promptmap-extra-model-kinds
Extra model kinds for promptmap:
model_type |
Module | Runs |
|---|---|---|
python_modal |
modal_exec |
the bullet's upstream Python in a Modal sandbox |
agent_modal |
agent_exec |
an OpenCode agent (plus optional MCP server) on Modal |
agent37 |
agent37_exec |
a Hermes agent on an Agent37 workspace (agent37.md) |
execute_python |
python_exec |
the rendered template as Python, in-process; output is stdout or an output variable |
agent_multi_harness |
agent_multi_harness_exec |
a coding agent in place in agent_dir: mini-swe-agent (default) or opencode with MCP servers (agent_backend) |
And RAG kinds, called from any template:
| Template call | Module | Returns |
|---|---|---|
rag_brave_search(query, count=8) |
brave_search |
web results via Brave Search (BRAVE_API_KEY) |
rag_gemini_search(query, instructions=..., model=...) |
gemini_search |
a Gemini Flash answer grounded in Google Search, then its sources (GEMINI_API_KEY, env or .env) |
rag_openai_search(query, instructions=..., model=...) |
openai_search |
an OpenAI answer using its web_search tool, then its sources (OPENAI_API_KEY, env or .env) |
rag_anthropic_search(query, instructions=..., model=...) |
anthropic_search |
a Claude answer using its web_search tool, then its sources (ANTHROPIC_API_KEY, env or .env) |
The three LLM searches return [answer, "title\nurl", ...]. Override their models with
GEMINI_SEARCH_MODEL (default gemini-3.6-flash), OPENAI_SEARCH_MODEL (gpt-5.4-mini)
and ANTHROPIC_SEARCH_MODEL (claude-opus-5-5, effort ANTHROPIC_SEARCH_EFFORT=low).
{% set hits = rag_brave_search(ref('topic'), count=5) %}
Use these sources:
{{ hits | join("\n\n") }}
Installing the package is enough: promptmap finds the kinds through the
promptmap.model_kinds and promptmap.rag_kinds (promptmap >= 0.5.16) entry point
groups and loads them on first use. Nothing has to import it.
Configuration is read from the environment — see each module's docstring.
Moved here from promptmap core (promptmap ≥ 0.6)
execute_python— unchanged, just packaged here.agent_multi_harness— promptmap's oldagentkind (mini-swe-agent / opencode, working inagent_dir). Renamemodel_type="agent"tomodel_type="agent_multi_harness"; config keys are unchanged.
The old coding_agent kind moved the other way: it is now core's agent
kind, on the pi harness. Rename model_type="coding_agent" to
model_type="agent". See promptmap's
agent docs.
1 maintainer
Metadata
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Release files for promptmap-extra-model-kinds 0.6.1
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