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LLMmap

pasquini-dario/LLMmap

Provides a ready-to-use pretrained model for open-set inference with PyTorch weights, configuration file, and behavioral templates.

GraphCanon updated Oct 5, 2026 · GitHub synced Oct 5, 2026

20views this month

469 stars51 forksLast push Jul 24, 2025 Python MIT

Decision brief

LLMmap is a Python-based tool for quick inference using pretrained models without needing additional training. It includes PyTorch weights, configuration files, and behavioral templates tailored to 52 different LLMs.

Good fit when

  • When you need immediate model deployment and don't want or can’t afford the time to train a custom model.
  • For interactive applications where rapid setup with minimal code改动 is required because it provides preconfigured models.

Avoid when

  • If your application requires fine-tuning on specific datasets as LLMmap offers only generic pretrained models without out-of-the-box support for further training.
  • In scenarios needing advanced customization beyond the provided behavioral templates, since LLMmap’s framework might not accommodate extensive model modifications.

Observed Jul 12, 2026 · Source: enrich:decision_facts

Verify the decision

Maintenance and security

Full trust report
Maintenance
Dormant (437d since push)
As of Oct 5, 2026
Provenance
Not a fork · Personal account
As of Oct 5, 2026
Security (OSV)
32 low (32 low)
As of Jul 11, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install LLMmap
PyPI

Similar tools

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Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

LLMmap is a Python-based tool that allows users to perform inference using a pretrained model without additional training. It supports both interactive and programmatic use cases.

Capability facts

Languages
python

Source: github.language · Oct 5, 2026

Categories

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Oct 5, 2026)

Recommended: ```Python 3.11```
Source link

Tags

README

Requirements Recommended: ⚡ Quick Start Using the Pretrained Model We provide a ready to use open set inference model located at: This model includes: Trained PyTorch weights Configuration file Behavioral templates for 52 LLMs You can use it directly without any training, either...

For agents

This page has a .md twin and JSON over the API.

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