adapted agenda and fixed small typos in README

demos/7_filepad/README.md

-# FireWorks, FilePad and metadata
+# FireWorks, FilePad and Metadata
 
 ## Introduction
 
@@ -10,8 +10,8 @@ results within FireWork's *FilePad*.
 ## Content
 
 * `PythonGoldCluster.ipynb`: a Jupyter notebook working through this demo
-  from setting up workflows to anaylizing results, i.e.  from beginning to end
-* `A_*.yaml` to `D_*.yaml`: Static yaml descriptions of FireWorks used within
+  from setting up workflows to analyze results, i.e. from beginning to end
+* `A_*.yaml` to `D_*.yaml`: Static yaml descriptions of Fireworks used within
   the first sample case.
 * `infiles/*`: static LAMMPS input scripts and data files used in both sample
   cases. The third-party EAM potential file `Au-Grochola-JCP05.eam.alloy` by
@@ -20,7 +20,7 @@ results within FireWork's *FilePad*.
     atom method potential using the force matching method", The Journal of
     Chemical Physics, 123(20), 204719. DOI: 10.1063/1.2124667.*
 
-  has been excluded from this repository. You will find it publically available
+  has been excluded from this repository. You will find it publicly available
   for download at https://www.ctcms.nist.gov/potentials/system/Au
   (see `infiles/NOTE`)
 * `fig/*`: figures and animations used for documentation purposes
@@ -46,14 +46,14 @@ are used to facilitate demonstrative analysis of results.
 
 The samples have been designed to run on a custom OpenStack instance. An image
 of this instance is available on request from the author (Johannes Hörmann,
-johannes.hoermann@imtek.uni-freiburg.de) via the OpenSzack service *bwCloud*
+johannes.hoermann@imtek.uni-freiburg.de) via the OpenStack service *bwCloud*
 (https://bwcloud.ruf.uni-freiburg.de). Without modifications, these samples will
 not run within the framework of this *grk2450-fireworks-tutorial*. Most
-importantly, every FirwWork's "_category" spec must point to a worker that
+importantly, every Firework's "_category" spec must point to a worker that
 offers a LAMMPS executable. Likewise, *ScriptTask* calls of LAMMPS must
 match this particular worker's setup.
 
-The LAMMPS versio used for this demonstration is
+The LAMMPS version used for this demonstration is
 
     LAMMPS (22 Aug 2018)
 

docs/agenda.rst

@@ -60,5 +60,10 @@ Advanced and productive use
 * Recover from failures
 * Detect duplicates
 * Detect lost runs
-* Use FilePad to store files
-* Query and analyse data from fireworks and workflows
+* Query and analyse data from fireworks and workflows
+
\ No newline at end of file
+FireWorks, FilePad and Metadata
+===============================
+
+* Use FilePad to store files and query files using metadata
+* A demo as Jupyter notebook in **demos/7_filepad**