You don't need a parser - you need a search engine. Simple database query for the keyword would look like:
SELECT * FROM job_apps WHERE keywords LIKE '%keyword1%' or '%keyword2%'
assuming that you store your job applications in job_apps table and keywords for each job applications are stored in keywords column.