diff --git a/.github/workflows/coverity.yml b/.github/workflows/coverity.yml
index 30072a23..5d70b6d8 100644
--- a/.github/workflows/coverity.yml
+++ b/.github/workflows/coverity.yml
@@ -55,7 +55,9 @@ jobs:
           sudo apt-get install -y intel-oneapi-mkl-devel
 
       - name: Install mkl_umath dependencies
-        run: pip install meson-python ninja cmake cython "numpy>=2"
+        # 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"
 
       - name: Download Coverity Build Tool
         timeout-minutes: 15
diff --git a/CHANGELOG.md b/CHANGELOG.md
index df401d88..0c3a15d9 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
 * Raised the minimum build-time `Cython` requirement to `3.1.0`, the first release providing the `freethreading_compatible` directive [gh-255](https://github.com/IntelPython/mkl_umath/pull/255)
+* Pinned Cython in the Coverity Scan workflow so generated code stays stable between scans, and added `coverity/README.md` documenting the known Cython-boilerplate false positives and the scan review checklist [gh-266](https://github.com/IntelPython/mkl_umath/pull/266)
 
 ### Fixed
 * Fixed an over-decref of the borrowed module dictionary reference on the module initialization error path [gh-264](https://github.com/IntelPython/mkl_umath/pull/264)
diff --git a/coverity/README.md b/coverity/README.md
new file mode 100644
index 00000000..199d6fdb
--- /dev/null
+++ b/coverity/README.md
@@ -0,0 +1,95 @@
+# 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 finding to date is a false positive in **generated** code — the
+Cython-generated `_patch_numpy.c` and the `generate_umath.py`-generated
+`__umath_generated.c` — not in code we maintain. This guide records the verified
+findings and how to keep triage from resetting.
+
+## Where findings come from
+
+`cov-build` captures four C translation units:
+
+- **Hand-written** `mkl_umath/src/ufuncsmodule.c` (ufunc registration + module
+  init). Most likely place for a real bug — review every finding.
+- **Template-generated** `mkl_umath_loops.c` (from `mkl_umath_loops.c.src` via
+  `_vendored/process_src_template.py`). Not Cython — this is our MKL VM loop logic,
+  just type-specialized for float32/float64/complex64/complex128. A real loop bug
+  can surface here, so treat it like hand-written code, not boilerplate.
+- **Generated** `__umath_generated.c` (from `mkl_umath/generate_umath.py`): the
+  ufunc registration tables built by the `make_ufuncs` template. Findings here are
+  ~always false positives in shared generator boilerplate.
+- **Cython-generated** `_patch_numpy.c` (from `_patch_numpy.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 here, though so far all have been
+  false positives too (Coverity can't see Python-level invariants).
+
+## Keeping triage durable: the Cython pin
+
+A Cython *version* bump regenerates `_patch_numpy.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. The
+`__umath_generated.c` findings churn likewise if `generate_umath.py` or the NumPy
+codegen it mirrors changes.
+
+## Reducing the noise: a Project Component
+
+**Project Settings → Components** buckets defects by a path regex. Define one to
+group (not hide) the generated units so they can be filtered out of view —
+path-based, so it survives regeneration:
+
+- **Name:** `Generated-code`  **Path regex:** `.*(_patch_numpy|__umath_generated).*\.c`
+
+This matches only the two generated units. Do **not** group `mkl_umath_loops.c` or
+`ufuncsmodule.c` — those carry our loop and module logic. 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 files — prioritise instead:
+
+1. **Findings in `ufuncsmodule.c` and `mkl_umath_loops.c`** — review every one;
+   the loop file is our type-specialized MKL VM code, not boilerplate.
+2. **High/Medium findings in `__pyx_pf_*`** — verify against `_patch_numpy.pyx`; if
+   it's a Python-level invariant Coverity can't see, mark `False Positive` with a
+   reason.
+3. **Known false-positive families below** — carry the recorded disposition;
+   match on **checker + mechanism**, not CID (CIDs reset on a Cython bump, a
+   `generate_umath.py` change, 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 below are from Cython 3.3.0 and vary between versions.
+All Minor severity, no runtime or security impact.
+
+| Family | Checker | Why it's a false positive |
+| --- | --- | --- |
+| `InitOperators`, `__umath_generated.c` (`make_ufuncs` template) | DEADCODE | The template emits `identity = {expr}; if (has_identity && identity == NULL) return -1;` for every ufunc. For `fmax`/`fmin`/`floor` the identity is `ReorderableNone` = `(Py_INCREF(Py_None), Py_None)`, a non-NULL singleton, so `identity == NULL` is provably false and `return -1` is dead. The check *is* needed for other identities (`PyLong_FromLong`, …). |
+| `__pyx_tp_traverse_...__patch_impl` (Cython `tp_traverse` slot) | DEADCODE | Cython emits a uniform base-type traversal preamble `e = __Pyx_call_type_traverse(...); if (e) return e;`. `_patch_impl` derives from `object`, whose traverse contributes nothing, so the helper returns 0 and the early-return is dead. |
+| `__pyx_pf_..._is_patched` (Cython codegen for `with self._lock:`) | DEADCODE | Cython expands `with` into try/except/finally with both an exception path and a normal-exit path calling `__exit__`. On the normal-exit path the pending-exception temp is NULL, so the `if (__pyx_t_N) {...}` exception-dispatch body is dead. |
+| `__Pyx__Import` (Cython generic import runtime helper) | DEADCODE | With `level == -1` the helper does `package_sep = strchr(__Pyx_MODULE_NAME, '.')` to decide on a relative import. The module is compiled with the plain name `_patch_numpy` (`meson.build`), which has no `.`, so `strchr` always returns NULL and the relative-import branch is dead. The variable is "constant" because the module name is a compile-time constant, not a missing assignment. |
+| `_patch_impl.__cinit__`, `_patch_numpy.pyx:117` | FORWARD_NULL | `self.functions` is left NULL only when `expected_count == 0` (the sum of `ntypes` over all ufuncs). The `self.functions[...]` deref runs only inside `for pi in range(...ntypes)`, i.e. only when `ntypes >= 1`, which forces `expected_count >= 1` and a successful malloc (failure raises `MemoryError`). Coverity can't correlate the two loops through the opaque `ntypes`/`getattr`. |
+
+The four DEADCODE families mark **Intentional**, the FORWARD_NULL marks **False
+Positive** — all with disposition **Ignore**. Optional hardening for the
+FORWARD_NULL: add an explicit `if self.functions is NULL: raise RuntimeError(...)`
+guard before the deref. Not required for correctness.
+
+## 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 units** (hard exclude), e.g. after `cov-build`:
+  ```bash
+  cov-manage-emit --dir cov-int --tu-pattern "file('.*(_patch_numpy|__umath_generated).*\\.c')" delete
+  ```
+  Also drops the `__pyx_pf_*` bodies, so it's disabled in favour of the checklist.