Due to the multiplicity of loci of control, a main issue distributed systems have to cope with lies in the uncertainty on the system state created by the adversaries that are asynchrony, failures, dynamicity, mobility, etc. Considering message-passing systems, this paper considers the uncertainty created by the net effect of asynchrony and process crash failures in systems where the processes are anonymous (i.e., processes have no identity and locally execute the same algorithm). Trivially, agreement problems such as consensus, that cannot be solved in non-anonymous asynchronous systems prone to process failures, cannot be solved either if the system is anonymous. The paper investigates failure detectors that allow processes to circumvent this impossibility. It has several contributions. It first presents four failure detectors (denoted AP, $${\overline{AP}}$$ , AΩ, and AΣ) and show that they are the “identity-free” counterparts of perfect failure detectors, eventual leader failure detectors, and quorum failure detectors, respectively. AΣ is new and showing that AΣ and Σ have the same computability power in a non-anonymous system is not trivial. The paper also shows that the notion of failure detector reduction is related to the computation model. Then, the paper presents and proves correct a uniform anonymous consensus algorithm based on the failure detector pair (AΩ, AΣ) (“uniform” means here that not only processes have no identity, but no process is aware of the total number of processes). This new algorithm is not a simple “straightforward extension” of an algorithm designed for non-anonymous systems. To benefit from AΣ, it uses a novel broadcast facility which encapsulates an AΣ-based message exchange pattern that provides the processes with an interesting intersection property on the set of messages they have exchanged. Finally, the paper discusses the notions of failure detector hierarchy, weakest failure detector for anonymous consensus, and the implementation of identity-free failure detectors in anonymous systems.