Skip to main content

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

Metadata

Release files for codelogician 2.19.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for codelogician 2.19.0
File Size Uploaded
codelogician-2.19.0.tar.gz 113.8 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for codelogician 2.19.0
File Interpreter ABI Platform
codelogician-2.19.0-py3-none-any.whl Python 3 none any Details

Total release size: 266.2 kB

Release files / codelogician-2.19.0.tar.gz

Download URL codelogician-2.19.0.tar.gz
Size 113.8 kB
Tags Source
SHA-256 checksum
How to use checksums
9d6eb612c446509d5dfdce9bd1580d57df8d2967491753bdd5c3bda4a461f316
BLAKE2b-256 checksum
How to use checksums
d97428d115a362e3337adc61a194e799e4b8dafcf20068cc9f1af4806e8363f0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.12.11 {"installer":{"name":"uv","version":"0.12.11","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

Release files / codelogician-2.19.0-py3-none-any.whl

Download URL codelogician-2.19.0-py3-none-any.whl
Size 152.3 kB
Tags Python 3
SHA-256 checksum
How to use checksums
d0588e5424fb91b4d92fef64f2b0aae65c3e138adc8a94488b15fcc118f7d4e3
BLAKE2b-256 checksum
How to use checksums
2e9f324e870d1bc2a7eeeeb55dbd614ac30539bff04c17ca7378acfca3f12927
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via uv/0.12.11 {"installer":{"name":"uv","version":"0.12.11","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

Release history Release notifications | RSS feed

2.22.0

2 release files

2.21.0

2 release files

This release

2.19.0 This release

2 release files

2.18.0

2 release files

2.17.0

2 release files

2.16.0

2 release files

2.15.3

2 release files

2.15.2

2 release files

2.15.1

2 release files

2.15.0

2 release files

2.14.0

2 release files

2.13.1

2 release files

2.13.0

2 release files

2.12.0

2 release files

2.11.1

2 release files

2.11.0

2 release files

2.10.1

2 release files

2.10.0

2 release files

2.9.4

2 release files

2.9.3

2 release files

2.9.2

2 release files

2.9.1

2 release files

2.9.0

2 release files

2.8.0

2 release files

2.7.3

2 release files

2.7.2

2 release files

2.7.1

2 release files

2.7.0

2 release files

2.6.1

2 release files

2.6.0

2 release files

2.5.0

2 release files

2.4.0

2 release files

2.3.2

2 release files

2.3.1

2 release files

2.3.0

2 release files

2.2.1

2 release files

2.2.0

2 release files

2.1.0

2 release files

2.0.3

2 release files

2.0.2

2 release files

2.0.1

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page