4.1. Molecular Species Identification
Molecular species identification confirmed that anuran specimens in this study clustered consistently with reference sequences, supporting the reliability of morphological identifications. Several taxa were confirmed as widespread African species, including
Hoplobatrachus occipitalis,
Sclerophrys regularis, and
Phrynobatrachus natalensis [
26].
The occurrence of a small-bodied population, provisionally referred to here as
Phrynobatrachus sp. 1, highlights unresolved taxonomic diversity within the genus in south-western Ethiopia. As illustrated in
Figure 5,
Phrynobatrachus sp. 1 exhibits a distinct combination of morphological characters—specifically overall body size, dorsal coloration, and patterning—that distinguish it from both
P. natalensis and
P. inexpectatus.
This specific taxon (
Phrynobatrachus sp. 1) was recorded at an elevation of 1220 m. While the known altitudinal range for the genus in Ethiopia extends significantly higher (e.g.,
P. natalensis occurs up to ~2200 m asl [
26]), this 1220 m record provides important ecological and altitudinal context for this newly identified, small-bodied lineage within the region’s diverse landscape.
Although high-quality photographs and a tissue sample were obtained, the sample was not used for genetic sequencing and was therefore excluded from phylogenetic analyses. Further targeted surveys are required to collect appropriate molecular material and resolve its taxonomic status. This finding is consistent with recent work by Kassie [
12], which suggested that small
Phrynobatrachus populations in south-western Ethiopia may represent undescribed species, highlighting the potential for unrecognised amphibian diversity in the region.
In contrast, two taxa within the genus
Ptychadena proved difficult to identify using morphology alone and can be regarded as cryptic species. Sequences of specimens initially identified as
Ptychadena anchietae clustered with
Ptychadena baroensis, an Ethiopian endemic. The phylogeny tree clearly supports
P. baroensis as a genetically distinct lineage, emphasizing its taxonomic validity and conservation significance. In the current study,
P. baroensis was recorded at elevations of 1400–1500 m, within Sudanian-type lowland habitats that represent a distinct evolutionary and ecological component of Ethiopia’s amphibian fauna [
27]. Similarly, specimens morphologically identified as
P. erlangeri were identical in sequences with
P. neumanni, which is the most widespread highland
Ptychadena species in the vicinity of Chebera Churchura.
Overall, our study demonstrates that molecular approaches are indispensable for accurate species identification in morphologically conserved anuran lineages. Failure to detect cryptic endemic taxa may lead to an underestimation of biodiversity and conservation value [
7], underscoring the importance of integrative taxonomic frameworks combining molecular and morphological evidence for amphibian assessments in Ethiopia.
4.3. Habitat and Seasonal Variation in Abundance and Species Richness
Although we found a significant difference between seasons in the number of individuals, species richness did not differ between the wet and dry seasons. Although some species may be less detectable or inactive during the dry season due to breeding phenology, microhabitat drying, or behavioural dormancy, the relatively consistent rainfall throughout the year likely maintains suitable conditions for amphibians in both seasons, resulting in comparable species availability [
31,
32].
Habitat type had a much stronger influence on anuran abundance and richness than seasonality. Riverine forests supported the highest number of individuals (1165), whereas woodland had the lowest abundance (249). The high diversity and abundance in riverine forests can be attributed to the presence of permanent water bodies, including rivers, wetlands, ponds, and swampy areas, which create consistently moist conditions favourable for amphibians. This habitat was dominated by stream- and forest-associated species such as Conraua beccarii, Xenopus clivii, and Hoplobatrachus occipitalis, which together accounted for a large proportion of the total abundance.
In addition to abundance-based observations, an additional survey method was employed to improve inference of amphibian diversity in riverine habitats. Specifically, acoustic encounter surveys were conducted alongside standardized visual encounter surveys to account for species that are cryptic, nocturnal, or more readily detected through advertisement calls than by direct observation. This approach is particularly relevant in riverine forests, where dense vegetation and complex microhabitats may limit visual detectability, while permanent water bodies promote calling activity. The combined use of visual and acoustic methods reduces detectability bias and has been shown to provide a more complete assessment of amphibian species richness in tropical environments [
9,
11]. Consequently, the higher diversity and abundance recorded in riverine forests are supported not only by numerical dominance but also by methodological complementarity that enhances detection of stream- and forest-associated taxa.
Seasonal variation in abundance was evident across all habitats, but was most pronounced in the riverine forest, where abundance declined sharply from 1117 individuals in the wet season to 48 in the dry season. In contrast, woodland showed a smaller absolute seasonal contrast (86 individuals in the wet season and 163 in the dry season), likely reflecting its generally lower baseline abundance and reduced dependence on permanent surface water. Savannah grassland habitats were primarily inhabited by open-habitat specialists, particularly
Ptychadena anchietae,
P. baroensis, and
P. nilotica, species commonly associated with seasonally inundated grasslands and temporary water bodies [
2]. These species exhibit ecological adaptations to fluctuating hydroperiods and open-canopy environments, allowing them to exploit breeding opportunities during rainfall events. However, comparatively lower structural complexity and higher exposure to disturbance likely limit overall species diversity in this habitat relative to forested systems. Woodland habitats were dominated by a limited assemblage of disturbance-tolerant generalist species, including
Phrynobatrachus sp. 1,
Sclerophrys gutturalis, and
Sclerophrys xeros. These taxa are known for their ecological flexibility and ability to persist in modified or agroforestry landscapes [
2]. In CCNP, woodland areas are partially influenced by agricultural activities, grazing, and human settlement, which may reduce habitat suitability for moisture-dependent forest specialists. Consequently, amphibian assemblages in woodland habitats appear shaped by disturbance regimes favoring generalist species with broader ecological tolerances.
The multivariate analyses indicate significant but moderate habitat structuring of anuran communities in CCNP. While overall ANOSIM results revealed significant differentiation among habitats, pairwise comparisons demonstrated that the strongest separation occurred between riverine forest and woodland assemblages. In contrast, montane forest and savannah grassland exhibited partial overlap, reflecting shared generalist species and transitional ecological gradients. These findings suggest ecologically meaningful differentiation rather than complete segregation of amphibian communities across habitats.
While our results demonstrate significant differences in anuran community composition across the four sampled habitat types, we acknowledge certain limitations in our sampling design. Specifically, with the exception of riverine forests (represented by two sites), each habitat type was sampled at a single site. Consequently, the observed differences in species richness and diversity may be influenced by site-specific factors other than habitat type alone. Furthermore, the study sites span an altitudinal gradient of nearly 1000 m (from 1250 m to 2000 m asl). As anuran diversity in Ethiopia typically declines with increasing altitude, it is likely that the patterns observed here are a combined result of both habitat structure and elevational constraints. Future studies with broader site replication across similar elevations are needed to fully decouple these effects.
4.4. Anuran Diversity Indices Among Four Habitat Types
Shannon’s diversity indices indicated that the riverine forest supported the highest anuran species diversity in CCNP, followed by montane forest, woodland, and savannah grassland. Despite its lower overall richness, woodland exhibited relatively high species evenness compared to the other habitats. In CCNP, woodland areas are largely modified landscapes dominated by banana (
Musa sp.) and enset (
Ensete ventricosum) cultivation [
33] to support the statement that amusa and Ensete dominate the habitat). These agro-forestry systems appear to provide suitable microhabitats for anurans by offering abundant insect prey, shelter, and moisture retention. Similar patterns have been reported from south-western Ethiopia, where enset plantations within the Keffa forest support diverse anuran assemblages and contribute to ecosystem functioning through insect pest regulation [
12].
In CCNP, the riverine forests serve as critical biodiversity hotspots, supporting the highest levels of species richness and abundance due to the presence of permanent water and stable microclimates. Comparable patterns have been documented elsewhere in Ethiopia and across tropical Africa, where riparian habitats consistently harbour the highest amphibian diversity relative to surrounding habitats [
12] of the other studies). Montane forests supported relatively high species richness and are widely recognized as important refugia for amphibians under changing climatic conditions. Their structural complexity, stable microclimates, and altitudinal gradients create diverse ecological niches that buffer temperature and moisture fluctuations [
9]. Such environmental heterogeneity promotes both species persistence and coexistence, making montane habitats critical for long-term amphibian conservation in tropical highland systems.
In contrast, savannah grasslands exhibited the lowest diversity indices among the four habitat types. This pattern likely reflects drier microclimatic conditions, reduced canopy cover, and greater exposure to anthropogenic disturbance, including grazing and burning [
5,
12]. Similar declines in amphibian diversity with increasing aridity and habitat disturbance have been documented across sub-Saharan Africa [
34], reinforcing the sensitivity of amphibians to moisture limitation and habitat simplification.
The variation in anuran diversity among habitat types in CCNP may be influenced by differences in disturbance intensity. Two major forms of disturbance—frequent burning and trampling by large herbivores—were commonly observed during field surveys. Amphibians are particularly sensitive to habitat disturbance because of their small body size, limited dispersal ability, and narrow ecological requirements [
35].
At the national and continental levels, the amphibian diversity recorded in CCNP—particularly within riverine and montane forest habitats—appears comparable to that reported from other south-western Ethiopian protected areas with broadly similar environmental conditions. Ethiopia harbours approximately 78 amphibian species overall, and several protected areas in the south-western region support 12–14 species within relatively limited survey areas [
36]. In this context, the diversity documented in CCNP can be considered typical for heterogeneous forest–woodland mosaics rather than exceptionally high.
Bale Mountains National Park, a well-studied highland reserve, supports a substantially higher amphibian richness (25 species), including multiple endemics and threatened taxa, highlighting the strong influence of altitude, habitat specialization, and long-term research effort on recorded diversity patterns [
36]. At the continental scale, African amphibian hotspots such as the Albertine Rift reach much higher richness levels (up to ~58 species), far exceeding those recorded from lowland and savannah-dominated systems [
37,
38].
Given that no previous amphibian-focused studies have been conducted in CCNP, the present results should be interpreted as baseline data rather than evidence of unusually high diversity. Nevertheless, the findings demonstrate that CCNP supports a representative assemblage of amphibians for this habitat type and region, emphasizing the park’s importance for maintaining amphibian communities in south-western Ethiopia and providing a foundation for future standardized and comparative studies.