PostgresDb stores Agent, Team, and Workflow sessions, memories, knowledge, evaluations, and traces in PostgreSQL.
Usage
Install thesqlalchemy, psycopg, and openai packages:
uv pip install sqlalchemy psycopg openai
postgres_for_agent.py
from agno.agent import Agent
from agno.db.postgres import PostgresDb
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
db = PostgresDb(db_url=db_url)
agent = Agent(db=db)
Run PostgreSQL
Install Docker Desktop, then start PostgreSQL with pgvector on port5532:
docker run -d \
-e POSTGRES_DB=ai \
-e POSTGRES_USER=ai \
-e POSTGRES_PASSWORD=ai \
-e PGDATA=/var/lib/postgresql \
-v pgvolume:/var/lib/postgresql \
-p 5532:5432 \
--name pgvector \
agnohq/pgvector:18
Parameters
| Parameter | Type | Default | Description |
|---|---|---|---|
id | Optional[str] | - | The ID of the database instance. UUID by default. |
db_url | Optional[str] | - | The database URL to connect to. |
db_engine | Optional[Engine] | - | The SQLAlchemy database engine to use. |
db_schema | Optional[str] | - | The database schema to use. |
session_table | Optional[str] | - | Name of the table to store Agent, Team and Workflow sessions. |
memory_table | Optional[str] | - | Name of the table to store memories. |
metrics_table | Optional[str] | - | Name of the table to store metrics. |
eval_table | Optional[str] | - | Name of the table to store evaluation runs data. |
knowledge_table | Optional[str] | - | Name of the table to store knowledge content. |
culture_table | Optional[str] | - | Name of the table to store cultural knowledge. |
traces_table | Optional[str] | - | Name of the table to store traces. |
spans_table | Optional[str] | - | Name of the table to store spans. |
versions_table | Optional[str] | - | Name of the table to store schema versions. |
components_table | Optional[str] | - | Name of the table to store components. |
component_configs_table | Optional[str] | - | Name of the table to store component configurations. |
component_links_table | Optional[str] | - | Name of the table to store links between components. |
learnings_table | Optional[str] | - | Name of the table to store learnings. |
schedules_table | Optional[str] | - | Name of the table to store cron schedules. |
schedule_runs_table | Optional[str] | - | Name of the table to store schedule run history. |
approvals_table | Optional[str] | - | Name of the table to store human approval requests. |
auth_tokens_table | Optional[str] | - | Name of the table to store OAuth tokens for external services. |
service_accounts_table | Optional[str] | - | Name of the table to store service accounts. |
mcp_oauth_clients_table | Optional[str] | - | Name of the table to store MCP OAuth client registrations. |
mcp_oauth_transactions_table | Optional[str] | - | Name of the table to store MCP OAuth transactions. |
mcp_oauth_codes_table | Optional[str] | - | Name of the table to store MCP OAuth authorization codes. |
mcp_oauth_refresh_tokens_table | Optional[str] | - | Name of the table to store MCP OAuth refresh tokens. |
mcp_oauth_keys_table | Optional[str] | - | Name of the table to store MCP OAuth signing keys. |
create_schema | bool | True | Whether to create the database schema if it doesn't exist. Set to False when the schema is managed externally. |