Documentation Index
Fetch the complete documentation index at: https://docs.mengram.io/llms.txt
Use this file to discover all available pages before exploring further.
What is a Cognitive Profile?
A Cognitive Profile is an AI-generated system prompt that summarizes everything Mengram knows about a user: identity, preferences, communication style, current projects, and key relationships. Insert it into any LLM’s system prompt for instant personalization.
Generate a 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
Use in an LLM call
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?"},
]
)
Force regeneration
Profiles are cached for performance. Force a fresh one with:
profile = m.get_profile(force=True)
Multi-user profiles
Generate profiles for different end-users in your app:
alice_profile = m.get_profile(user_id="alice")
bob_profile = m.get_profile(user_id="bob")
LangChain integration
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")
