Cognitive Profile

from mengram import Mengram

m = Mengram()
profile = m.get_profile()

print(profile["system_prompt"])
# "You are talking to Ali, a software engineer based in ...
#  He prefers concise responses, uses Python and Railway..."

print(profile["facts_used"])  # 47 — number of facts used

import openai

profile = m.get_profile(user_id="alice")

response = openai.chat.completions.create(
    model="gpt-4o",
    messages=[
        {"role": "system", "content": profile["system_prompt"]},
        {"role": "user", "content": "What should I focus on this week?"},
    ]
)

profile = m.get_profile(force=True)

alice_profile = m.get_profile(user_id="alice")
bob_profile = m.get_profile(user_id="bob")

from langchain_mengram import get_mengram_profile

# Returns a string you can use as system prompt
prompt = get_mengram_profile(api_key="om-...", user_id="alice")