depmesh is a CLI tool for making relationships between project files and artifacts an explicit part of your architecture.
Instead of leaving coding agents to infer context from filenames, source code, search results, or embeddings, define those relationships explicitly in depmesh.toml: tests that verify a module, specifications that govern it, artifacts affected by a document, import chains, or any project-specific relation that matters to development.
Agents and developers can then query those relations through a single stable interface to find related artifacts, inspect change impact, locate tests or specifications, and follow the project structure in a unified, deterministic way. So no dependency, no constraint, and no project-specific convention is forgotten or overlooked.
Before changing a CLI module, ask depmesh for the specifications and tests connected to it:
> depmesh -p llm dependencies -r governed_by -r tested_by ./depmesh/cli/application.py
## governed_by
Specifications that apply to the artifact.
- @/specs/architecture/entities.md
- @/specs/architecture/errors.md
- @/specs/architecture/modules_layout.md
- @/specs/architecture/naming.md
- @/specs/architecture/static_analysis.md
- @/specs/architecture/tests.md
- @/specs/behavior/cli.md
- @/specs/behavior/file_paths.md
## tested_by
Tests that verify the artifact.
- @/depmesh/cli/tests/test_application.py
Coding agents often need to answer practical questions before editing:
- Which tests should be read before changing this file?
- Which specifications govern this module?
- Which files import this shared helper?
- Which artifacts are affected by this specification change?
depmesh answers those questions through configured relations.
For example, a project can define relations such as:
tested_by— tests that verify an artifact.governed_by— specifications that apply to an artifact.imports— Python files imported by an artifact.imported_by— Python files that import an artifact.
- Unified interface for discovering project dependencies.
- Configurable ways to detect dependencies behind the scenes: path patterns, fixed lists, calling CLI commands, or running project-specific scripts.
List available relations first:
depmesh relationsQuery dependencies for an artifact:
depmesh dependencies ./src/app.pyQuery selected relations:
depmesh dependencies --relation governed_by --relation tested_by ./src/app.pyInitialize a starter configuration:
depmesh initRead detailed agent-oriented usage:
depmesh skill usageOther built-in docs:
depmesh skill configuration
depmesh skill initializationInstall depmesh from PyPI in the environment where your agent or tools run:
uv tool install depmesh
# or
pip install depmeshThen initialize a starter configuration in the project root:
depmesh initThe starter depmesh.toml is valid, but it is only a starting point. Edit it so it describes the dependency relations that matter in your project.
Tell agents to use depmesh by adding a short note to AGENTS.md:
Use `depmesh` to discover dependencies between project artifacts.
Agents MUST use `depmesh` for dependency types supported by its configuration.
At the start of each work session, run `depmesh skill usage`.You can ask a coding agent to help fill the configuration. A good prompt is:
Inspect this project and update depmesh.toml with useful dependency relations.
Start by reading output of `depmesh skill initialization` and `depmesh skill configuration`.
This repository uses depmesh for its own dependency mapping. See depmesh.toml for a real configuration example.
depmesh is useful only when the project has a meaningful depmesh.toml.
The configuration declares:
- relations that can be queried.
- rules that match queried artifacts.
- sources that produce dependency artifacts.
Minimal relation example:
version = 1
[[relations]]
id = "tested_by"
description = "Tests that verify the artifact."
[[rules]]
relation = "tested_by"
input = { type = "glob", pattern = "./src/{**package_path}/{*module}.py" }
output = { type = "files", pattern = "./src/{package_path}/tests/test_{module}.py" }This defines one relation named tested_by. The rule matches source files like ./src/cli/app.py, captures cli as package_path and app as module, and looks for ./src/cli/tests/test_app.py as the dependency.
Run depmesh skill configuration for the agent-oriented configuration guide.
For the full configuration contract, see the configuration specification.
Project behavior and architecture are specified in ./specs. Start with ./specs/intro.md when looking for the source of truth.
Development commands run through Docker:
./bin/dev.sh uv run -- pytest
./bin/dev.sh uv run -- depmesh relationsBuild development containers only after approved Docker or dependency changes:
./bin/dev-build-containers.sh