This file provides guidance to AI agents (including Claude Code, Cursor, and other LLM-powered tools) when working with code in this repository. The tooling and docs rely on the gp-libs ecosystem; treat gp-libs as the shared dev toolkit that underpins this project.
- ALL tests MUST pass for code to be considered complete and working
- Never describe code as "working as expected" if there are ANY failing tests
- Even if specific feature tests pass, failing tests elsewhere indicate broken functionality
- Changes that break existing tests must be fixed before considering implementation complete
- A successful implementation must pass linting, type checking, AND all existing tests
g is a lightweight CLI wrapper that proxies to the current directory's VCS command (git, svn, or hg). It auto-detects the repo type, forwards user arguments, and exits after invoking the native tool. The project lives in the gp-libs family of git-pull utilities and uses gp-libs packages for docs and development helpers.
Key features:
- Detects VCS by walking parent directories and mapping
.git,.svn, or.hg - Proxies CLI arguments to the detected VCS binary (--version/-V is handled by g)
- Minimal surface area: primary logic lives in
src/g/__init__.py - Test fixtures cover CLI behavior for both repo and non-repo directories
This project uses:
- Python 3.10+
- uv for dependency management and execution
- ruff for linting and formatting
- mypy for type checking
- pytest (invoked as
py.test) for testing - gp-libs for shared Sphinx/test helpers (included in dev/docs extras)
# Install all dev and doc dependencies
uv sync --all-extras --dev# Run full suite
make test
# or directly
uv run py.test
# Watch tests (pytest-watcher)
make start # runs tests once then ptw .
# Watch tests via entr (requires entr(1))
make watch_test# Lint and format with ruff
uv run ruff check .
uv run ruff format .
# make targets
make ruff
make ruff_format
make watch_ruff
# Type checking
uv run mypy .
make mypy
make watch_mypy# Build docs
make build_docs
# Live docs server with autoreload
make start_docs
# Docs design assets
make design_docssrc/g/__init__.py
├─ find_repo_type(): detect VCS by walking parent directories
├─ run(): CLI entrypoint; proxies args to detected VCS, honors G_IS_TEST
└─ DEFAULT + vcspath_registry helpers
tests/test_cli.py
└─ Parametrized CLI tests for git/non-repo scenarios
- Tests live in
tests/test_cli.pyand usepytestwith parametrized fixtures. G_IS_TESTenv flag forcesrun()to return the subprocess so output can be asserted; set when modifying run logic.- CLI tests rely on actual VCS binaries (e.g.,
git) being available on PATH. If adding tests for svn/hg, ensure binaries are installed or skip appropriately. - Use
tmp_pathandmonkeypatchto simulate non-repo directories instead of mocks where possible. - Prefer pytest-watcher (
make start) for TDD loops; for file-watch without ptw, usemake watch_test(requires entr).
- Include
from __future__ import annotationsat the top of Python modules. - Use namespace imports for stdlib:
import typing as t,import logging, etc.; third-party packages may usefrom X import Y. - Follow NumPy-style docstrings (see existing docstrings in
runand pytest config requiringpydocstylevia ruff). - Ruff is the source of truth for lint rules; see
pyproject.tomlfor enabled checks (E, F, I, UP, A, B, C4, COM, EM, Q, PTH, SIM, TRY, PERF, RUF, D, FA100). - Type checking is strict (
mypy --strict); favor precise types and avoidAnyunless necessary.
Classes with fields — NamedTuple, dataclasses — document every field in
an Attributes section:
class CommandLineTestFixture(t.NamedTuple):
"""Test fixture for CLI params, environment, and expected result.
Attributes
----------
test_id : str
pytest parametrization id for the case.
env : EnvFlag
Directory state to simulate before invoking the CLI.
argv_args : list[str]
Arguments passed through to ``g`` on the command line.
expect_cmd : str | None
VCS command line expected, or ``None`` when none should run.
"""Autodoc renders every field whether or not you describe it, so an
undocumented NamedTuple field ships to the API docs as "Alias for field
number 0" and a dataclass field ships bare. Document all of them — a class
with three fields and two documented still ships a stub for the third.
These rules guide future logging changes; existing code may not yet conform.
- Use
logging.getLogger(__name__)in every module - Add
NullHandlerin library__init__.pyfiles - Never configure handlers, levels, or formatters in library code — that's the application's job
Pass structured data on every log call where useful for filtering, searching, or test assertions.
Core keys (stable, scalar, safe at any log level):
| Key | Type | Context |
|---|---|---|
vcs_cmd |
str |
VCS command line |
vcs_type |
str |
VCS type (git, svn, hg) |
vcs_url |
str |
repository URL |
vcs_exit_code |
int |
VCS process exit code |
vcs_repo_path |
str |
local repository path |
Heavy/optional keys (DEBUG only, potentially large):
| Key | Type | Context |
|---|---|---|
vcs_stdout |
list[str] |
VCS stdout lines (truncate or cap; %(vcs_stdout)s produces repr) |
vcs_stderr |
list[str] |
VCS stderr lines (same caveats) |
Treat established keys as compatibility-sensitive — downstream users may build dashboards and alerts on them. Change deliberately.
snake_case, not dotted;vcs_prefix- Prefer stable scalars; avoid ad-hoc objects
- Heavy keys (
vcs_stdout,vcs_stderr) are DEBUG-only; consider companionvcs_stdout_lenfields or hard truncation (e.g.stdout[:100])
logger.debug("msg %s", val) not f-strings. Two rationales:
- Deferred string interpolation: skipped entirely when level is filtered
- Aggregator message template grouping:
"Running %s"is one signature grouped ×10,000; f-strings make each line unique
When computing val itself is expensive, guard with if logger.isEnabledFor(logging.DEBUG).
Increment for each wrapper layer so %(filename)s:%(lineno)d and OTel code.filepath point to the real caller. Verify whenever call depth changes.
For objects with stable identity (Repository, Remote, Sync), use LoggerAdapter to avoid repeating the same extra on every call. Lead with the portable pattern (override process() to merge); merge_extra=True simplifies this on Python 3.13+.
| Level | Use for | Examples |
|---|---|---|
DEBUG |
Internal mechanics, VCS I/O | VCS command + stdout, URL parsing steps |
INFO |
Repository lifecycle, user-visible operations | Repository cloned, sync completed |
WARNING |
Recoverable issues, deprecation, user-actionable config | Deprecated VCS option, unrecognized remote |
ERROR |
Failures that stop an operation | VCS command failed, invalid URL |
Config discovery noise belongs in DEBUG; only surprising/user-actionable config issues → WARNING.
- Lowercase, past tense for events:
"repository cloned","vcs command failed" - No trailing punctuation
- Keep messages short; put details in
extra, not the message string
- Use
logger.exception()only insideexceptblocks when you are not re-raising - Use
logger.error(..., exc_info=True)when you need the traceback outside anexceptblock - Avoid
logger.exception()followed byraise— this duplicates the traceback. Either add context viaextrathat would otherwise be lost, or let the exception propagate
Assert on caplog.records attributes, not string matching on caplog.text:
- Scope capture:
caplog.at_level(logging.DEBUG, logger="g.cli") - Filter records rather than index by position:
[r for r in caplog.records if hasattr(r, "vcs_cmd")] - Assert on schema:
record.vcs_exit_code == 0not"exit code 0" in caplog.text caplog.record_tuplescannot access extra fields — always usecaplog.records
- f-strings/
.format()in log calls - Unguarded logging in hot loops (guard with
isEnabledFor()) - Catch-log-reraise without adding new context
print()for diagnostics- Logging secret env var values (log key names only)
- Non-scalar ad-hoc objects in
extra - Requiring custom
extrafields in format strings without safe defaults (missing keys raiseKeyError)
Format commit messages as:
Scope(type[detail]): concise description
why: Explanation of necessity or impact.
what:
- Specific technical changes made
- Focused on a single topic
Keep the subject ≤50 chars (excluding any trailing (#NN) PR ref); wrap
body lines at ≤72 chars. Separate the why: and what: blocks with a
blank line.
Common commit types:
- feat: New features or enhancements
- fix: Bug fixes
- refactor: Code restructuring without functional change
- docs: Documentation updates
- chore: Maintenance (dependencies, tooling, config)
- test: Test-related updates
- style: Code style and formatting
- py(deps): Dependencies
- py(deps[dev]): Dev Dependencies
- ai(rules[AGENTS]): AI rule updates
- ai(claude[rules]): Claude Code rules (CLAUDE.md)
- ai(claude[command]): Claude Code command changes
Never create tags. Never push tags. The user handles tagging and tag pushes (tags trigger the CI publish workflow).
Release commit subjects are plain and short: Tag v<version>. Put
the detailed why/what in the commit body. Don't use the
Scope(type[detail]): format for releases — don't bury the lede.
All functions and methods MUST have working doctests. Doctests serve as both documentation and tests.
CRITICAL RULES:
- Doctests MUST actually execute - never comment out function calls or similar
- Doctests MUST NOT be converted to
.. code-block::as a workaround (code-blocks don't run) - If you cannot create a working doctest, STOP and ask for help
Available tools for doctests:
doctest_namespacefixtures:tmp_path- Ellipsis for variable output:
# doctest: +ELLIPSIS - Update
conftest.pyto add new fixtures todoctest_namespace
# doctest: +SKIP is NOT permitted - it's just another workaround that doesn't test anything. If a VCS binary might not be installed, use proper skip markers in pytest.
Using fixtures in doctests:
>>> from g import find_repo_type
>>> find_repo_type('/some/git/repo') # doctest: +ELLIPSIS
'git'When output varies, use ellipsis:
>>> import pathlib
>>> pathlib.Path.cwd() # doctest: +ELLIPSIS
PosixPath('...')These rules apply when authoring entries in CHANGES, which is rendered as the Sphinx changelog page. Modeled on Django's release-notes shape — deliverables get titles and prose, not bullets. Older entries used a flat ### Section + bullet shape; new entries follow the Django shape below.
Release entry boilerplate. Every release header is ## g X.Y.Z (YYYY-MM-DD). The file opens with a ## g X.Y.Z (unreleased) placeholder block fenced by <!-- KEEP THIS PLACEHOLDER ... --> and <!-- END PLACEHOLDER ... --> HTML comments — new release entries land immediately below the END marker, never above it.
Open with a multi-sentence lead paragraph. Plain prose, no italic. Open with the version as sentence subject ("g X.Y.Z ships …") so the lead is self-contained when excerpted. Two to four sentences telling the reader what shipped and who cares — user-visible takeaways, not internal mechanism. Cross-reference detail docs with {ref} to keep the lead compact.
Lead paragraphs are release-time material — off-limits to branches and PRs. The unreleased entry carries no lead paragraph and no version summary: sections only (### Breaking changes, ### What's new deliverables, ### Fixes, …). Speaking for the release — what the version "is", "ships", or "focuses on" — is presumptuous before its scope is final; only the person cutting the release writes that, and only when the user explicitly asks to release. Never write or edit a lead from a feature branch, and never ask or imply that a release should happen.
Each deliverable is a section, not a bullet. Inside ### What's new, every distinct deliverable gets a #### Deliverable title (#NN) heading naming it in user vocabulary, followed by 1-3 prose paragraphs explaining what shipped. Don't wrap a paragraph in - — bullets are for enumerable lists, not paragraph containers. Cross-link detail docs (See {ref}\foo` for details.`) so prose stays focused.
The deliverable test. Before writing an entry, ask: "What's the deliverable, in user vocabulary?" If you can't answer in one sentence, the entry isn't ready. Mechanism (helper internals, byte counters, schema-validation locations) belongs in PR descriptions and code comments, not the changelog.
Fixed subheadings, in this order when present: ### Breaking changes, ### Dependencies, ### What's new, ### Fixes, ### Documentation, ### Development. Dev tooling (helper scripts, internal automation) lives under ### Development. For breaking changes, show the migration path with concrete inline code (e.g. a # Before / # After fenced code block). Dependency floor bumps use the form Minimum `pkg>=X.Y.Z` (was `>=X.Y.W`).
PR refs (#NN) sit in each deliverable's #### heading.
When bullets are appropriate. Catch-all sections (### Fixes, occasionally ### Documentation) with 3+ genuinely small items use bullets — one line each, never paragraphs. If a bullet swells past two lines, promote it to a #### Title (#NN) heading with prose body.
Anti-patterns.
- Fragile metrics: token ceilings, third-party version pins, percent benchmarks, exact byte counts. Describe the capability, not the math.
- Internal jargon: private symbols (leading-underscore identifiers), algorithm names exposed for the first time, backend scaffolding.
- Walls of text dressed up as bullets.
- Buried breaking changes — they get their own subheading at the top of the entry.
Always link autodoc'd APIs. Any class, method, function, exception, or attribute that has its own rendered page must be cited via the appropriate role ({class}, {meth}, {func}, {exc}, {attr}) — never with plain backticks. Doc pages without explicit ref labels use {doc}. Plain backticks are correct for code syntax, env vars, parameter names, and file paths that aren't doc pages — anything without an autodoc destination.
MyST roles. Class references use {class}, methods use {meth}, functions use {func}, exceptions use {exc}, attributes use {attr}, internal anchors use {ref}, doc-path links use {doc}.
Summarization style. When a user asks "what changed in the latest version?" or similar, lead with the entry's lead paragraph (paraphrased if needed), followed by each #### deliverable heading under ### What's new with a one-sentence summary. Cite (#NN) only if the user asks for source links. Don't invent versions, dates, or numbers not present in CHANGES. Don't quote line numbers or file offsets — those shift as the file evolves.
- Add logging with
loggingconfigured inrun; keep output minimal because the CLI forwards to underlying VCS. - When diagnosing repo detection, log the path iteration in
find_repo_typeor unit-test with synthetic directory trees. - If subprocess output is swallowed, run with
G_IS_TEST=1andwait=Trueto capture stdout/stderr in tests.
- Documentation: https://g.git-pull.com/
- API: https://g.git-pull.com/api.html
- Changelog: https://g.git-pull.com/history.html
- Repository: https://github.com/vcs-python/g
- Shared tooling (gp-libs): https://gp-libs.git-pull.com/
Code blocks are paste-and-run units: pasting one block runs exactly one intended action. Doctests and other executed examples are exempt — the test suite runs them, nobody pastes them.
- One command per block. Multiple steps may share a block only when
explicitly chained with
&&,;, or\continuations — the chain is then one logical command. - Explanations go in prose above the block, never as
#comments inside it. - Command menus are per-command blocks with prose lead-ins, not tables.
- Shell commands use the
consoletag with a$prefix. This separates interactive commands from scripts and enables prompt-aware copy. - Split long commands with
\— one flag or flag+value pair per indented continuation line, positional arguments last.
Good:
Show the last ten commits as a graph:
$ git log \
--max-count=10 \
--graph \
--onelineBad:
# Show the last ten commits as a graph
$ git log --max-count=10 --graph --onelineA comment ships only if it passes all three gates. Fail any: delete or rewrite. Borderline: delete — borderline means the information is reconstructible, which is what makes deletion cheap.
Loss. Three years from now, would losing this cost a maintainer real time rediscovering intent, an invariant, a constraint, or a failure mode the code and tests do not already make obvious?
Elite. Would SQLite, Redis, the Go standard library, or CPython write this comment, at this length? Those projects state the constraint and stop. They do not argue with an imagined objector.
Upkeep. Will it stay true without maintenance? A comment that hand-syncs a value the code owns — a count, an offset, a line reference, a duplicated constant — is false the first time that value moves.
One or two lines. A comment reaching four is either carrying several facts, in which case split it, or arguing, in which case cut it to the fact.
Rationale, alternatives weighed, and the story of how the code got here belong in the commit message: timestamped, attached to the exact diff, and free to maintain.
A comment often holds both a constraint and the deliberation that found it. Keep the constraint, cut the deliberation. "Runs at most once per second" survives; "this is the right trade for now" does not.
- Why over how: upstream quirks, protocol and compatibility constraints, performance tradeoffs still part of the contract.
- Invariants, preconditions, ordering, lifetime, and concurrency requirements that types and tests cannot express.
- Code that looks wrong but is not, so a later cleanup does not reintroduce the bug.
- A high-level sketch of an algorithm whose local operations do not reveal the whole.
- Narration of the next lines; code translated into English.
- Restated names, types, defaults, or control flow.
- Values duplicated from the code and hand-synced.
- Justification, hedging, or apology for a choice.
- Speculation about future requirements.
- History version control already holds, including commented-out code.
- Ticket and issue numbers. They say nothing to a reader without tracker access, and they rot when the tracker moves. Unfinished work goes in the tracker, not the source.
- Transient observations — "currently", "for now", "the latest release" — that go stale with no nearby edit.
It reaches values that track our own code. It does not reach frozen external facts.
Bad (Delete):
# There are 321 tests to complete for servers.Good (Keep):
# CPython < 3.11 has no ExceptionGroup, so this branch stays.Doctests, minimal usage examples, and param, return, and raises lines on public API are exempt from the loss gate — they serve the caller, not the maintainer. They are exempt from nothing else. Ceiling: a good man page entry.
NumPy-style Parameters, Returns, and Attributes sections and executable
doctests fall under this exception — autodoc ships every field whether or not
you describe it, and a doctest that runs is also a test.
Treat AI slop as review-hostile noise, not as proof that text or code is wrong. The goal is to maximize information density by removing artifacts that make the repository harder to trust or navigate.
Before committing, audit all AI-assisted changes for these noise patterns:
- AI Signatures: Remove "Generated by", footers, conversational filler ("Certainly!", "Here is..."), unexplained emojis (🤖, ✨), and AI-tool metadata.
- Brittle References: Avoid hard-coded line numbers, fragile file/test counts, dated "as of" claims, bare SHAs, and local absolute paths unless they are strict evidentiary artifacts (e.g., benchmark logs).
- Diff Narration: Do not restate what moved, was renamed, or was removed in artifacts the downstream reader holds: code, docstrings, README, CHANGES, PR descriptions, or release notes. The diff and commit message already carry this history.
- Branch-Internal Narrative: Do not mention intermediate branch states, abandoned approaches, or "no longer" behavior unless users of a published release actually experienced the old state (The Published-Release Test).
- Low-Value Scaffolding: Remove ownerless TODOs (
TODO: revisit), unused future-proofing, debug artifacts, and defensive wrappers that do not protect a currently reachable failure mode. - Prose Inflation: Replace generic AI "tells" like comprehensive, robust, seamless, production-ready, leverage, delve, tapestry, and best practices with concrete descriptions of behavior, constraints, or trade-offs.
- Coded Labels: Write rules, options, and findings as plain
imperatives. Don't tag them with codes like
[R1],A1, orOption Bin artifacts a human reads — the reader shouldn't have to decode an index. Internal agent bookkeeping may use ids; shipped text may not.
Link to a pinned revision, never to trunk. A pinned permalink is not a
brittle reference; an unlinked SHA dropped into prose is. blob/master/…
links rot silently — the file moves, lines shift, and the anchor lands
on unrelated code while still resolving.
- Prefer a release tag (
blob/v1.4.0/…). Most durable, and it tells the reader which released version the claim held for. - Otherwise use a 7-char commit ref (
blob/9a29b1a/…) reachable from trunk. Use when there is no tag or the claim is about unreleased code. Never a PR-head SHA — it can be rebased or garbage-collected. - Reserve
blob/master/…for living documents meant to always show the latest state, such as a contributing guide. - Line anchors (
#L120-L145) are only safe on a pinned ref.
Subjective cleanup must never remove load-bearing rationale. Adjudicate comments with the comment policy above; borderline cases are deleted, not kept.
- Preserve the "Why": You MUST NOT delete comments that document invariants, protocol constraints, platform quirks, security boundaries, and upstream workarounds.
- Evidence is Immune: Preserve exact counts, dates, and SHAs when they serve as evidence in benchmark results, release notes, stack traces, or lockfiles.
- Behavior Over Inventory: A useful description explains what changed for the system or user; it does not provide an inventory of files or functions the diff already shows.
Long-running branches accumulate tactical decisions — renames, refactors, attempts-then-reverts. When deciding what counts as branch-internal, use trunk or the parent branch as the baseline — not intermediate states inside the current branch. Ask:
Did users of the most recently published release ever experience this old name, old behavior, or bug?
If the answer is no, it is branch-internal narrative. Move it to the commit message and describe only the final state in the artifact.
Keep in shipped artifacts:
- Deprecations and migration guides for symbols that actually shipped.
### Fixesentries for bugs that affected users of a published release.- Comments explaining why the current code looks this way (invariants, platform quirks) that make sense to a reader who never saw the previous version.
When applying these rules retroactively from inside a feature branch, first establish scope by diffing against the parent branch (or trunk) to identify which commits this branch actually introduced. Then:
- In-branch commits: Prompt the user with two options:
fixup!commits withgit rebase --autosquashto address each causal commit at its source, or a single cleanup commit at branch tip. - Trunk/Parent commits: Default to leaving them alone. Act only on explicit user instruction. If the user opts in, fold the cleanup into a single commit at branch tip; do not rewrite shared history.
- Scope guard: If cleaning prior slop would touch a colleague's work or expand the branch beyond its stated goal, stay in lane: protect the current goal and leave prior slop alone.
- Make the smallest coherent change that solves the verified problem; keep unrelated cleanup out of it.
- Reuse an existing file, component, helper, API, or test before adding a new one. Modify in place when the change fits the file's responsibility.
- Keep new APIs private until a caller outside the module needs them.
- Add a file only for a durable boundary — a distinct responsibility, independent reuse, or splitting an oversized high-touch module — not for a single-use helper or a one-line re-export.
Treat this file like code and prune it.
- Delete a line whose removal would not cause a mistake.
- Move multi-step procedures into skills, path-specific rules into nested AGENTS.md files, and hard limits into hooks or CI.
- Keep only non-obvious, broadly applicable defaults here. Anything a reader can infer from the code, a manifest, or a linter does not belong.