improve-flow-coverage
Testing & QualityImprove Python flow test coverage for C source files. Runs /check-flow-coverage to find gaps, then writes or extends tests following /write-flow-tests guidelines.
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Improve Flow Coverage
Improve Python flow test coverage for specified C source files by finding coverage gaps and writing tests to close them.
This skill orchestrates /check-flow-coverage (analysis) and /write-flow-tests (test
authoring) into a single workflow.
Arguments
<path>: Path to a C source file.<path 1> <path 2>: Multiple C source file paths.
Paths can be relative to the repository root. E.g. src/module.c or src/query.c.
Arguments provided: $ARGUMENTS
Instructions
If no arguments were provided ($ARGUMENTS is empty), stop and ask the user to provide one or
more source file paths. Example usage: /improve-flow-coverage src/module.c src/query.c
If the user provides a Rust file path (e.g., under src/redisearch_rs/), stop and redirect
them to use /check-rust-coverage instead — this workflow only covers C source files.
Follow these steps in order.
Step 1: Get the coverage report
Run /check-flow-coverage $ARGUMENTS to get the coverage analysis. This will build with
coverage instrumentation, run the full test suite, and produce a report of testable coverage
gaps grouped by feature.
Step 2: Triage the gaps
Review the coverage report from Step 1. For each testable gap, determine:
-
Which gaps to address with tests — code paths reachable via standard Redis commands (
FT.CREATE,FT.SEARCH,FT.AGGREGATE,FT.EXPLAIN, etc.) that should be exercised by flow tests. Group related gaps by feature. -
Which gaps to address with assertions — unreachable defensive code paths that should be replaced with assertions rather than tested. See "Replacing defensive code with assertions" below.
Present the testable coverage gaps to the user as a structured list, grouped by feature:
- Feature/area name (e.g., "Geometry queries", "Tag prefix edge cases")
- All related line ranges under that feature, with brief descriptions
- Suggested test approach (extend existing test or write new one)
- Which test file to modify
Ask the user which gaps they'd like to address before writing any code.
Step 3: Replace unreachable defensive code with assertions
After the user selects which testable gaps to address, also handle unreachable defensive code paths — code that exists only as a safety net but can never actually be reached at runtime. Instead of silently swallowing impossible conditions, replace them with assertions so that violations are caught during development.
When to use assertions vs. lcov exclusions:
-
Replace with
RS_ASSERTwhen the defensive code checks a condition that should never be false. If the condition were ever violated, it would indicate a bug that should be caught immediately — not silently handled. This is the preferred approach for most unreachable defensive code. -
Keep lcov exclusions (
LCOV_EXCL_LINE/LCOV_EXCL_START..LCOV_EXCL_STOP) only when the defensive code performs cleanup or resource management that cannot be safely replaced by an assertion (e.g., freeing memory to avoid leaks before returning).
Eligible for replacement with RS_ASSERT:
- Exhaustive switch default/fallthrough arms that exist only for compiler completeness
(e.g.,
default: return NULLin switches over enum types where all valid cases are already handled) — replace the body withRS_ABORT("reason") - Defensive type checks that guard against impossible node types in a specific context (e.g., a tag eval switch that only receives TOKEN/PREFIX/WILDCARD_QUERY/PHRASE nodes)
- Null checks after internal functions that are guaranteed to return non-NULL in practice (but NOT allocation-failure guards — those should remain as-is or use lcov exclusions)
Still eligible for lcov exclusion only:
- Allocation-failure guards for small fixed-size allocations (
if (!ptr) return NULLaftermalloc/calloc/iterator creation) — these perform cleanup that must remain - Multi-line defensive blocks that free resources before returning
NOT eligible for either — do not mark or replace these even if currently uncovered:
- Disk-only paths (guarded by
diskSpec/SearchDisk) — these are tested separately - API-only code (reachable via the C module API) — tested by LLAPI unit tests
- Code that is testable but just hasn't been tested yet
- Error handling for user-reachable error conditions
Assertion macros (defined in deps/rmutil/rm_assert.h):
RS_ASSERT(condition)— debug-only assertion (NOP withoutENABLE_ASSERT). Use for conditions that should always hold but where crashing in production is undesirable.RS_ASSERT_ALWAYS(condition)— always active, even in release builds. Use sparingly, only for invariants so critical that violating them would cause worse damage than crashing.RS_ABORT("reason")— unconditional abort with a message. Use for switch default arms and other paths that should be truly impossible to reach.
Examples:
// BEFORE: defensive default arm silently returns NULL
default:
return NULL;
// AFTER: assert that we never reach this — all valid types are handled above
default:
RS_ABORT("unexpected node type in tag eval");
return NULL; // unreachable, keeps compiler happy
// BEFORE: defensive null check with fallback behavior
if (!node) return;
// AFTER: assert the invariant — node must always be non-NULL here
RS_ASSERT(node);
// Lcov exclusion is still appropriate for allocation-failure guards with cleanup:
if (!it) { // LCOV_EXCL_START — defensive: allocation failure in iterator creation
rm_free(its);
return NULL;
} // LCOV_EXCL_STOP
Step 4: Write or extend tests
After the user selects which coverage gaps to address, write or extend the Python tests.
Follow the guidelines in /write-flow-tests when writing new tests. Also look at nearby tests in the same file for additional style and patterns specific to that file.
Step 5: Verify coverage improvement
After the tests have been written/updated, re-run the coverage pipeline to confirm the previously uncovered lines are now covered.
IMPORTANT: Run the tests exactly once. Do NOT run the same tests twice (e.g., once to
check pass/fail and again for coverage). A single RUN_PYTEST COV=1 run both executes the
tests and records gcov data. After that single run, check results.
Note: Shell variables do not persist between tool calls. When creating marker files with
mktemp, capture the printed path from the command output and substitute it literally in all
subsequent commands.
-
Rebuild if any C source was changed:
./build.sh COV=1 -
Record a start marker so we can check freshness afterward:
COV_MARKER=$(mktemp /tmp/cov_start_marker.XXXXXX) echo "Using marker: $COV_MARKER" -
Run the specific tests that were added/modified (once).
COV=1resets gcov counters, captures the baseline, and runscapture_coverageautomatically after the run completes. Usetailto avoid truncation. Set a timeout of at least 300000ms (5 min) for targeted runs — they are faster than the full suite but can still take a few minutes.TEST parameter format: The
TESTparameter acceptsmodule.functionformat (e.g.,TEST="test_parser.test_my_func") or just a module name (e.g.,TEST="test_parser"). Using only a bare function name likeTEST="test_my_func"will fail because the runner interprets it as a file path (test_my_func.py).# IMPORTANT: Use timeout of 300000ms for this command ./build.sh RUN_PYTEST COV=1 TEST="<test_file>" 2>&1 | tail -80 -
Check if
flow_standalone.infowas updated (newer than start marker). Substitute the literal marker path from step 2:if [ -f bin/flow_standalone.info ] && [ bin/flow_standalone.info -nt /tmp/cov_start_marker.XXXXXX ]; then echo "FRESH — coverage file updated" else echo "STALE or MISSING — coverage capture failed" fi rm -f /tmp/cov_start_marker.XXXXXXIf stale or missing, the coverage build may not be instrumented correctly — rebuild with
COV=1 FORCEand retry. -
Re-extract coverage for the target files using the same Python script from
/check-flow-coverageStep 3, but only check the specific lines you are trying to cover, not overall coverage. Running a subset of tests will show artificially low overall coverage since most code paths are not exercised. -
Compare the results: Report which lines are now covered and which gaps remain. If gaps remain, go back to Step 2 for the remaining uncovered paths. If only a few scattered lines remain (e.g., 2-3 lines in error branches or edge cases), note them but do not iterate further — the effort to cover them likely outweighs the benefit.
Notes
- This skill orchestrates
/check-flow-coverageand/write-flow-tests— refer to those skills for detailed guidelines on coverage analysis and test authoring respectively. - The coverage build uses
debug-covflavor with gcov instrumentation for C code. - Coverage data only tracks C source code under
src/anddeps/thpool/. - This skill does not cover Rust code. For Rust coverage, use
/check-rust-coverage.