Getting Started

By now you should have installed GoodMem, either manually or through the devcontainer. If you have not completed this step, please proceed with the installation.

Devcontainer Setup (Skip if you installed GoodMem manually)

1. Click below to open a Codespace using the GoodMem template repository:

   Open Codespace

2. After your Codespace launches, check the bottom-left corner of VS Code. Click on the Codespaces: [name] badge and choose View Creation Logs.

Configuration Steps

1. In the logs, locate output similar to the following:

   Connecting to gRPC API at https://localhost:9090
   Using TLS with certificate verification disabled (insecure mode)
   System initialized successfully
   Root API key: gm_xxxxxxxxxxxxxxxxxxxxxxxx
   User ID: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx

Tip: gRPC calls default to https://localhost:9090, while the REST API listens on http://localhost:8080. Use the REST URL for HTTP clients and the gRPC URL for the CLI.

2. Save Your Root API Key\

   The Root API Key (gm_xxxxxxxxxxxxxxxxxxxxxxxx) is shown only once. It’s best to copy and store it now.

3. Obtain your OpenAI API Key from the OpenAI dashboard and keep it ready for the next step.

4. Create an embedder (must be created before a space):

   goodmem embedder create \
     --display-name "OpenAI Small Embedder" \
     --provider-type OPENAI \
     --endpoint-url "https://api.openai.com/v1" \
     --model-identifier "text-embedding-3-small" \
     --dimensionality 1536 \
     --credentials "YOUR_OPENAI_API_KEY_FROM_STEP_3"

   The command should output:

   Embedder created successfully!
   
   ID: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx
   Display Name: OpenAI Small Embedder
   Owner: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx
   Provider Type: OPENAI
   Distribution: DENSE
   Endpoint URL: https://api.openai.com/v1\ API Path: /embeddings
   Model: text-embedding-3-small

   SAVE THE ID

5. Create a space linked to that embedder:

   goodmem space create \
     --name "My OpenAI Small Space" \
     --embedder-id <YOUR_EMBEDDER_ID_FROM_STEP_4>

   The command should output:

   Space created successfully!
   
   ID: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx
   Name: My OpenAI Small Space
   Owner: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx
   Created by: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx
   Created at: 2025-08-20T21:08:20Z
   Public: false
   Embedder: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx (weight: 1.0)

   SAVE THE ID

6. Create an LLM:

   goodmem llm create \
     --display-name "My GPT-4" \
     --provider-type OPENAI \
     --endpoint-url "https://api.openai.com/v1" \
     --model-identifier "gpt-4o"

   The command should output:

   LLM created successfully!
   ID: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx
   Name: My GPT-4
   Provider: LLM_PROVIDER_TYPE_OPENAI
   Model: gpt-4o

   SAVE THE ID

Testing the Queries

The next major step is to upload content into memory so it can be queried. To do this, we will first upload a PDF and store it in memory. After that, we will run some queries. Follow the directions below:

1. Begin by creating a memory. In this case, I will be using this PDF, which I recommend you use as well for testing:

   An Excellent Study of Social Media and Its Positive and Negative Effects on Human Being’s Mental Health

   Then run this command:

   goodmem memory create \
     --space-id <YOUR_SPACE_ID_FROM_STEP_5> \
     --file "path to where you downloaded the pdf" \
     --content-type "application/pdf"

   It should output:

   Memory created successfully!
   
   ID: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx
   Space ID: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx
   Content Type: application/pdf
   Status: PENDING
   Created by: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx
   Created at: 2025-08-20T21:20:00Z

   SAVE THE ID (not the space ID since you already have that)

2. To run a query, you have two options: non-interactive mode and interactive mode.

   Non-interactive mode:

   goodmem memory retrieve \
     "what are the top three negative affects of social media?" \
     --space-id <YOUR_SPACE_ID_FROM_STEP_5>

   Interactive mode (easier to retrieve results):

      goodmem memory retrieve \
     --space-id  <YOUR_SPACE_ID_FROM_STEP_5>\
     --post-processor-interactive "what are the top three negative affects of social media?"