Code execution
Code assistant
Writes a program, runs it, and reports what it saw rather than what it expected.
what it printed
geeksskeeg code_executor -> ok
python_replcode_executor
Examples
6 agents, and what they printed
Each one is a short program built from a script that ships with the framework. Every one on this page was run against the released package, and each page carries that run’s output under its code — including where the answer is a live API’s and yours will read differently.
Information retrieval
Research agent
Answers from what the search actually returned, and hands back the URLs.
what it printed
The Open-Meteo API is a service that provides access to historical, current, and forecasted weather data [1, 4]. It is designed to be easy to use and is a popular choice for projects requiring weather information [3, 4]. Regarding authentication, the Open-Meteo API does not require an API key for development or low-volume production use [2, 5]. It allows users to access its services without the need for registration, signup, or credit card information [3, 4]. However, users should review the current terms for heavy commercial workloads [2].
web_search
Multi-tool pipeline
Data analysis
Reads a file, computes on it, and reports the number the tools produced.
what it printed
The total value of the emea orders is 327.75. tool calls: 2
json_tooltext_processingpython_replfile_operations
Orchestration
Multi-agent pipeline
Three agents, each with one job, wired end to end.
what it printed
analyst: 14 * 37 * 145 = ? solver : 75110 writer : The calculation of 14 * 37 * 145 results in a total of 75,110.
calculator
External API
Weather, with no API key
A live third-party API an agent can reach with nothing configured.
what it printed
The current weather in Blacksburg, Virginia is as follows: * **Temperature:** 25.1°C
weatherjson_tool
RAG
Retrieval over your own documents
One call builds the index; the answer comes back with the source it used.
what it printed
You are eligible to request a refund within 14 days of your purchase [1]. [1] handbook.md score=0.7
retrieval
The rest ship with the package
The six above are the ones with a walkthrough. Every example script in the repository is also installed alongside the package, so you can list them and run one by name without cloning anything.
effgen examples list effgen examples run <name>
Many of the scripts name a local model, so they need a GPU with room for it. A script that cannot fit the device says so and names what to change.