diff --git a/README.md b/README.md
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
 
 ## A Pandoc filter for generating figures with Matplotlib from code directly in documents
 
-Inspired by [sphinx](https://sphinxdoc.org)'s `plot_directive`, `pandoc-pyplot` helps turn Python code present in your documents to embedded Matplotlib figures. 
+Inspired by [sphinx](https://sphinxdoc.org)'s `plot_directive`, `pandoc-pyplot` helps turn Python code present in your documents to embedded Matplotlib figures.
 
 ## Usage
 
@@ -46,9 +46,9 @@
 
 In case of an output format that supports links (e.g. HTML), the embedded image generated by `pandoc-pyplot` will be a link to the source code which was used to generate the file. Therefore, other people can see what Python code was used to create your figures.
 
-### Alternate text
+### Captions
 
-You can also specify some alternate text for your image. This is done using the optional `plot_alt` parameter:
+You can also specify a caption for your image. This is done using the optional `plot_alt` parameter:
 
 ```markdown
     ```{plot_target=my_figure.jpg, plot_alt="This is a simple figure"}
@@ -60,11 +60,43 @@
     ```
 ```
 
-## Requirements
+## Installation
 
-This filter only works with the Matplotlib plotting library. Therefore, you a Python interpreter and at least [Matplotlib](https://matplotlib.org/) installed. The python interpreter is expected to be discoverable using the name `"python"` (as opposed to `"python3"`, for example)
+### Binaries
 
+Windows binaries are available on [GitHub](https://github.com/LaurentRDC/pandoc-pyplot/releases). Place the executable in a location that is in your PATH to be able to call it.
+
+### From Hackage/Stackage
+
+`pandoc-pyplot` is available on Hackage. Using the [`cabal-install`](https://www.haskell.org/cabal/) tool:
+
+```bash
+cabal update
+cabal install pandoc-pyplot
+```
+
+Similarly, `pandoc-pyplot` is available on Stackage:
+
+```bash
+stack update
+stack install pandoc-pyplot
+```
+
+### From source
+
+Building from source can be done using [`stack`](https://docs.haskellstack.org/en/stable/README/) or [`cabal`](https://www.haskell.org/cabal/):
+
+```bash
+git clone github.com/LaurentRDC/pandoc-pyplot.git
+cd pandoc-pylot
+stack install # Alternatively, `cabal install`
+```
+
 ## Running the filter
+
+### Requirements
+
+This filter only works with the Matplotlib plotting library. Therefore, you a Python interpreter and at least [Matplotlib](https://matplotlib.org/) installed. The python interpreter is expected to be discoverable using the name `"python"` (as opposed to `"python3"`, for example)
 
 The filter program must be in your `PATH`. In case it is, you can use the filter with Pandoc as follows:
 
diff --git a/package.yaml b/package.yaml
--- a/package.yaml
+++ b/package.yaml
@@ -1,5 +1,5 @@
 name: pandoc-pyplot
-version: '1.0.1.0'
+version: '1.0.2.0'
 github: "LaurentRDC/pandoc-pyplot"
 license: MIT
 author: "Laurent P. René de Cotret"
diff --git a/pandoc-pyplot.cabal b/pandoc-pyplot.cabal
--- a/pandoc-pyplot.cabal
+++ b/pandoc-pyplot.cabal
@@ -4,10 +4,10 @@
 --
 -- see: https://github.com/sol/hpack
 --
--- hash: 02a0b4cc9681a38e27465380086e167be8805a63959e4299baaca728b3e17c09
+-- hash: 563259592becbb4f2496b0f914f546163be046510966e163f71175faa94504ad
 
 name:           pandoc-pyplot
-version:        1.0.1.0
+version:        1.0.2.0
 synopsis:       A Pandoc filter for including figures generated from Matplotlib
 description:    A pandoc filter for including figures generated from Matplotlib. Keep the document and Python code in the same location. Output from Matplotlib is captured and included as a figure.
 category:       Documentation
diff --git a/src/Text/Pandoc/Filter/Pyplot.hs b/src/Text/Pandoc/Filter/Pyplot.hs
--- a/src/Text/Pandoc/Filter/Pyplot.hs
+++ b/src/Text/Pandoc/Filter/Pyplot.hs
@@ -42,7 +42,6 @@
 data FigureSpec = FigureSpec 
     { target  :: FilePath     -- ^ filepath where generated figure will be saved
     , alt     :: String       -- ^ Alternate text for the figure (optional)
-    , caption :: String       -- ^ Figure caption (optional)
     , script  :: PythonScript -- ^ Source code for the figure
     , blockAttrs :: Attr      -- ^ Attributes not related to @pandoc-pyplot@ will be propagated
     }
@@ -61,10 +60,9 @@
 presentableScript spec = mconcat [ "# Source code for ", target spec, "\n", script spec ]
 
 -- Keys that pandoc-pyplot will look for in code blocks
-targetKey, altTextKey, captionKey :: String
+targetKey, altTextKey :: String
 targetKey  = "plot_target"
 altTextKey = "plot_alt"
-captionKey = "plot_caption"
 
 -- | Determine inclusion specifications from Block attributes.
 -- Note that the target key is required, but all other parameters are optional
@@ -73,12 +71,11 @@
     createInclusion <$> M.lookup targetKey attrs'
     where
         attrs' = M.fromList attrs
-        inclusionKeys = [ targetKey, altTextKey, captionKey ]
+        inclusionKeys = [ targetKey, altTextKey ]
         filteredAttrs = filter (\(k,_) -> k `notElem` inclusionKeys) attrs
         createInclusion fname = FigureSpec
             { target     = fname
             , alt        = M.findWithDefault "Figure generated by pandoc-pyplot" altTextKey attrs'
-            , caption    = M.findWithDefault mempty captionKey attrs'
             , script     = content
             -- Propagate attributes that are not related to pandoc-pyplot
             , blockAttrs = (id', cls, filteredAttrs)
@@ -125,14 +122,14 @@
                         
                         -- Propagate attributes that are not related to pandoc-pyplot
                         let relevantAttrs = blockAttrs spec
-                            image     = Image relevantAttrs [Str $ alt spec] (figurePath, "")
-                            srcTarget = (sourcePath, "Click on this figure to see the source code")
+                            srcTarget = Link nullAttr [Str "Source code"] (sourcePath, "")
+                            caption'   = [Str $ alt spec, Space, Str "(", srcTarget, Str ")"]
+                            -- To render images as figures with captions, the target title
+                            -- must be "fig:"
+                            -- Janky? yes
+                            image     = Image relevantAttrs caption' (figurePath, "fig:")
 
-                        -- TODO: use FigureSpec caption
-                        -- We make the figure be a link to the source code
-                        return $ Right $ Para [
-                            Link nullAttr [image] srcTarget
-                            ]
+                        return $ Right $ Para $ [image]
 
 -- | Translate filter error to an error message
 showError :: PandocPyplotError -> String