Skip to main content

Difficulty-aware routing and model selection for multi-agent LLM workflows

Project description

pyagent-router

Difficulty-aware routing and model selection for multi-agent LLM workflows. Route easy tasks to cheap models, hard tasks to expensive ones.

Install

pip install pyagent-router

Components

  • DifficultyScorer — Score task difficulty 1-10 based on heuristics
  • CostEstimator — Estimate LLM call costs with built-in model pricing
  • ModelSelector — Auto-select the cheapest viable model
  • RouterMiddleware — Inject routing into agent calls

Quick Example

from pyagent_router import ModelSelector

result = ModelSelector().select("What is 2+2?")
print(f"{result.model}: ${result.cost_estimate.total_cost:.6f}")
# gpt-4.1-nano: $0.000002 (instead of $0.003 with gpt-4o)

Typical Savings: 40-60%

For workloads where 70% of queries are easy, routing to cheap models saves 40-60% vs always using the most expensive model.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

pyagent_router-0.1.0.tar.gz (7.7 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

pyagent_router-0.1.0-py3-none-any.whl (9.0 kB view details)

Uploaded Python 3

File details

Details for the file pyagent_router-0.1.0.tar.gz.

File metadata

  • Download URL: pyagent_router-0.1.0.tar.gz
  • Upload date:
  • Size: 7.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.7

File hashes

Hashes for pyagent_router-0.1.0.tar.gz
Algorithm Hash digest
SHA256 0126502c139df48d7f9913cbf37e935f27f8e5da162df3bebb9e2ce4e453363c
MD5 241f649de48e63760013c23e5004cd5f
BLAKE2b-256 07d95f613f7d9979fd58ea3ba53e18ab1c7d1bf462eab86c49036fdf2178e1ac

See more details on using hashes here.

File details

Details for the file pyagent_router-0.1.0-py3-none-any.whl.

File metadata

  • Download URL: pyagent_router-0.1.0-py3-none-any.whl
  • Upload date:
  • Size: 9.0 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.7

File hashes

Hashes for pyagent_router-0.1.0-py3-none-any.whl
Algorithm Hash digest
SHA256 6915a883e5d92e5d2b8b0a897f3234c9bb1bb7f0805c59ac6dd96cb9a4eba481
MD5 94d410546a2cea0cdf18923c2ab73416
BLAKE2b-256 8d8c63eba6bfb15243c9d3994589f9d28c6c02eb076209f2d05f70fa4a326a5c

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page