more optmizations
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@@ -59,11 +59,10 @@ def embed(text, input_type):
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assert resp.embeddings.float_ is not None
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return resp.embeddings.float_[0]
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def search(query, roles: list[str], limit: int = 5) -> list[dict]:
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def search(query, roles: list[str], limit: int = 3, max_content_length: int = 1500) -> list[dict]:
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query_embedding = embed(query, 'search_query')
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if not roles:
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# No roles = no results
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return []
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rows = conn.execute(
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@@ -71,7 +70,13 @@ def search(query, roles: list[str], limit: int = 5) -> list[dict]:
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(roles, query_embedding, limit)
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).fetchall()
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return [{'key': row['key'], 'content': row['content']} for row in rows]
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docs = []
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for row in rows:
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content = row['content'] or ''
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if len(content) > max_content_length:
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content = content[:max_content_length] + '...[truncated, use get_document_page for full text]'
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docs.append({'key': row['key'], 'content': content})
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return docs
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@mcp.tool
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def get_cave_location(cave: str, state: str, county: str) -> list[dict]:
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@@ -23,9 +23,9 @@ logger.info("Initializing Cavepedia agent...")
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def limit_history(ctx: RunContext[None], messages: list[ModelMessage]) -> list[ModelMessage]:
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"""Limit conversation history to manage token usage and request size."""
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# Keep only the last few messages to avoid large requests hitting Cloudflare limits
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return messages[-4:]
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"""Limit conversation history to manage token usage."""
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# Keep last 8 messages for context, but not unlimited
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return messages[-8:]
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def check_mcp_available(url: str, timeout: float = 5.0) -> bool:
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"""Check if MCP server is reachable via health endpoint."""
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@@ -54,7 +54,7 @@ Rules:
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4. Can create ascii diagrams/maps.
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5. Be direct—no sycophantic phrases.
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6. Keep responses concise.
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7. Use tools sparingly—one search usually suffices. Answer from your knowledge when possible."""
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7. Search ONCE, then answer with what you found. Do not search repeatedly for the same topic."""
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def create_agent(user_roles: list[str] | None = None):
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