CodeLogician

CodeLogician is the neurosymbolic agentic governance framework for AI-powered coding.

It helps your coding agent think logically about the code it's producing and test cases it's generating. The fundamental flaw that all LLM-powered assistants have is the reasoning they're capable of is based on statistics, while you need rigorous logic-based automated reasoning.

  • Generated code is based on explainable logic, not pure statistics
  • Generated test cases are generated come with quantitative coverage metrics
  • Generated code is consistent with the best security practices leveraging formal verification

To run CodeLogician, please obtain an Imandra Universe API key available (there's a free starting plan) at Imandra Universe and make sure it's available in your environment as IMANDRA_UNI_KEY.

Three typical workflows:

  1. DIY mode - this is where your agent (e.g. Grok) uses the CLI to:
  • Learn how to use IML/ImandraX via doc command (e.g. codelogician doc --help)
  • Synthesizes IML code and uses the eval command to evaluate it
  • If there're errors, use codelogician doc view errors command to study how to correct the errors and re-evalute the code
  1. Agent/multi-agent mode - CodeLogician IML Agent is a Langgraph-based agent for automatically formalizing source code into Imandra Modeling Language (IML).
  • With agent command you can formalize a single source code file (e.g. codelogician agent PATH_TO_FILE)
  • With multiagent command you can formalize a whole directory (e.g. codelogician agent PATH_TO_DIR)
  1. Server
  • This is a "live" and interactive version of the multiagent command
  • It monitors the filesystem and fire's off formalization tasks on source code updates as necessary
  • You can start the server and connect to it with the TUI (we recommend separate terminal screens)

Learn more at CodeLogician!

To get started,

codelogician --help

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (2.15.3)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for imandra from gravatar.com imandra

Credits

Author: hongyu

Requires

Python <3.14, >=3.12

Provides Extra

codegen widget

Report project as malware

Download files

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

Source Distribution

codelogician-2.15.2.tar.gz (106.2 kB view details)

Uploaded Source

Built Distribution

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

codelogician-2.15.2-py3-none-any.whl (143.2 kB view details)

Uploaded Python 3

File details

Details for the file codelogician-2.15.2.tar.gz.

File metadata

  • Download URL: codelogician-2.15.2.tar.gz
  • Upload date:
  • Size: 106.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.8.22

File hashes

Hashes for codelogician-2.15.2.tar.gz
Algorithm Hash digest
SHA256 f59a8d7343cce3c5729376a64de7ee2e04b615a1c7f992271fce35f15ec88f6b
MD5 0527ffdae2fce4848aaaa4d07d1302ba
BLAKE2b-256 76c1446c5ac53bb9c1c1e8e07364ebc12e32858af0058d606710d0c89976c3ed

See more details on using hashes here.

File details

Details for the file codelogician-2.15.2-py3-none-any.whl.

File metadata

File hashes

Hashes for codelogician-2.15.2-py3-none-any.whl
Algorithm Hash digest
SHA256 1fc061271e47e3fc5e12f7dafdb8507a63af5b03b7c0192713dc1835e25fed7d
MD5 95e05f9f52d3c365cc5ae5d1e4353528
BLAKE2b-256 eda43444580bd134554baeeef38c9704c488c44ca2b03b99cc028132ad43cfa4

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 Sentry Error logging StatusPage Status page