diff --git a/docs/source/matchcode/matchcode-pipeline.rst b/docs/source/matchcode/matchcode-pipeline.rst
index a2109b70..a2f8aa89 100644
--- a/docs/source/matchcode/matchcode-pipeline.rst
+++ b/docs/source/matchcode/matchcode-pipeline.rst
@@ -1,2 +1,145 @@
-Matching pipeline
-=================
+Code Matching
+=============
+
+The aim of this tutorial is to show how to use the MatchCode.io API to perform
+code matching on an archive of files.
+
+.. note::
+    This tutorial assumes that you have a working installation of PurlDB. If you
+    don't, please refer to the `installation
+    <../purldb/overview.html#installation>`_ page.
+
+Throughout this tutorial, we will use ``pkg:npm/deep-equal@1.0.1`` and a
+modified copy of ``index.js`` from it.
+
+.. raw:: html
+
+   <details>
+   <summary><a>BPF.cpp</a></summary>
+   </br>
+
+.. code-block:: javascript
+
+    var pSlice = Array.prototype.slice;
+    var objectKeys = require('./lib/keys.js');
+    var isArguments = require('./lib/is_arguments.js');
+
+    var deepEqual = module.exports = function (actual, expected, opts) {
+    if (!opts) opts = {};
+    // 7.1. All identical values are equivalent, as determined by ===.
+    if (actual === expected) {
+        return true;
+
+    } else if (actual instanceof Date && expected instanceof Date) {
+        return actual.getTime() === expected.getTime();
+
+    // 7.3. Other pairs that do not both pass typeof value == 'object',
+    // equivalence is determined by ==.
+    } else if (!actual || !expected || typeof actual != 'object' && typeof expected != 'object') {
+        return opts.strict ? actual === expected : actual == expected;
+
+    // 7.4. For all other Object pairs, including Array objects, equivalence is
+    // determined by having the same number of owned properties (as verified
+    // with Object.prototype.hasOwnProperty.call), the same set of keys
+    // (although not necessarily the same order), equivalent values for every
+    // corresponding key, and an identical 'prototype' property. Note: this
+    // accounts for both named and indexed properties on Arrays.
+    } else {
+        return objEquiv(actual, expected, opts);
+    }
+    }
+
+    function isBuffer (x) {
+    if (!x || typeof x !== 'object' || typeof x.length !== 'number') return false;
+    if (typeof x.copy !== 'function' || typeof x.slice !== 'function') {
+        return false;
+    }
+    if (x.length > 0 && typeof x[0] !== 'number') return false;
+    return true;
+    }
+
+    function objEquiv(a, b, opts) {
+    var i, key;
+    if (isUndefinedOrNull(a) || isUndefinedOrNull(b))
+        return false;
+    // an identical 'prototype' property.
+    if (a.prototype !== b.prototype) return false;
+    //~~~I've managed to break Object.keys through screwy arguments passing.
+    //   Converting to array solves the problem.
+    if (isArguments(a)) {
+        if (!isArguments(b)) {
+        return false;
+        }
+        a = pSlice.call(a);
+        b = pSlice.call(b);
+        return deepEqual(a, b, opts);
+    }
+    if (isBuffer(a)) {
+        if (!isBuffer(b)) {
+        return false;
+        }
+        if (a.length !== b.length) return false;
+        for (i = 0; i < a.length; i++) {
+        if (a[i] !== b[i]) return false;
+        }
+        return true;
+    }
+    try {
+        var ka = objectKeys(a),
+            kb = objectKeys(b);
+    } catch (e) {//happens when one is a string literal and the other isn't
+        return false;
+    }
+    // having the same number of owned properties (keys incorporates
+    // hasOwnProperty)
+    if (ka.length != kb.length)
+        return false;
+    //the same set of keys (although not necessarily the same order),
+    ka.sort();
+    kb.sort();
+    //~~~cheap key test
+    for (i = ka.length - 1; i >= 0; i--) {
+        if (ka[i] != kb[i])
+        return false;
+    }
+    //equivalent values for every corresponding key, and
+    //~~~possibly expensive deep test
+    for (i = ka.length - 1; i >= 0; i--) {
+        key = ka[i];
+        if (!deepEqual(a[key], b[key], opts)) return false;
+    }
+    return typeof a === typeof b;
+    }
+
+.. raw:: html
+
+   </details>
+   </br>
+
+
+Instructions
+------------
+
+- First, index the package ``pkg:npm/deep-equal@1.0.1``::
+
+    /api/collect/?purl=pkg:npm/deep-equal@1.0.1
+
+- Visit ``/api/matching/`` and POST a new matching request.
+
+.. note::
+    Whether you follow this tutorial and previous instructions using cURL or
+    Python script, the final results should be the same.
+
+.. code-block:: bash
+
+    api_url="http://localhost/api/matching/"
+    content_type="Content-Type: application/json"
+    upload_file="upload_file=@<path to index.js>"
+    curl -X POST "$api_url" -H "$content_type" -F "$upload_file"
+
+- When the match has completed, the results can be seen at ``/api/matching/<uuid>/results``
+
+.. code-block:: json
+
+    {
+    }