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Drain the potatoes and transfer them to a salad bowl. While the potatoes are still warm, season them with the salt, cayenne, black pepper and lemon juice. Toss well to combine. Add the celery, green onions, parsley and eggs.
Serve immediately, or refrigerate, covered, and serve slightly chilled.