whose *mission* or *ship_name*
+            best matches ``mission_ship_name`` using fuzzy search.
+
+            Parameters
+            ----------
+            mission_ship_name : str
+                The string to match against the `missions` and `ship_name`
+                fields of the table.
+            __event_emitter__ : Callable[[dict], Any] | None
+                Optional async callback that receives status updates.
+
+            Returns
+            -------
+            str
+                A formatted summary of the matched entry, or an error message.
+            """
+            emitter = EventEmitter(__event_emitter__)
+
+            try:
+                await emitter.progress_update(
+                    f"Searching Wikelo database for '{mission_ship_name}'"
+                )
+
+                # ------------------------------------------------------------------
+                # 1. Pull all rows from the database
+                # ------------------------------------------------------------------
+                conn = sqlite3.connect(self.db_path + "/wikelo_crafting.db")
+                cursor = conn.cursor()
+                cursor.execute(
+                    """
+                    SELECT missions, ship_name, components, costs, rewards
+                    FROM Wikelo_information
+                    """
+                )
+                rows = cursor.fetchall()
+                conn.close()
+
+                if not rows:
+                    await emitter.error_update("No entries found in the Wikelo database.")
+                    return "No entries found."
+
+                # ------------------------------------------------------------------
+                # 2. Build a searchable list that keeps a reference to each row.
+                #    We create two separate search items per row – one for
+                #    the mission and one for the ship name.
+                # ------------------------------------------------------------------
+                search_items = []  # List of tuples: (search_string, label, full_row)
+                for row in rows:
+                    mission, ship_name, components, costs, rewards = row
+                    search_items.append((mission, "mission", row))
+                    search_items.append((ship_name, "ship", row))
+
+                # ------------------------------------------------------------------
+                # 3. Find the best fuzzy match against all searchable strings.
+                # ------------------------------------------------------------------
+                best_match = process.extractOne(
+                    mission_ship_name,
+                    [item[0] for item in search_items],
+                )
+
+                if not best_match:
+                    await emitter.error_update(f"No close match found for '{mission_ship_name}'.")
+                    return f"No close match found for '{mission_ship_name}'."
+
+                matched_string, score = best_match
+
+                # ------------------------------------------------------------------
+                # 4. Retrieve the full row that produced the matched string.
+                # ------------------------------------------------------------------
+                matched_row = None
+                for text, label, row in search_items:
+                    if text == matched_string:
+                        matched_row = row
+                        break
+
+                if not matched_row:
+                    await emitter.error_update("Matched entry could not be found.")
+                    return "Error: matched entry could not be located."
+
+                # ------------------------------------------------------------------
+                # 5. Build the output string.
+                # ------------------------------------------------------------------
+                mission, ship_name, components, costs, rewards = matched_row
+                result_text = (
+                    f"**Mission:** {mission}\n"
+                    f"**Ship Name:** {ship_name}\n"
+                    f"**Components:** {components}\n"
+                    f"**Costs:** {costs}\n"
+                    f"**Rewards:** {rewards}"
+                )
+
+                await emitter.success_update(
+                    f"Found a close match ({matched_string}) with score {score}."
+                )
+            except Exception as exc:
+                result_text = f"Error retrieving Wikelo information: {exc}"
+                await emitter.error_update(result_text)
+
+            print(result_text)
+            return "If possible, also mention where to find the materials needed.\n" + result_text
 
 if __name__ == "__main__":
     info_printer = Tools()
-    asyncio.run(info_printer.list_rentable_ships())
+    asyncio.run(info_printer.fetch_wikelo_information("Nox"))