diff --git a/site/dev/contrib/jumper.md b/site/dev/contrib/jumper.md
new file mode 100644
index 0000000000..762e9b4faa
--- /dev/null
+++ b/site/dev/contrib/jumper.md
@@ -0,0 +1,102 @@
+Contributing to SkJumper
+========================
+
+SkJumper is the execution engine of SkRasterPipeline, a system we've been using
+to accelerate CPU-bound work inside Skia, most notably color-space conversions
+and color-correct drawing.
+
+(This is where I'd put my link to design document if I had one...)
+
+SkJumper is more annoying to contribute to than most Skia code because of its
+offline compilation step.  `src/jumper/build_stages.py` compiles
+`src/jumper/SkJumper_stages.cpp` several different ways and parses the object
+files it generates into `src/jumper/SkJumper_generated.S` and
+`src/jumper/SkJumper_generated_win.S`.  This document is designed to guide you
+through this process and ease some of that annoyance.
+
+One-time Setup
+--------------
+
+To run `build_stages.py` you need Clang 4.0 and objdump, and probably want
+ccache.  It's best that Clang is exactly the same version we typically use (as
+of writing 4.0.0) and you'll need objdump to be compiled with support for
+x86-64, ARMv7, and ARMv8.
+
+The easiest way to satisfy these contraints is to get your hands on a Mac and
+install [Homebrew](https://brew.sh).  Once you have `brew` installed, run this
+to get the tools you need:
+
+   $ brew install llvm binutils ccache
+
+Running `build_stages.py`
+-------------------------
+
+With your tools installed, try a no-op run of `build_stages.py`:
+
+   $ python src/jumper/build_stages.py path/to/clang-4.0 path/to/gobjdump path/to/ccache
+   $ git status
+
+When you run `git status` you should see a bunch of untracked `.o` files
+sitting in skia/, and no changes to `src/jumper/SkJumper_generated*.S`.
+That's good.  Those object files are the intermediates we parse to produce
+the assembly files.  We just leave them around in case you want to look at
+them yourself.  If you don't like them, it's safe to just
+
+   $ rm \*.o
+
+If `clang-4.0`, `gobjdump`, and `ccache` are on your path, `build_stages.py`
+should find them without you needing to pass them on the command line.
+
+Make A Change
+-------------
+
+Let's use the `from_srgb` stage as a little playground to make a real change.
+Linearizing sRGB encoded bytes is slow, so let's pretend we've decided to trade
+quality for speed, approximating the existing implementation with a simple square.
+
+Open up `SkJumper_stages.cpp` and find the `from_srgb` stage.  It'll look like
+
+    STAGE(from_srgb) {
+        ...
+    }
+
+Let's replace whatever's there with our fast approximation:
+
+    STAGE(from_srgb) {
+        r *= r;
+        g *= g;
+        b *= b;
+    }
+
+When you save and re-run `build_stages.py`, you should now see changes to
+`src/jumper/SkJumper_generated.S` and `src/jumper/SkJumper_generated_win.S`.
+If you can't read assembly, no big deal.  If you can, run `git diff`.  You
+should see the various `sk_from_srgb_*` functions get dramatically simpler,
+something like three multiplies and a couple other bookkeeping instructions.
+
+It's not unusual for isolated changes in one stage to cause seemingly unrelated
+changes in another.  When adding or removing any code you'll usually see all
+the comments in branch instructions change a little bit, but the actual
+instruction on the left won't change.  When adding or removing uses of
+constants, you'll often see both the comment and instruction on the left change
+for other loads of constants from memory, especially on x86-64.  You'll also
+see some code that looks like garbage change; those are the constants.  If
+any of this worries you, please do go running to someone who knows more for
+help, but odds are everything is fine.
+
+At this point you can re-build Skia, run DM, compare images, etc. as normal.
+Any time you change `SkJumper_stages.cpp`, you need to re-run `build_stages.py`
+for those changes to take effect.  Believe me, I'd bake this into our GN build
+if I could figure out a way.
+
+Adding a new Stage
+------------------
+
+Adding a new stage is a lot like changing an existing stage.  Edit
+`SkJumper_stages.cpp`, run `build_stages.py`, build Skia, test, repeat until
+correct.
+
+You'll just need to also edit `SkRasterPipeline.h` to add your new stage to the
+macro listing all the stages.  The stage name is the handle normal Skia code
+uses to refer to the stage abstractly, and the wiring between
+`SkRasterPipeline::foo` and `STAGE(foo) { ... }` should work automatically.
diff --git a/src/jumper/build_stages.py b/src/jumper/build_stages.py
index 26590bd314..301295fa68 100755
--- a/src/jumper/build_stages.py
+++ b/src/jumper/build_stages.py
@@ -11,8 +11,9 @@ import sys
 
 clang   = sys.argv[1] if len(sys.argv) > 1 else 'clang-4.0'
 objdump = sys.argv[2] if len(sys.argv) > 2 else 'gobjdump'
+ccache  = sys.argv[3] if len(sys.argv) > 3 else 'ccache'
 
-clang = ['ccache', clang, '-x', 'c++']
+clang = [ccache, clang, '-x', 'c++']
 
 
 cflags = ['-std=c++11', '-Os', '-DJUMPER',