diff --git a/.github/workflows/coverity.yml b/.github/workflows/coverity.yml
index dcd679b..52802b2 100644
--- a/.github/workflows/coverity.yml
+++ b/.github/workflows/coverity.yml
@@ -34,7 +34,9 @@ jobs:
           architecture: x64
 
       - name: Install mkl_fft dependencies
-        run: pip install meson-python ninja cmake cython "numpy>=2" mkl-devel
+        # Cython is pinned here only (not in pyproject.toml) to keep the generated
+        # code stable between scans, so Coverity CIDs and their triage survive
+        run: pip install meson-python ninja cmake "cython==3.3.0" "numpy>=2" mkl-devel
 
       - name: Download Coverity Build Tool
         timeout-minutes: 15
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1f14834..c6c6907 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ### Changed
 * Multi-iterator constructors now return a status corresponding to allocation success or failure, and raise `MemoryError` instead of `ValueError` [gh-373](https://github.com/IntelPython/mkl_fft/pull/373)
 * `_direct_fftnd` now also checks the status returned by the backend instead of discarding it [gh-373](https://github.com/IntelPython/mkl_fft/pull/373)
+* Pinned Cython in the Coverity Scan workflow so generated code stays stable between scans, and added `coverity/README.md` documenting the known false-positive families and the scan review checklist [gh-374](https://github.com/IntelPython/mkl_fft/pull/374)
 
 ### Fixed
 * Declared `f_ndim` as a C `int` in `_allocate_result` so the buffer size is computed in C rather than through a Python object, resolving a Coverity out-of-bounds (OVERRUN) false positive [gh-364](https://github.com/IntelPython/mkl_fft/pull/364)
diff --git a/coverity/README.md b/coverity/README.md
new file mode 100644
index 0000000..0d47c42
--- /dev/null
+++ b/coverity/README.md
@@ -0,0 +1,99 @@
+# Triaging Coverity Scan findings
+
+Static analysis runs on [Coverity Scan](https://scan.coverity.com) via
+[`.github/workflows/coverity.yml`](../.github/workflows/coverity.yml) (weekly + on
+demand). Analysis runs on Black Duck's servers; triage is done in the Scan web UI.
+
+Every outstanding finding is a false positive — either in Cython-generated
+boilerplate in `_pydfti.c`, or in a handful of branches in our own `.pyx` that are
+dead-by-construction (Cython already guarantees the guard, or the branch is an
+intentional placeholder). This guide records the verified findings and how to keep
+triage from resetting.
+
+## Where findings come from
+
+`cov-build` captures two C translation units (the `.h` files under
+`mkl_fft/src/` are `#include`d into them, not compiled on their own):
+
+- **Template-generated** `mklfft.c` (from `mkl_fft/src/mklfft.c.src` via
+  `_vendored/process_src_template.py`, wired up in `meson.build`). This is *not*
+  Cython — it is our oneMKL DFTI descriptor/compute logic, just type-specialized
+  for float32/float64/complex64/complex128. It pulls in the hand-written helpers
+  in `mkl_fft/src/multi_iter.h` and `mkl_fft/src/mklfft.h`. A real bug can surface
+  here, so treat it like hand-written code, **not** boilerplate — review every
+  finding.
+- **Cython-generated** `_pydfti.c` (from `mkl_fft/_pydfti.pyx`): `__Pyx_*` /
+  `__pyx_pw_*` / `__pyx_tp_*` helpers and wrappers are boilerplate — findings here
+  are ~always false positives. `__pyx_pf_*` functions are the C translation of our
+  `.pyx` bodies; a real `.pyx` bug could surface there, so keep them in scope
+  (Coverity can't see Python-level invariants — see the `_allocate_result`
+  OVERRUN fixed in [gh-364](https://github.com/IntelPython/mkl_fft/pull/364)).
+
+## Keeping triage durable: the Cython pin
+
+A Cython *version* bump regenerates `_pydfti.c` wholesale, which churns the
+Coverity CIDs and silently drops their triage — the same boilerplate then returns
+under new CIDs. So **Cython is pinned in `coverity.yml`** (not `pyproject.toml`,
+so shipped wheels are unaffected). The pin works only because the build runs with
+`--no-build-isolation`; bumping it means re-triaging the boilerplate.
+
+## Reducing the noise: a Project Component
+
+**Project Settings → Components** buckets defects by a path regex. Define one to
+group (not hide) the Cython unit so it can be filtered out of view — path-based,
+so it survives regeneration:
+
+- **Name:** `Generated-code`  **Path regex:** `.*_pydfti\.c`
+
+Do **not** group `mklfft.c` (or the `mkl_fft/src/*.h` helpers) — that is our DFTI
+logic, not boilerplate. Group only — do **not** mark it *ignored*, as that also
+drops the `__pyx_pf_*` bodies (see [declined](#evaluated-and-declined)).
+
+## Review checklist
+
+Don't blanket-ignore the generated file — prioritise instead:
+
+1. **Findings in `mklfft.c` and `mkl_fft/src/*.h`** — review every one; this is
+   our type-specialized oneMKL DFTI code and its inlined iterator/cache helpers,
+   not boilerplate.
+2. **High/Medium findings in `__pyx_pf_*`** — verify against `_pydfti.pyx`; if it's
+   a Python-level invariant Coverity can't see, mark `False Positive` with a
+   reason. If it's a genuine defect, fix the `.pyx` (as with the `_allocate_result`
+   OVERRUN).
+3. **Known false-positive families below** — carry the recorded disposition;
+   match on **checker + mechanism**, not CID (CIDs reset on a Cython bump or an
+   engine upgrade).
+
+## Known false-positive families
+
+Match on **checker + mechanism**, not CID — CIDs reset on a Cython bump or engine
+upgrade. Helper names are from Cython 3.3.0 and vary between versions. All Minor
+severity, no runtime or security impact. Every family below is triaged
+**Intentional / Ignore**.
+
+### Cython-generated boilerplate (in `_pydfti.c` `__Pyx_*` / `__pyx_tp_*` helpers)
+
+| Family | Checker | Why it's a false positive |
+| --- | --- | --- |
+| `tp_traverse` slots — `__Pyx_Coroutine_traverse`, `__Pyx_CyFunction_traverse`, and the genexpr/closure scope traversals for `_genexpr` and `_get_element_strides` (one mechanism) | DEADCODE | Cython emits a uniform base-type traversal preamble `e = __Pyx_call_type_traverse(o, 1, v, a); if (e) return e;`. The traversed object derives from a base whose traverse contributes nothing, so the helper returns 0 and the early-return is dead. The preamble *is* needed for objects deriving from a GC type. |
+| `__Pyx_VectorcallBuilder_AddArg`, `__Pyx_PyCode_New`, `__Pyx_ParseKeywordDict` | DEADCODE | Dead branches in version/ABI-guarded runtime helpers — arms selected out by the CPython version the wheel is built against, or by an argument shape the call site never produces. |
+| `_c2r_fft1d_impl` reference-cleanup epilogue | UNUSED_VALUE | Cython's generated `finally`/decref epilogue assigns a temp (e.g. resets a borrowed slot to `NULL`) that is never read again before the function returns. |
+| `__Pyx_Generator_Replace_StopIteration` | CHECKED_RETURN | Boilerplate deliberately drops the return value of a call whose result is not needed on that path. |
+
+### Our `.pyx`, dead-by-construction (in `__pyx_pf_*` bodies)
+
+| Family | Checker | Why it's a false positive |
+| --- | --- | --- |
+| Redundant `is NULL` guard after an array-returning call — `_process_arguments` and `_direct_fftnd` | DEADCODE | The `.pyx` has an explicit `if <array> is NULL:` guard, but because the variable is typed `cnp.ndarray`, Cython already emits its own NULL/error check right after the returning call (e.g. `PyArray_CheckFromAny`). By the time our guard runs the value is provably non-NULL, so our guard body is dead. Harmless defensive code — kept for readability. |
+| `_c2r_fft1d_impl` in-place stub | DEADCODE | `in_place = 0` is assigned immediately before `if in_place:`, so the `# TODO: Provide in-place functionality` branch is provably unreachable. Intentional placeholder for future in-place `irfft` support. |
+
+## Evaluated and declined
+
+- **Modeling files** correct the behavior of *called* functions; our FPs are
+  intraprocedural (dead branches, compile-time-constant guards, `#if`), which
+  models can't reach.
+- **Dropping the generated unit** (hard exclude), e.g. after `cov-build`:
+  ```bash
+  cov-manage-emit --dir cov-int --tu-pattern "file('.*_pydfti\\.c')" delete
+  ```
+  Also drops the `__pyx_pf_*` bodies, so it's disabled in favour of the checklist.